{
 "generated_at": "2026-11-02T06:08:26.085Z",
 "edition": "Week 45 · 2026 · updated 2 Nov 2026",
 "top10_ai_use_cases": {
  "url": "https://stackgrade.app/use-cases/top-10-ai-use-cases/",
  "basis": "cited public usage data, not StackGrade scores",
  "reviewed": "2026-10-16",
  "ranking": [
   {
    "rank": 1,
    "slug": "ai-pair-programming-in-the-terminal",
    "title": "AI pair programming in the terminal",
    "points": 6,
    "publishers": 3,
    "direct_evidence": 3,
    "sources": [
     "https://www.anthropic.com/research/economic-index-march-2026-report",
     "https://stackoverflow.blog/2025/12/10/tell-us-what-you-really-really-do-not-want-to-spend-time-working-on/",
     "https://www.mckinsey.com/capabilities/quantumblack/our-insights/the-state-of-ai"
    ]
   },
   {
    "rank": 2,
    "slug": "ai-web-research-reports",
    "title": "AI web research reports with sources",
    "points": 5,
    "publishers": 3,
    "direct_evidence": 2,
    "sources": [
     "https://www.nber.org/papers/w34255",
     "https://www.mckinsey.com/capabilities/quantumblack/our-insights/the-state-of-ai-2025",
     "https://stackoverflow.blog/2025/12/10/tell-us-what-you-really-really-do-not-want-to-spend-time-working-on/"
    ]
   },
   {
    "rank": 3,
    "slug": "ai-customer-support-bot",
    "title": "AI customer support bot",
    "points": 4,
    "publishers": 2,
    "direct_evidence": 2,
    "sources": [
     "https://www.mckinsey.com/capabilities/quantumblack/our-insights/the-state-of-ai-2025",
     "https://www.mckinsey.com/capabilities/quantumblack/our-insights/the-state-of-ai-how-organizations-are-rewiring-to-capture-value",
     "https://www.microsoft.com/en-us/worklab/work-trend-index/2025-the-year-the-frontier-firm-is-born"
    ]
   },
   {
    "rank": 4,
    "slug": "ai-debugging-with-an-agent",
    "title": "AI debugging with an agent",
    "points": 4,
    "publishers": 2,
    "direct_evidence": 2,
    "sources": [
     "https://www.anthropic.com/research/anthropic-economic-index-january-2026-report",
     "https://stackoverflow.blog/2025/12/10/tell-us-what-you-really-really-do-not-want-to-spend-time-working-on/"
    ]
   },
   {
    "rank": 5,
    "slug": "business-process-automation-with-agents",
    "title": "Business process automation with AI agents",
    "points": 4,
    "publishers": 2,
    "direct_evidence": 2,
    "sources": [
     "https://www.mckinsey.com/capabilities/quantumblack/our-insights/the-state-of-ai",
     "https://www.microsoft.com/en-us/worklab/work-trend-index/2025-the-year-the-frontier-firm-is-born"
    ]
   },
   {
    "rank": 6,
    "slug": "write-cited-articles-with-ai",
    "title": "Write cited, long-form articles with AI",
    "points": 4,
    "publishers": 4,
    "direct_evidence": 0,
    "sources": [
     "https://www.anthropic.com/research/economic-index-june-2026-report",
     "https://www.nber.org/papers/w34255",
     "https://www.mckinsey.com/capabilities/quantumblack/our-insights/the-state-of-ai-2025",
     "https://www.mckinsey.com/capabilities/quantumblack/our-insights/the-state-of-ai-how-organizations-are-rewiring-to-capture-value",
     "https://www.microsoft.com/en-us/worklab/work-trend-index/2025-the-year-the-frontier-firm-is-born"
    ]
   },
   {
    "rank": 7,
    "slug": "company-knowledge-assistant",
    "title": "A company knowledge assistant",
    "points": 3,
    "publishers": 2,
    "direct_evidence": 1,
    "sources": [
     "https://www.mckinsey.com/capabilities/quantumblack/our-insights/the-state-of-ai",
     "https://www.mckinsey.com/capabilities/quantumblack/our-insights/the-state-of-ai-2025",
     "https://www.nber.org/papers/w34255"
    ]
   },
   {
    "rank": 8,
    "slug": "build-ai-agents-in-python-or-typescript",
    "title": "Build AI agents in Python or TypeScript",
    "points": 3,
    "publishers": 2,
    "direct_evidence": 1,
    "sources": [
     "https://survey.stackoverflow.co/2025/ai",
     "https://www.mckinsey.com/capabilities/quantumblack/our-insights/the-state-of-ai"
    ]
   },
   {
    "rank": 9,
    "slug": "ai-agent-long-term-memory",
    "title": "Long-term memory for AI agents",
    "points": 2,
    "publishers": 1,
    "direct_evidence": 1,
    "sources": [
     "https://survey.stackoverflow.co/2025/ai"
    ]
   },
   {
    "rank": 10,
    "slug": "chat-with-your-documents",
    "title": "Chat with your documents (RAG)",
    "points": 2,
    "publishers": 2,
    "direct_evidence": 0,
    "sources": [
     "https://www.nber.org/papers/w34255",
     "https://www.mckinsey.com/capabilities/quantumblack/our-insights/the-state-of-ai"
    ]
   }
  ]
 },
 "ai_use_cases": [
  {
   "slug": "ai-pair-programming-in-the-terminal",
   "title": "AI pair programming in the terminal",
   "url": "https://stackgrade.app/use-cases/ai-pair-programming-in-the-terminal/",
   "category": "coding-agents",
   "audiences": [
    "developers"
   ],
   "summary": "Work with an AI coding agent from your terminal: describe a change, review the diff, commit. Example prompts, a workflow and the best-scored tools.",
   "tools": [
    "gemini-cli",
    "opencode",
    "claude-code",
    "codex",
    "aider"
   ],
   "indexed": true,
   "reviewed": "2026-10-16"
  },
  {
   "slug": "ai-code-review",
   "title": "AI code review",
   "url": "https://stackgrade.app/use-cases/ai-code-review/",
   "category": "coding-agents",
   "audiences": [
    "developers"
   ],
   "summary": "Use AI as a second reviewer on pull requests and local diffs: catch bugs and missing tests early. Example prompts, workflow and tools ranked by data.",
   "tools": [
    "claude-code",
    "cline",
    "github-mcp-server",
    "codex-plugin-cc"
   ],
   "indexed": true,
   "reviewed": "2026-10-23"
  },
  {
   "slug": "ai-refactoring-and-migrations",
   "title": "AI refactoring and code migrations",
   "url": "https://stackgrade.app/use-cases/ai-refactoring-and-migrations/",
   "category": "coding-agents",
   "audiences": [
    "developers"
   ],
   "summary": "Let an AI agent do mechanical refactors and framework or API migrations in small, reviewable steps. Prompts, a safe workflow and the best-scored tools.",
   "tools": [
    "openhands",
    "claude-code",
    "cline",
    "aider"
   ],
   "indexed": true,
   "reviewed": "2026-10-16"
  },
  {
   "slug": "ai-test-writing",
   "title": "AI test writing",
   "url": "https://stackgrade.app/use-cases/ai-test-writing/",
   "category": "coding-agents",
   "audiences": [
    "developers"
   ],
   "summary": "Generate unit and integration tests with a coding agent, then run them and keep only the ones that mean something. Prompts, workflow and ranked tools.",
   "tools": [
    "claude-code",
    "cline",
    "continue",
    "roo-code"
   ],
   "indexed": true,
   "reviewed": "2026-10-16"
  },
  {
   "slug": "ai-debugging-with-an-agent",
   "title": "AI debugging with an agent",
   "url": "https://stackgrade.app/use-cases/ai-debugging-with-an-agent/",
   "category": "coding-agents",
   "audiences": [
    "developers"
   ],
   "summary": "Hand an error, stack trace or failing test to an AI agent that can read code, run commands and drive a browser. Prompts, workflow and ranked tools.",
   "tools": [
    "openhands",
    "claude-code",
    "playwright-mcp",
    "goose"
   ],
   "indexed": true,
   "reviewed": "2026-10-16"
  },
  {
   "slug": "ai-documentation-generation",
   "title": "AI documentation generation",
   "url": "https://stackgrade.app/use-cases/ai-documentation-generation/",
   "category": "coding-agents",
   "audiences": [
    "developers"
   ],
   "summary": "Draft READMEs, docstrings, API docs and changelogs from your code with an AI agent. Example prompts, a review workflow and the best-scored tools.",
   "tools": [
    "gemini-cli",
    "claude-code",
    "cline",
    "aider"
   ],
   "indexed": true,
   "reviewed": "2026-10-16"
  },
  {
   "slug": "ai-github-workflows",
   "title": "AI for GitHub issues and pull requests",
   "url": "https://stackgrade.app/use-cases/ai-github-workflows/",
   "category": "coding-agents",
   "audiences": [
    "developers"
   ],
   "summary": "Connect an AI agent to GitHub to triage issues, summarise pull requests and open drafts. Prompts, workflow and tools with quality and safety labels.",
   "tools": [
    "openhands",
    "claude-code",
    "codex",
    "github-mcp-server"
   ],
   "indexed": true,
   "reviewed": "2026-10-16"
  },
  {
   "slug": "up-to-date-docs-for-ai-coding",
   "title": "Up-to-date library docs for AI coding",
   "url": "https://stackgrade.app/use-cases/up-to-date-docs-for-ai-coding/",
   "category": "coding-agents",
   "audiences": [
    "developers"
   ],
   "summary": "Stop coding agents from using outdated APIs: feed them current library documentation through an MCP server. Prompts, workflow and ranked tools.",
   "tools": [
    "claude-code",
    "cline",
    "context7",
    "servers"
   ],
   "indexed": true,
   "reviewed": "2026-10-16"
  },
  {
   "slug": "give-ai-agents-new-abilities",
   "title": "Give AI agents new abilities with MCP and skills",
   "url": "https://stackgrade.app/use-cases/give-ai-agents-new-abilities/",
   "category": "agent-skills",
   "audiences": [
    "developers"
   ],
   "summary": "Extend an AI agent with MCP servers (tool connectors) and Agent Skills (instruction packs). Prompts, workflow and the best-scored options with safety labels.",
   "tools": [
    "skills",
    "servers",
    "awesome-mcp-servers",
    "agents"
   ],
   "indexed": true,
   "reviewed": "2026-10-16"
  },
  {
   "slug": "browser-automation-for-ai-agents",
   "title": "Browser automation for AI agents",
   "url": "https://stackgrade.app/use-cases/browser-automation-for-ai-agents/",
   "category": "agent-skills",
   "audiences": [
    "developers",
    "researchers"
   ],
   "summary": "Let an AI agent open pages, click, fill forms and read results in a real browser. Example prompts, workflow and ranked tools with safety labels.",
   "tools": [
    "browser-use",
    "playwright-mcp",
    "openbot"
   ],
   "indexed": true,
   "reviewed": "2026-10-16"
  },
  {
   "slug": "repeatable-agent-workflows-with-skills",
   "title": "Repeatable agent workflows with Agent Skills",
   "url": "https://stackgrade.app/use-cases/repeatable-agent-workflows-with-skills/",
   "category": "agent-skills",
   "audiences": [
    "developers"
   ],
   "summary": "Package how you work as Agent Skills so an AI agent follows the same steps every time. Example prompts, workflow and ranked skill collections.",
   "tools": [
    "superpowers",
    "skills",
    "agents"
   ],
   "indexed": true,
   "reviewed": "2026-10-23"
  },
  {
   "slug": "record-workflows-into-skills",
   "title": "Turn recorded work into reusable agent skills",
   "url": "https://stackgrade.app/use-cases/record-workflows-into-skills/",
   "category": "agent-skills",
   "audiences": [
    "developers",
    "small-business"
   ],
   "summary": "Record how you do a task on screen and turn it into a reusable skill or automation for an AI agent. Example prompts, workflow and tools.",
   "tools": [
    "superpowers",
    "skills",
    "skill-recorder"
   ],
   "indexed": true,
   "reviewed": "2026-10-16"
  },
  {
   "slug": "workflow-automation-with-ai",
   "title": "Workflow automation with AI",
   "url": "https://stackgrade.app/use-cases/workflow-automation-with-ai/",
   "category": "automation",
   "audiences": [
    "small-business",
    "marketing",
    "developers"
   ],
   "summary": "Build automations that connect your apps and add AI steps: triage, summarise, draft, route. Example prompts, workflow and ranked platforms.",
   "tools": [
    "n8n",
    "dify",
    "langgraph"
   ],
   "indexed": true,
   "reviewed": "2026-10-16"
  },
  {
   "slug": "multi-agent-teams",
   "title": "Multi-agent AI teams",
   "url": "https://stackgrade.app/use-cases/multi-agent-teams/",
   "category": "automation",
   "audiences": [
    "developers"
   ],
   "summary": "Orchestrate several AI agents with different roles that hand work to each other. Example prompts, workflow and ranked agent frameworks.",
   "tools": [
    "crewai",
    "langgraph",
    "autogen",
    "openai-agents-python"
   ],
   "indexed": true,
   "reviewed": "2026-10-16"
  },
  {
   "slug": "ai-customer-support-bot",
   "title": "AI customer support bot",
   "url": "https://stackgrade.app/use-cases/ai-customer-support-bot/",
   "category": "automation",
   "audiences": [
    "small-business",
    "developers"
   ],
   "summary": "Build a support assistant that answers from your own help content and hands over to a human when unsure. Prompts, workflow and ranked platforms.",
   "tools": [
    "n8n",
    "ragflow",
    "dify",
    "langchain"
   ],
   "indexed": true,
   "reviewed": "2026-10-16"
  },
  {
   "slug": "business-process-automation-with-agents",
   "title": "Business process automation with AI agents",
   "url": "https://stackgrade.app/use-cases/business-process-automation-with-agents/",
   "category": "automation",
   "audiences": [
    "small-business"
   ],
   "summary": "Use AI agents to handle recurring business tasks such as research, data entry and reporting, with logs and approvals. Prompts, workflow, tools.",
   "tools": [
    "n8n",
    "autogpt",
    "dify",
    "openbot"
   ],
   "indexed": true,
   "reviewed": "2026-10-16"
  },
  {
   "slug": "build-ai-agents-in-python-or-typescript",
   "title": "Build AI agents in Python or TypeScript",
   "url": "https://stackgrade.app/use-cases/build-ai-agents-in-python-or-typescript/",
   "category": "automation",
   "audiences": [
    "developers"
   ],
   "summary": "Pick a code-first agent framework for Python or TypeScript: tools, structured output, evaluation and deployment. Workflow and ranked frameworks.",
   "tools": [
    "langchain",
    "pydantic-ai",
    "mastra",
    "adk-python",
    "openai-agents-python",
    "smolagents"
   ],
   "indexed": true,
   "reviewed": "2026-10-16"
  },
  {
   "slug": "persistent-ai-agent-workspaces",
   "title": "Persistent AI agent workspaces",
   "url": "https://stackgrade.app/use-cases/persistent-ai-agent-workspaces/",
   "category": "automation",
   "audiences": [
    "developers",
    "small-business"
   ],
   "summary": "Run AI agents in a workspace that keeps context, files and history between sessions instead of starting fresh each time. Workflow, risks and tools.",
   "tools": [
    "lobehub",
    "kirocrew",
    "openbot"
   ],
   "indexed": true,
   "reviewed": "2026-10-16"
  },
  {
   "slug": "ai-web-research-reports",
   "title": "AI web research reports with sources",
   "url": "https://stackgrade.app/use-cases/ai-web-research-reports/",
   "category": "research",
   "audiences": [
    "researchers",
    "marketing",
    "small-business"
   ],
   "summary": "Have an AI agent search the web, read sources and write a report with citations. Example prompts, a verification workflow and ranked tools.",
   "tools": [
    "browser-use",
    "gpt-researcher",
    "storm"
   ],
   "indexed": true,
   "reviewed": "2026-10-16"
  },
  {
   "slug": "scrape-websites-for-ai",
   "title": "Scrape websites into clean data for AI",
   "url": "https://stackgrade.app/use-cases/scrape-websites-for-ai/",
   "category": "research",
   "audiences": [
    "developers",
    "researchers",
    "marketing"
   ],
   "summary": "Crawl and scrape pages into clean Markdown or structured data that AI models can use. Prompts, a responsible workflow and the best-scored tools.",
   "tools": [
    "firecrawl",
    "crawl4ai"
   ],
   "indexed": true,
   "reviewed": "2026-10-16"
  },
  {
   "slug": "convert-documents-to-markdown-for-llms",
   "title": "Convert documents to Markdown for LLMs",
   "url": "https://stackgrade.app/use-cases/convert-documents-to-markdown-for-llms/",
   "category": "research",
   "audiences": [
    "developers",
    "researchers",
    "small-business"
   ],
   "summary": "Turn PDFs, Word, Excel and PowerPoint files into Markdown that AI models can read and search. Prompts, workflow and ranked converters.",
   "tools": [
    "firecrawl",
    "markitdown",
    "crawl4ai",
    "llama_index"
   ],
   "indexed": true,
   "reviewed": "2026-10-16"
  },
  {
   "slug": "competitor-and-web-monitoring",
   "title": "Competitor and web monitoring with AI",
   "url": "https://stackgrade.app/use-cases/competitor-and-web-monitoring/",
   "category": "research",
   "audiences": [
    "marketing",
    "small-business",
    "researchers"
   ],
   "summary": "Collect pages from competitors and sources regularly, then have AI summarise what changed. Example prompts, workflow and ranked tools.",
   "tools": [
    "firecrawl",
    "browser-use",
    "crawl4ai"
   ],
   "indexed": true,
   "reviewed": "2026-10-16"
  },
  {
   "slug": "write-cited-articles-with-ai",
   "title": "Write cited, long-form articles with AI",
   "url": "https://stackgrade.app/use-cases/write-cited-articles-with-ai/",
   "category": "research",
   "audiences": [
    "researchers",
    "marketing"
   ],
   "summary": "Use research-to-article systems that outline a topic, gather sources and draft a long report with citations. Prompts, workflow and ranked tools.",
   "tools": [
    "gpt-researcher",
    "storm"
   ],
   "indexed": true,
   "reviewed": "2026-10-16"
  },
  {
   "slug": "chat-with-your-documents",
   "title": "Chat with your documents (RAG)",
   "url": "https://stackgrade.app/use-cases/chat-with-your-documents/",
   "category": "rag-memory",
   "audiences": [
    "developers",
    "small-business",
    "researchers"
   ],
   "summary": "Let an AI answer questions from your own files with retrieval-augmented generation. Example prompts, a workflow and the ranked engines to build it.",
   "tools": [
    "ragflow",
    "open-webui",
    "dify",
    "llama_index"
   ],
   "indexed": true,
   "reviewed": "2026-10-16"
  },
  {
   "slug": "ai-agent-long-term-memory",
   "title": "Long-term memory for AI agents",
   "url": "https://stackgrade.app/use-cases/ai-agent-long-term-memory/",
   "category": "rag-memory",
   "audiences": [
    "developers"
   ],
   "summary": "Give AI agents and assistants memory that persists across sessions: preferences, facts and past decisions. Workflow, pitfalls and ranked memory tools.",
   "tools": [
    "mem0",
    "llama_index"
   ],
   "indexed": true,
   "reviewed": "2026-10-16"
  },
  {
   "slug": "company-knowledge-assistant",
   "title": "A company knowledge assistant",
   "url": "https://stackgrade.app/use-cases/company-knowledge-assistant/",
   "category": "rag-memory",
   "audiences": [
    "small-business",
    "developers"
   ],
   "summary": "Build an internal assistant that answers staff questions from policies, wikis and tickets, with sources and access control. Workflow and ranked tools.",
   "tools": [
    "ragflow",
    "dify",
    "llama_index"
   ],
   "indexed": true,
   "reviewed": "2026-10-16"
  },
  {
   "slug": "run-llms-locally",
   "title": "Run AI models locally",
   "url": "https://stackgrade.app/use-cases/run-llms-locally/",
   "category": "local-ai",
   "audiences": [
    "developers",
    "privacy"
   ],
   "summary": "Run open-weight language models on your own computer or server for privacy, offline use and predictable cost. Workflow and ranked local AI tools.",
   "tools": [
    "ollama",
    "llama.cpp",
    "vllm"
   ],
   "indexed": true,
   "reviewed": "2026-10-16"
  },
  {
   "slug": "private-ai-chat-for-teams",
   "title": "A private AI chat for your team",
   "url": "https://stackgrade.app/use-cases/private-ai-chat-for-teams/",
   "category": "local-ai",
   "audiences": [
    "small-business",
    "privacy"
   ],
   "summary": "Host your own ChatGPT-style interface over local or API models so your team keeps control of data and access. Workflow and ranked tools.",
   "tools": [
    "ollama",
    "lobehub",
    "open-webui"
   ],
   "indexed": true,
   "reviewed": "2026-10-16"
  },
  {
   "slug": "offline-ai-coding-assistant",
   "title": "An offline AI coding assistant",
   "url": "https://stackgrade.app/use-cases/offline-ai-coding-assistant/",
   "category": "local-ai",
   "audiences": [
    "developers",
    "privacy"
   ],
   "summary": "Use AI coding tools with a local model so code never leaves your machine. Setup workflow, limits and tools ranked on quality and safety.",
   "tools": [
    "ollama",
    "cline",
    "continue",
    "aider"
   ],
   "indexed": true,
   "reviewed": "2026-10-16"
  },
  {
   "slug": "programmatic-video-with-react",
   "title": "Programmatic video with React",
   "url": "https://stackgrade.app/use-cases/programmatic-video-with-react/",
   "category": "media",
   "audiences": [
    "developers",
    "marketing"
   ],
   "summary": "Generate videos from code and data with React: templates, personalised clips and automated renders. Example prompts, workflow and tools.",
   "tools": [
    "remotion"
   ],
   "indexed": false,
   "reviewed": "2026-10-16"
  }
 ],
 "use_cases": {
  "coding-agents": {
   "name": "Coding agents",
   "explanation": "AI agents that read your codebase, edit files, run commands and handle git for you, from the terminal, an editor or a desktop app. For developers who want to hand off routine coding tasks, refactors or code review to an AI pair programmer.",
   "url": "https://stackgrade.app/use-cases/coding-agents/"
  },
  "agent-skills": {
   "name": "Agent skills & MCP",
   "explanation": "Add-ons that give an AI agent new abilities: Agent Skills (instruction packs an agent loads when needed) and MCP servers (connectors to tools like GitHub, a browser or up-to-date docs). For people already using Claude Code, Codex, Cursor or similar who want their agent to do more or follow better workflows.",
   "url": "https://stackgrade.app/use-cases/agent-skills/"
  },
  "automation": {
   "name": "Automation & agent frameworks",
   "explanation": "Frameworks and platforms for building your own AI agents and multi-step workflows, in code or with a visual builder. For developers and technical teams who want to automate business processes or ship agent features in their own products.",
   "url": "https://stackgrade.app/use-cases/automation/"
  },
  "research": {
   "name": "Research & web data",
   "explanation": "Tools that let AI browse websites, crawl and scrape pages, convert documents to clean text, and write researched reports with sources. For anyone who needs an AI to gather and summarise information from the web or from files.",
   "url": "https://stackgrade.app/use-cases/research/"
  },
  "rag-memory": {
   "name": "RAG, knowledge & memory",
   "explanation": "Engines that connect AI to your own documents and data (retrieval-augmented generation) and give agents long-term memory across sessions. For teams building chatbots or assistants that must answer from company knowledge or remember users.",
   "url": "https://stackgrade.app/use-cases/rag-memory/"
  },
  "local-ai": {
   "name": "Local AI",
   "explanation": "Software to run open AI models on your own computer or server, plus chat interfaces on top. For people who want privacy, offline use or lower costs, and for teams self-hosting models.",
   "url": "https://stackgrade.app/use-cases/local-ai/"
  },
  "media": {
   "name": "Media & creative",
   "explanation": "Tools for creating videos with code or AI, for example rendering videos from React components. For developers and creators who want to generate or automate video production.",
   "url": "https://stackgrade.app/use-cases/media/"
  }
 },
 "tools": [
  {
   "slug": "claude-code",
   "name": "claude-code",
   "repo": "anthropics/claude-code",
   "usecase": "coding-agents",
   "type": "AI tool",
   "description": "Anthropic's terminal coding agent that understands your codebase, runs routine tasks, explains code and handles git via natural language.",
   "homepage": "https://code.claude.com/docs/en/overview",
   "stars": 154199,
   "forks": 25520,
   "open_issues": 16179,
   "pushed_at": "2026-11-01T16:30:38Z",
   "created_at": "2025-02-22T17:41:21Z",
   "archived": false,
   "license": "Proprietary (Anthropic Commercial Terms)",
   "owner_type": "Organization",
   "language": "TypeScript",
   "stars_prev": 153384,
   "stars_prev_date": "2026-10-26T06:03:37.745Z",
   "readme": {
    "chars": 2867,
    "headings": 8,
    "code_blocks": 5,
    "has_install": true
   },
   "sources": [
    "https://github.com/anthropics/claude-code",
    "https://api.github.com/repos/anthropics/claude-code",
    "https://raw.githubusercontent.com/anthropics/claude-code/main/README.md"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z",
   "releases": {
    "feed_entries": 10,
    "dates": [
     "2026-10-31T01:01:35.000Z",
     "2026-10-30T01:06:26.000Z",
     "2026-10-27T20:24:20.000Z",
     "2026-10-26T21:51:23.000Z",
     "2026-10-23T23:39:00.000Z",
     "2026-10-22T22:18:57.000Z",
     "2026-10-22T04:34:55.000Z",
     "2026-10-21T22:17:02.000Z",
     "2026-10-21T03:16:31.000Z",
     "2026-10-20T20:46:50.000Z"
    ],
    "last_release": "2026-10-31T01:01:35.000Z",
    "in_last_90d": 10,
    "source": "https://github.com/anthropics/claude-code/releases.atom",
    "fetched_at": "2026-11-02T06:08:53.918Z",
    "last_tag": "v2.1.316",
    "last_tag_url": "https://github.com/anthropics/claude-code/releases/tag/v2.1.316",
    "last_title": "v2.1.316"
   },
   "issues": {
    "sample": 20,
    "median_hours_to_close": 0,
    "source": "https://api.github.com/repos/anthropics/claude-code/issues?state=closed&per_page=50",
    "fetched_at": "2026-11-02T06:08:55.265Z"
   },
   "github_description": "Claude Code is an agentic coding tool that lives in your terminal, understands your codebase, and helps you code faster by executing routine tasks, explaining complex code, and handling git workflows - all through natural language commands.",
   "github_license": null,
   "license_class": "proprietary",
   "license_source": "https://github.com/anthropics/claude-code/blob/main/LICENSE.md",
   "license_checked": "2026-10-21",
   "license_short": "Proprietary (Anthropic Commercial Terms)",
   "rank": 11,
   "crank": 4,
   "attributes": {
    "open_source": "proprietary",
    "open_source_evidence": "Read from the repo's license file on 2026-10-21: LICENSE.md: \"© Anthropic PBC. All rights reserved. Use is subject to Anthropic's Commercial Terms of Service.\"",
    "local": "yes",
    "local_evidence": "README: \"npm install -g\"",
    "hosted": "yes",
    "hosted_evidence": "official docs: code.claude.com/docs/en/claude-code-on-the-web",
    "readme_found": true,
    "license_class": "proprietary",
    "license_source": "https://github.com/anthropics/claude-code/blob/main/LICENSE.md"
   },
   "score": 65,
   "category_rank": 4,
   "safety": {
    "label": "nodeps",
    "reasons": [],
    "notes": [
     "Telemetry/analytics references in code: telemetry",
     "osv-scanner found no lockfile or package manifest, so no dependency check was possible"
    ],
    "commit": "80c6959d28c4c30ecd14fc1cdf172f19d9adad81",
    "scanned_at": "2026-11-02T06:22:41.036Z"
   }
  },
  {
   "slug": "codex",
   "name": "codex",
   "repo": "openai/codex",
   "usecase": "coding-agents",
   "type": "AI tool",
   "description": "OpenAI's lightweight coding agent that runs in your terminal.",
   "homepage": null,
   "stars": 132785,
   "forks": 20982,
   "open_issues": 26018,
   "pushed_at": "2026-11-01T23:27:22Z",
   "created_at": "2025-04-13T05:37:54Z",
   "archived": false,
   "license": "Apache-2.0",
   "owner_type": "Organization",
   "language": "Rust",
   "stars_prev": 130926,
   "stars_prev_date": "2026-10-26T06:03:37.745Z",
   "readme": {
    "chars": 3334,
    "headings": 6,
    "code_blocks": 6,
    "has_install": true
   },
   "sources": [
    "https://github.com/openai/codex",
    "https://api.github.com/repos/openai/codex",
    "https://raw.githubusercontent.com/openai/codex/main/README.md"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z",
   "releases": {
    "feed_entries": 10,
    "dates": [
     "2026-11-01T22:30:00.000Z",
     "2026-11-01T19:05:03.000Z",
     "2026-10-30T21:47:25.000Z",
     "2026-10-29T19:50:20.000Z",
     "2026-10-29T01:50:14.000Z",
     "2026-10-28T19:25:04.000Z",
     "2026-10-28T04:49:06.000Z",
     "2026-10-28T01:28:14.000Z",
     "2026-10-27T19:32:53.000Z",
     "2026-10-27T12:03:16.000Z"
    ],
    "last_release": "2026-11-01T22:30:00.000Z",
    "in_last_90d": 10,
    "source": "https://github.com/openai/codex/releases.atom",
    "fetched_at": "2026-11-02T06:08:56.041Z",
    "last_tag": "rust-v0.167.0-alpha.3",
    "last_tag_url": "https://github.com/openai/codex/releases/tag/rust-v0.167.0-alpha.3",
    "last_title": "0.167.0-alpha.3"
   },
   "issues": {
    "sample": 4,
    "median_hours_to_close": 9.5,
    "source": "https://api.github.com/repos/openai/codex/issues?state=closed&per_page=50",
    "fetched_at": "2026-11-02T06:08:56.840Z"
   },
   "github_description": "Lightweight coding agent that runs in your terminal",
   "rank": 16,
   "crank": 6,
   "attributes": {
    "open_source": "yes",
    "open_source_evidence": "GitHub license: Apache-2.0",
    "local": "yes",
    "local_evidence": "README: \"brew install\"",
    "hosted": "yes",
    "hosted_evidence": "official docs: developers.openai.com/codex/cloud",
    "readme_found": true
   },
   "score": 58,
   "category_rank": 6,
   "safety": {
    "label": "orange",
    "reasons": [
     "4 critical-severity known vulnerabilities in runtime dependencies (OSV)"
    ],
    "notes": [
     "Telemetry/analytics references in code: telemetry, amplitude"
    ],
    "commit": "a09812981de703f18f38015cd5d500ab373f616c",
    "scanned_at": "2026-11-02T06:22:42.140Z"
   }
  },
  {
   "slug": "gemini-cli",
   "name": "gemini-cli",
   "repo": "google-gemini/gemini-cli",
   "usecase": "coding-agents",
   "type": "AI tool",
   "description": "Google's open-source AI agent that brings Gemini into your terminal.",
   "homepage": "https://geminicli.com",
   "stars": 108661,
   "forks": 14909,
   "open_issues": 771,
   "pushed_at": "2026-11-02T01:22:37Z",
   "created_at": "2025-04-17T17:04:31Z",
   "archived": false,
   "license": "Apache-2.0",
   "owner_type": "Organization",
   "language": "TypeScript",
   "stars_prev": 108389,
   "stars_prev_date": "2026-10-26T06:03:37.745Z",
   "readme": {
    "chars": 13456,
    "headings": 34,
    "code_blocks": 20,
    "has_install": true
   },
   "sources": [
    "https://github.com/google-gemini/gemini-cli",
    "https://api.github.com/repos/google-gemini/gemini-cli",
    "https://raw.githubusercontent.com/google-gemini/gemini-cli/main/README.md"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z",
   "releases": {
    "feed_entries": 10,
    "dates": [
     "2026-11-02T01:22:38.000Z",
     "2026-11-01T01:14:56.000Z",
     "2026-10-31T01:19:32.000Z",
     "2026-10-30T01:22:17.000Z",
     "2026-10-28T01:22:20.000Z",
     "2026-10-27T20:07:49.000Z",
     "2026-10-27T01:15:46.000Z",
     "2026-10-27T20:26:28.000Z",
     "2026-10-25T01:31:55.000Z",
     "2026-10-24T01:15:53.000Z"
    ],
    "last_release": "2026-11-02T01:22:38.000Z",
    "in_last_90d": 10,
    "source": "https://github.com/google-gemini/gemini-cli/releases.atom",
    "fetched_at": "2026-11-02T06:08:57.585Z",
    "last_tag": "v0.67.0-nightly.20261102.g6814e00d6",
    "last_tag_url": "https://github.com/google-gemini/gemini-cli/releases/tag/v0.67.0-nightly.20261102.g6814e00d6",
    "last_title": "Release v0.67.0-nightly.20261102.g6814e00d6"
   },
   "issues": {
    "sample": 5,
    "median_hours_to_close": 2.4,
    "source": "https://api.github.com/repos/google-gemini/gemini-cli/issues?state=closed&per_page=50",
    "fetched_at": "2026-11-02T06:08:58.341Z"
   },
   "github_description": "An open-source AI agent that brings the power of Gemini directly into your terminal.",
   "rank": 4,
   "crank": 1,
   "attributes": {
    "open_source": "yes",
    "open_source_evidence": "GitHub license: Apache-2.0",
    "local": "yes",
    "local_evidence": "README: \"npm install -g\"",
    "hosted": "unknown",
    "hosted_evidence": null,
    "readme_found": true
   },
   "score": 70,
   "category_rank": 1,
   "safety": {
    "label": "orange",
    "reasons": [
     "9 critical-severity known vulnerabilities in runtime dependencies (OSV)",
     "Skill/agent file instructs piping a remote script into a shell: .gemini/skills/agent-tui/SKILL.md — curl -fsSL https://raw.githubusercontent.com/pproenca/agent-tui/master/install.sh | sh"
    ],
    "notes": [
     "53 affected packages only in dev/test/docs manifests, not counted",
     "Telemetry/analytics references in code: telemetry"
    ],
    "commit": "6814e00d6b148c3a1d57244d5d7040f7c541009d",
    "scanned_at": "2026-11-02T06:22:42.485Z"
   }
  },
  {
   "slug": "cline",
   "name": "cline",
   "repo": "cline/cline",
   "usecase": "coding-agents",
   "type": "AI tool",
   "description": "Autonomous coding agent available as an SDK, IDE extension or CLI.",
   "homepage": "https://cline.bot",
   "stars": 71190,
   "forks": 7828,
   "open_issues": 1743,
   "pushed_at": "2026-11-02T02:24:11Z",
   "created_at": "2024-07-06T07:28:10Z",
   "archived": false,
   "license": "Apache-2.0",
   "owner_type": "Organization",
   "language": "TypeScript",
   "stars_prev": 70851,
   "stars_prev_date": "2026-10-26T06:03:37.745Z",
   "readme": {
    "chars": 9243,
    "headings": 21,
    "code_blocks": 7,
    "has_install": true
   },
   "sources": [
    "https://github.com/cline/cline",
    "https://api.github.com/repos/cline/cline",
    "https://raw.githubusercontent.com/cline/cline/main/README.md"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z",
   "releases": {
    "feed_entries": 10,
    "dates": [
     "2026-10-30T21:21:13.000Z",
     "2026-10-26T09:06:51.000Z",
     "2026-10-26T03:33:55.000Z",
     "2026-10-26T03:33:46.000Z",
     "2026-10-26T03:34:08.000Z",
     "2026-10-26T03:33:48.000Z",
     "2026-10-26T03:33:52.000Z",
     "2026-10-26T03:33:50.000Z",
     "2026-10-26T04:49:44.000Z",
     "2026-10-26T04:03:28.000Z"
    ],
    "last_release": "2026-10-30T21:21:13.000Z",
    "in_last_90d": 10,
    "source": "https://github.com/cline/cline/releases.atom",
    "fetched_at": "2026-11-02T06:08:58.827Z",
    "last_tag": "desktop-nightly-20261030214224",
    "last_tag_url": "https://github.com/cline/cline/releases/tag/desktop-nightly-20261030214224",
    "last_title": "desktop-nightly-20261030214224"
   },
   "issues": {
    "sample": 2,
    "median_hours_to_close": 3.6,
    "source": "https://api.github.com/repos/cline/cline/issues?state=closed&per_page=50",
    "fetched_at": "2026-11-02T06:08:59.632Z"
   },
   "github_description": "Autonomous coding agent as an SDK, IDE extension, or CLI assistant.",
   "rank": 12,
   "crank": 5,
   "attributes": {
    "open_source": "yes",
    "open_source_evidence": "GitHub license: Apache-2.0",
    "local": "yes",
    "local_evidence": "README: \"npm i -g\"",
    "hosted": "unknown",
    "hosted_evidence": null,
    "readme_found": true
   },
   "score": 65,
   "category_rank": 5,
   "safety": {
    "label": "orange",
    "reasons": [
     "13 critical-severity known vulnerabilities in runtime dependencies (OSV)"
    ],
    "notes": [
     "53 affected packages only in dev/test/docs manifests, not counted",
     "Telemetry/analytics references in code: telemetry, posthog"
    ],
    "commit": "a6507a62a147db4a35e27f4294589742ccac5060",
    "scanned_at": "2026-11-02T06:22:42.988Z"
   }
  },
  {
   "slug": "aider",
   "name": "aider",
   "repo": "Aider-AI/aider",
   "usecase": "coding-agents",
   "type": "AI tool",
   "description": "AI pair programming in your terminal that edits code in your local git repo.",
   "homepage": "https://aider.chat/",
   "stars": 49889,
   "forks": 5125,
   "open_issues": 1947,
   "pushed_at": "2026-05-22T14:02:20Z",
   "created_at": "2023-05-09T18:57:49Z",
   "archived": false,
   "license": "Apache-2.0",
   "owner_type": "Organization",
   "language": "Python",
   "stars_prev": 49754,
   "stars_prev_date": "2026-10-26T06:03:37.745Z",
   "readme": {
    "chars": 12328,
    "headings": 19,
    "code_blocks": 1,
    "has_install": true
   },
   "sources": [
    "https://github.com/Aider-AI/aider",
    "https://api.github.com/repos/Aider-AI/aider",
    "https://raw.githubusercontent.com/Aider-AI/aider/main/README.md"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z",
   "releases": {
    "feed_entries": 10,
    "dates": [
     "2026-02-12T00:42:25.000Z",
     "2026-02-12T00:42:24.000Z",
     "2025-08-13T15:46:02.000Z",
     "2025-08-13T15:46:00.000Z",
     "2025-08-09T15:55:11.000Z",
     "2025-08-09T17:42:19.000Z",
     "2025-08-07T20:54:56.000Z",
     "2025-08-07T20:54:54.000Z",
     "2025-08-07T18:33:44.000Z",
     "2025-08-07T18:33:43.000Z"
    ],
    "last_release": "2026-02-12T00:42:25.000Z",
    "in_last_90d": 0,
    "source": "https://github.com/Aider-AI/aider/releases.atom",
    "fetched_at": "2026-11-02T06:08:59.989Z",
    "last_tag": "v0.86.3.dev",
    "last_tag_url": "https://github.com/Aider-AI/aider/releases/tag/v0.86.3.dev",
    "last_title": "v0.86.3.dev"
   },
   "issues": {
    "sample": 48,
    "median_hours_to_close": 4.9,
    "source": "https://api.github.com/repos/Aider-AI/aider/issues?state=closed&per_page=50",
    "fetched_at": "2026-11-02T06:09:00.808Z"
   },
   "github_description": "aider is AI pair programming in your terminal",
   "rank": 45,
   "crank": 12,
   "attributes": {
    "open_source": "yes",
    "open_source_evidence": "GitHub license: Apache-2.0",
    "local": "yes",
    "local_evidence": "README: \"pip install\"",
    "hosted": "unknown",
    "hosted_evidence": null,
    "readme_found": true
   },
   "score": 31,
   "category_rank": 12,
   "safety": {
    "label": "orange",
    "reasons": [
     "18 critical-severity known vulnerabilities in runtime dependencies (OSV)"
    ],
    "notes": [
     "14 affected packages only in dev/test/docs manifests, not counted",
     "Telemetry/analytics references in code: mixpanel, posthog"
    ],
    "commit": "5dc9490bb35f9729ef2c95d00a19ccd30c26339c",
    "scanned_at": "2026-11-02T06:22:43.045Z"
   }
  },
  {
   "slug": "openhands",
   "name": "OpenHands",
   "repo": "OpenHands/OpenHands",
   "usecase": "coding-agents",
   "type": "Agent framework",
   "description": "Open-source platform for AI-driven software development agents.",
   "homepage": "https://openhands.dev",
   "stars": 92466,
   "forks": 12320,
   "open_issues": 1185,
   "pushed_at": "2026-11-02T01:02:18Z",
   "created_at": "2024-03-13T03:33:31Z",
   "archived": false,
   "license": "MIT",
   "owner_type": "Organization",
   "language": "TypeScript",
   "stars_prev": null,
   "stars_prev_date": null,
   "readme": {
    "chars": 13258,
    "headings": 8,
    "code_blocks": 5,
    "has_install": true
   },
   "sources": [
    "https://github.com/OpenHands/OpenHands",
    "https://api.github.com/repos/All-Hands-AI/OpenHands",
    "https://raw.githubusercontent.com/OpenHands/OpenHands/main/README.md"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z",
   "releases": {
    "feed_entries": 10,
    "dates": [
     "2026-10-29T21:17:05.000Z",
     "2026-10-29T21:17:05.000Z",
     "2026-10-27T14:45:59.000Z",
     "2026-10-23T13:54:32.000Z",
     "2026-10-23T03:11:28.000Z",
     "2026-10-22T16:19:12.000Z",
     "2026-10-22T07:22:29.000Z",
     "2026-10-22T01:14:17.000Z",
     "2026-10-20T22:30:07.000Z",
     "2026-10-19T17:17:26.000Z"
    ],
    "last_release": "2026-10-29T21:17:05.000Z",
    "in_last_90d": 10,
    "source": "https://github.com/OpenHands/OpenHands/releases.atom",
    "fetched_at": "2026-11-02T06:09:01.407Z",
    "last_tag": "v1.23.0-r3",
    "last_tag_url": "https://github.com/OpenHands/OpenHands/releases/tag/v1.23.0-r3",
    "last_title": "v1.23.0-r3"
   },
   "issues": {
    "sample": 17,
    "median_hours_to_close": 1.8,
    "source": "https://api.github.com/repos/OpenHands/OpenHands/issues?state=closed&per_page=50",
    "fetched_at": "2026-11-02T06:09:02.133Z"
   },
   "github_description": "🙌 OpenHands: AI-Driven Development",
   "rank": 10,
   "crank": 3,
   "attributes": {
    "open_source": "yes",
    "open_source_evidence": "GitHub license: MIT",
    "local": "yes",
    "local_evidence": "README: \"npm install -g\"",
    "hosted": "unknown",
    "hosted_evidence": null,
    "readme_found": true
   },
   "score": 68,
   "category_rank": 3,
   "safety": {
    "label": "orange",
    "reasons": [
     "Skill/agent file instructs piping a remote script into a shell: .agents/skills/frontend-development/references/guide.md — curl -LsSf https://astral.sh/uv/install.sh | sh"
    ],
    "notes": [
     "22 affected packages only in dev/test/docs manifests, not counted",
     "Telemetry/analytics references in code: telemetry, posthog"
    ],
    "commit": "172d7f180096cfe06f1a875d2fcbbcb1fae2b6bb",
    "scanned_at": "2026-11-02T06:22:43.418Z"
   }
  },
  {
   "slug": "continue",
   "name": "continue",
   "repo": "continuedev/continue",
   "usecase": "coding-agents",
   "type": "AI tool",
   "description": "Open-source coding agent for your editor and CI.",
   "homepage": "https://continue.dev",
   "stars": 36397,
   "forks": 5543,
   "open_issues": 866,
   "pushed_at": "2026-11-01T07:23:48Z",
   "created_at": "2023-05-24T03:39:39Z",
   "archived": false,
   "license": "Apache-2.0",
   "owner_type": "Organization",
   "language": "TypeScript",
   "stars_prev": 36325,
   "stars_prev_date": "2026-10-26T06:03:37.745Z",
   "readme": {
    "chars": 2790,
    "headings": 9,
    "code_blocks": 0,
    "has_install": false
   },
   "sources": [
    "https://github.com/continuedev/continue",
    "https://api.github.com/repos/continuedev/continue",
    "https://raw.githubusercontent.com/continuedev/continue/main/README.md"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z",
   "releases": {
    "feed_entries": 10,
    "dates": [
     "2026-06-19T00:24:00.000Z",
     "2026-06-19T00:24:01.000Z",
     "2026-06-15T16:31:09.000Z",
     "2026-06-15T16:59:46.000Z",
     "2026-06-15T16:43:38.000Z",
     "2026-03-27T21:34:07.000Z",
     "2026-03-27T21:38:24.000Z",
     "2026-03-27T21:22:37.000Z",
     "2026-03-27T00:05:47.000Z",
     "2026-03-26T22:43:05.000Z"
    ],
    "last_release": "2026-06-19T00:24:01.000Z",
    "in_last_90d": 0,
    "source": "https://github.com/continuedev/continue/releases.atom",
    "fetched_at": "2026-11-02T06:09:02.650Z",
    "last_tag": "v2.0.0-vscode",
    "last_tag_url": "https://github.com/continuedev/continue/releases/tag/v2.0.0-vscode",
    "last_title": "v2.0.0-vscode"
   },
   "issues": {
    "sample": 5,
    "median_hours_to_close": 0,
    "source": "https://api.github.com/repos/continuedev/continue/issues?state=closed&per_page=50",
    "fetched_at": "2026-11-02T06:09:03.363Z"
   },
   "github_description": "open-source coding agent",
   "rank": 43,
   "crank": 10,
   "attributes": {
    "open_source": "yes",
    "open_source_evidence": "GitHub license: Apache-2.0",
    "local": "unknown",
    "local_evidence": null,
    "hosted": "unknown",
    "hosted_evidence": null,
    "readme_found": true
   },
   "score": 37,
   "category_rank": 10,
   "safety": {
    "label": "orange",
    "reasons": [
     "36 critical-severity known vulnerabilities in runtime dependencies (OSV)"
    ],
    "notes": [
     "263 affected packages only in dev/test/docs manifests, not counted",
     "Telemetry/analytics references in code: telemetry, amplitude"
    ],
    "commit": "5522c6f44ca0ac3528b37244818fbfa39b5af470",
    "scanned_at": "2026-11-02T06:22:43.742Z"
   }
  },
  {
   "slug": "opencode",
   "name": "opencode",
   "repo": "anomalyco/opencode",
   "usecase": "coding-agents",
   "type": "AI tool",
   "description": "Open-source coding agent for the terminal (formerly sst/opencode).",
   "homepage": "https://opencode.ai",
   "stars": 223907,
   "forks": 30104,
   "open_issues": 3750,
   "pushed_at": "2026-11-02T06:02:18Z",
   "created_at": "2025-04-30T20:08:00Z",
   "archived": false,
   "license": "MIT",
   "owner_type": "Organization",
   "language": "TypeScript",
   "stars_prev": null,
   "stars_prev_date": null,
   "readme": {
    "chars": 4583,
    "headings": 9,
    "code_blocks": 2,
    "has_install": true
   },
   "sources": [
    "https://github.com/anomalyco/opencode",
    "https://api.github.com/repos/sst/opencode",
    "https://raw.githubusercontent.com/anomalyco/opencode/dev/README.md"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z",
   "releases": {
    "feed_entries": 10,
    "dates": [
     "2026-10-30T23:17:23.000Z",
     "2026-10-30T16:59:08.000Z",
     "2026-10-30T14:48:05.000Z",
     "2026-10-29T18:43:03.000Z",
     "2026-10-29T05:16:55.000Z",
     "2026-10-29T22:01:55.000Z",
     "2026-10-29T15:45:41.000Z",
     "2026-10-28T06:17:49.000Z",
     "2026-10-28T16:05:14.000Z",
     "2026-10-27T09:04:44.000Z"
    ],
    "last_release": "2026-10-30T23:17:23.000Z",
    "in_last_90d": 10,
    "source": "https://github.com/anomalyco/opencode/releases.atom",
    "fetched_at": "2026-11-02T06:09:04.351Z",
    "last_tag": "v2.2.5",
    "last_tag_url": "https://github.com/anomalyco/opencode/releases/tag/v2.2.5",
    "last_title": "v2.2.5"
   },
   "issues": {
    "sample": 0,
    "median_hours_to_close": null,
    "source": "https://api.github.com/repos/anomalyco/opencode/issues?state=closed&per_page=50",
    "fetched_at": "2026-11-02T06:09:05.019Z"
   },
   "github_description": "The open source coding agent.",
   "rank": 5,
   "crank": 2,
   "attributes": {
    "open_source": "yes",
    "open_source_evidence": "GitHub license: MIT",
    "local": "yes",
    "local_evidence": "README: \"npm i -g\"",
    "hosted": "unknown",
    "hosted_evidence": null,
    "readme_found": true
   },
   "score": 70,
   "category_rank": 2,
   "safety": {
    "label": "green",
    "reasons": [],
    "notes": [
     "5 affected packages only in dev/test/docs manifests, not counted",
     "Telemetry/analytics references in code: telemetry, posthog, amplitude"
    ],
    "commit": "056d5f0343731ba7f60192ee80e5708934a842e4",
    "scanned_at": "2026-11-02T06:22:44.591Z"
   }
  },
  {
   "slug": "skills",
   "name": "skills",
   "repo": "anthropics/skills",
   "usecase": "agent-skills",
   "type": "Agent skill",
   "description": "Anthropic's public repository of Agent Skills, reusable instruction packs that agents load on demand.",
   "homepage": null,
   "stars": 186457,
   "forks": 22028,
   "open_issues": 1461,
   "pushed_at": "2026-10-28T19:20:39Z",
   "created_at": "2025-09-22T15:53:31Z",
   "archived": false,
   "license": "Apache-2.0 + proprietary",
   "owner_type": "Organization",
   "language": "Python",
   "stars_prev": 183819,
   "stars_prev_date": "2026-10-26T06:03:37.745Z",
   "readme": {
    "chars": 5552,
    "headings": 13,
    "code_blocks": 3,
    "has_install": true
   },
   "sources": [
    "https://github.com/anthropics/skills",
    "https://api.github.com/repos/anthropics/skills",
    "https://raw.githubusercontent.com/anthropics/skills/main/README.md"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z",
   "releases": {
    "feed_entries": 0,
    "dates": [],
    "last_release": null,
    "in_last_90d": 0,
    "source": "https://github.com/anthropics/skills/releases.atom",
    "fetched_at": "2026-11-02T06:09:05.262Z"
   },
   "issues": {
    "sample": 1,
    "median_hours_to_close": 0,
    "source": "https://api.github.com/repos/anthropics/skills/issues?state=closed&per_page=50",
    "fetched_at": "2026-11-02T06:09:06.036Z"
   },
   "github_description": "Public repository for Agent Skills",
   "github_license": null,
   "license_class": "mixed",
   "license_source": "https://github.com/anthropics/skills/tree/main/skills",
   "license_checked": "2026-10-21",
   "license_short": "Apache-2.0 + proprietary",
   "rank": 25,
   "crank": 3,
   "attributes": {
    "open_source": "mixed",
    "open_source_evidence": "Read from the repo's license file on 2026-10-21: No root LICENSE; per-skill LICENSE.txt: 14 skills Apache-2.0, the docx, pdf, pptx and xlsx skills \"© 2025 Anthropic, PBC. All rights reserved.\"",
    "local": "unknown",
    "local_evidence": null,
    "hosted": "unknown",
    "hosted_evidence": null,
    "readme_found": true,
    "license_class": "mixed",
    "license_source": "https://github.com/anthropics/skills/tree/main/skills"
   },
   "score": 53,
   "category_rank": 3,
   "safety": {
    "label": "green",
    "reasons": [],
    "notes": [],
    "commit": "ca45fc496a3436251f191354091d557da31c15b5",
    "scanned_at": "2026-11-02T06:22:44.698Z"
   }
  },
  {
   "slug": "superpowers",
   "name": "superpowers",
   "repo": "obra/superpowers",
   "usecase": "agent-skills",
   "type": "Agent skill",
   "description": "A skills framework and software-development methodology for coding agents.",
   "homepage": null,
   "stars": 310769,
   "forks": 27654,
   "open_issues": 377,
   "pushed_at": "2026-10-29T23:35:34Z",
   "created_at": "2025-10-09T19:45:18Z",
   "archived": false,
   "license": "MIT",
   "owner_type": "User",
   "language": "Shell",
   "stars_prev": 305171,
   "stars_prev_date": "2026-10-26T06:03:37.745Z",
   "readme": {
    "chars": 14835,
    "headings": 31,
    "code_blocks": 28,
    "has_install": true
   },
   "sources": [
    "https://github.com/obra/superpowers",
    "https://api.github.com/repos/obra/superpowers",
    "https://raw.githubusercontent.com/obra/superpowers/main/README.md"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z",
   "releases": {
    "feed_entries": 10,
    "dates": [
     "2026-10-21T21:05:11.000Z",
     "2026-10-10T00:28:58.000Z",
     "2026-09-25T18:08:09.000Z",
     "2026-09-19T00:32:44.000Z",
     "2026-08-12T16:58:30.000Z",
     "2026-07-24T00:28:17.000Z",
     "2026-07-02T21:58:30.000Z",
     "2026-06-30T18:42:18.000Z",
     "2026-06-18T22:45:19.000Z",
     "2026-06-17T05:43:37.000Z"
    ],
    "last_release": "2026-10-21T21:05:11.000Z",
    "in_last_90d": 5,
    "source": "https://github.com/obra/superpowers/releases.atom",
    "fetched_at": "2026-11-02T06:09:06.499Z",
    "last_tag": "v7.0.1",
    "last_tag_url": "https://github.com/obra/superpowers/releases/tag/v7.0.1",
    "last_title": "v7.0.1"
   },
   "issues": {
    "sample": 5,
    "median_hours_to_close": 138.2,
    "source": "https://api.github.com/repos/obra/superpowers/issues?state=closed&per_page=50",
    "fetched_at": "2026-11-02T06:09:07.322Z"
   },
   "github_description": "An agentic skills framework & software development methodology that works.",
   "rank": 13,
   "crank": 1,
   "attributes": {
    "open_source": "yes",
    "open_source_evidence": "GitHub license: MIT",
    "local": "unknown",
    "local_evidence": null,
    "hosted": "unknown",
    "hosted_evidence": null,
    "readme_found": true
   },
   "score": 62,
   "category_rank": 1,
   "safety": {
    "label": "nodeps",
    "reasons": [],
    "notes": [
     "osv-scanner only found 1 dev/test/docs manifest, no runtime dependencies to check"
    ],
    "commit": "2ce8aa15d05bd57213e6f746f953aafb7ded7a8b",
    "scanned_at": "2026-11-02T06:22:44.726Z"
   }
  },
  {
   "slug": "servers",
   "name": "servers",
   "repo": "modelcontextprotocol/servers",
   "usecase": "agent-skills",
   "type": "MCP server",
   "description": "Reference collection of Model Context Protocol (MCP) servers from the MCP project.",
   "homepage": "https://modelcontextprotocol.io",
   "stars": 91744,
   "forks": 11902,
   "open_issues": 38,
   "pushed_at": "2026-10-29T05:27:40Z",
   "created_at": "2024-11-19T01:10:17Z",
   "archived": false,
   "license": "Apache-2.0 / MIT",
   "owner_type": "Organization",
   "language": "TypeScript",
   "stars_prev": 91564,
   "stars_prev_date": "2026-10-26T06:03:37.745Z",
   "readme": {
    "chars": 10538,
    "headings": 19,
    "code_blocks": 6,
    "has_install": true
   },
   "sources": [
    "https://github.com/modelcontextprotocol/servers",
    "https://api.github.com/repos/modelcontextprotocol/servers",
    "https://raw.githubusercontent.com/modelcontextprotocol/servers/main/README.md"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z",
   "releases": {
    "feed_entries": 10,
    "dates": [
     "2026-10-28T20:57:13.000Z",
     "2026-10-25T00:03:20.000Z",
     "2026-10-25T06:00:36.000Z",
     "2026-10-19T04:17:24.000Z",
     "2026-08-31T20:34:32.000Z",
     "2026-08-18T16:16:12.000Z",
     "2026-07-10T03:39:07.000Z",
     "2026-07-04T23:05:56.000Z",
     "2026-06-16T14:53:11.000Z",
     "2026-06-04T01:19:41.000Z"
    ],
    "last_release": "2026-10-28T20:57:13.000Z",
    "in_last_90d": 6,
    "source": "https://github.com/modelcontextprotocol/servers/releases.atom",
    "fetched_at": "2026-11-02T06:09:08.091Z",
    "last_tag": "v2.2.0",
    "last_tag_url": "https://github.com/modelcontextprotocol/servers/releases/tag/v2.2.0",
    "last_title": "v2.2.0"
   },
   "issues": {
    "sample": 0,
    "median_hours_to_close": null,
    "source": "https://api.github.com/repos/modelcontextprotocol/servers/issues?state=closed&per_page=50",
    "fetched_at": "2026-11-02T06:09:08.768Z"
   },
   "github_description": "Model Context Protocol Servers",
   "github_license": "NOASSERTION",
   "license_class": "osi",
   "license_source": "https://github.com/modelcontextprotocol/servers/blob/main/LICENSE",
   "license_checked": "2026-10-21",
   "license_short": "Apache-2.0 / MIT",
   "rank": 29,
   "crank": 4,
   "attributes": {
    "open_source": "yes",
    "open_source_evidence": "Read from the repo's license file on 2026-10-21: LICENSE: transition from MIT to Apache-2.0; new code Apache-2.0, unrelicensed older contributions MIT, docs CC-BY-4.0.",
    "local": "yes",
    "local_evidence": "README: \"npx -y @\"",
    "hosted": "unknown",
    "hosted_evidence": null,
    "readme_found": true,
    "license_class": "osi",
    "license_source": "https://github.com/modelcontextprotocol/servers/blob/main/LICENSE"
   },
   "score": 48,
   "category_rank": 4,
   "safety": {
    "label": "green",
    "reasons": [],
    "notes": [],
    "commit": "194cc86e3ae6400958555bd4116849d822d69263",
    "scanned_at": "2026-11-02T06:22:44.777Z"
   }
  },
  {
   "slug": "langgraph",
   "name": "langgraph",
   "repo": "langchain-ai/langgraph",
   "usecase": "automation",
   "type": "Agent framework",
   "description": "LangChain's library for building resilient, stateful agents as graphs.",
   "homepage": "https://docs.langchain.com/oss/python/langgraph/",
   "stars": 44305,
   "forks": 7621,
   "open_issues": 437,
   "pushed_at": "2026-11-02T04:37:36Z",
   "created_at": "2023-08-09T18:33:12Z",
   "archived": false,
   "license": "MIT",
   "owner_type": "Organization",
   "language": "Python",
   "stars_prev": 43902,
   "stars_prev_date": "2026-10-26T06:03:37.745Z",
   "readme": {
    "chars": 6351,
    "headings": 5,
    "code_blocks": 1,
    "has_install": true
   },
   "sources": [
    "https://github.com/langchain-ai/langgraph",
    "https://api.github.com/repos/langchain-ai/langgraph",
    "https://raw.githubusercontent.com/langchain-ai/langgraph/main/README.md"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z",
   "releases": {
    "feed_entries": 10,
    "dates": [
     "2026-10-30T22:23:43.000Z",
     "2026-10-30T22:17:59.000Z",
     "2026-10-30T22:18:54.000Z",
     "2026-10-26T20:05:16.000Z",
     "2026-10-26T19:59:56.000Z",
     "2026-10-26T16:45:54.000Z",
     "2026-10-26T14:16:53.000Z",
     "2026-10-26T19:57:41.000Z",
     "2026-10-24T01:08:05.000Z",
     "2026-10-23T14:19:24.000Z"
    ],
    "last_release": "2026-10-30T22:23:43.000Z",
    "in_last_90d": 10,
    "source": "https://github.com/langchain-ai/langgraph/releases.atom",
    "fetched_at": "2026-11-02T06:09:08.946Z",
    "last_tag": "1.2.19",
    "last_tag_url": "https://github.com/langchain-ai/langgraph/releases/tag/1.2.19",
    "last_title": "langgraph==1.2.19"
   },
   "issues": {
    "sample": 0,
    "median_hours_to_close": null,
    "source": "https://api.github.com/repos/langchain-ai/langgraph/issues?state=closed&per_page=50",
    "fetched_at": "2026-11-02T06:09:09.805Z"
   },
   "github_description": "Build resilient agents.",
   "rank": 34,
   "crank": 8,
   "attributes": {
    "open_source": "yes",
    "open_source_evidence": "GitHub license: MIT",
    "local": "yes",
    "local_evidence": "README: \"pip install\"",
    "hosted": "unknown",
    "hosted_evidence": null,
    "readme_found": true
   },
   "score": 44,
   "category_rank": 8,
   "safety": {
    "label": "green",
    "reasons": [],
    "notes": [
     "Telemetry/analytics references in code: telemetry"
    ],
    "commit": "ee3c043bddcc514012885167dd5916b15d6e4731",
    "scanned_at": "2026-11-02T06:22:44.868Z"
   }
  },
  {
   "slug": "crewai",
   "name": "crewAI",
   "repo": "crewAIInc/crewAI",
   "usecase": "automation",
   "type": "Agent framework",
   "description": "Python framework for orchestrating role-playing, autonomous AI agents that collaborate on tasks.",
   "homepage": "https://crewai.com",
   "stars": 60400,
   "forks": 8998,
   "open_issues": 992,
   "pushed_at": "2026-11-01T22:32:41Z",
   "created_at": "2023-10-27T03:26:59Z",
   "archived": false,
   "license": "MIT",
   "owner_type": "Organization",
   "language": "Python",
   "stars_prev": 60109,
   "stars_prev_date": "2026-10-26T06:03:37.745Z",
   "readme": {
    "chars": 32680,
    "headings": 55,
    "code_blocks": 23,
    "has_install": true
   },
   "sources": [
    "https://github.com/crewAIInc/crewAI",
    "https://api.github.com/repos/crewAIInc/crewAI",
    "https://raw.githubusercontent.com/crewAIInc/crewAI/main/README.md"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z",
   "releases": {
    "feed_entries": 10,
    "dates": [
     "2026-11-01T21:21:56.000Z",
     "2026-10-29T07:36:24.000Z",
     "2026-10-27T23:04:05.000Z",
     "2026-10-27T21:36:29.000Z",
     "2026-10-24T01:56:04.000Z",
     "2026-10-23T17:35:29.000Z",
     "2026-10-14T04:47:00.000Z",
     "2026-10-09T22:33:44.000Z",
     "2026-10-08T21:45:38.000Z",
     "2026-10-07T23:52:13.000Z"
    ],
    "last_release": "2026-11-01T21:21:56.000Z",
    "in_last_90d": 10,
    "source": "https://github.com/crewAIInc/crewAI/releases.atom",
    "fetched_at": "2026-11-02T06:09:09.982Z",
    "last_tag": "1.15.34",
    "last_tag_url": "https://github.com/crewAIInc/crewAI/releases/tag/1.15.34",
    "last_title": "1.15.34"
   },
   "issues": {
    "sample": 1,
    "median_hours_to_close": 51.2,
    "source": "https://api.github.com/repos/crewAIInc/crewAI/issues?state=closed&per_page=50",
    "fetched_at": "2026-11-02T06:09:10.711Z"
   },
   "github_description": "Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks.",
   "rank": 18,
   "crank": 3,
   "attributes": {
    "open_source": "yes",
    "open_source_evidence": "GitHub license: MIT",
    "local": "yes",
    "local_evidence": "README: \"uv tool install\"",
    "hosted": "unknown",
    "hosted_evidence": null,
    "readme_found": true
   },
   "score": 57,
   "category_rank": 3,
   "safety": {
    "label": "orange",
    "reasons": [
     "8 critical-severity known vulnerabilities in runtime dependencies (OSV)"
    ],
    "notes": [
     "Telemetry/analytics references in code: telemetry"
    ],
    "commit": "86dca29b536d700b69a97a3592857d5f9d4a8873",
    "scanned_at": "2026-11-02T06:22:45.626Z"
   }
  },
  {
   "slug": "autogen",
   "name": "autogen",
   "repo": "microsoft/autogen",
   "usecase": "automation",
   "type": "Agent framework",
   "description": "Microsoft's programming framework for agentic AI and multi-agent apps.",
   "homepage": "https://microsoft.github.io/autogen/",
   "stars": 61668,
   "forks": 9349,
   "open_issues": 1129,
   "pushed_at": "2026-10-28T14:45:27Z",
   "created_at": "2023-08-18T11:43:45Z",
   "archived": false,
   "license": "MIT",
   "owner_type": "Organization",
   "language": "Python",
   "stars_prev": 61565,
   "stars_prev_date": "2026-10-26T06:03:37.745Z",
   "readme": {
    "chars": 21508,
    "headings": 14,
    "code_blocks": 6,
    "has_install": true
   },
   "sources": [
    "https://github.com/microsoft/autogen",
    "https://api.github.com/repos/microsoft/autogen",
    "https://raw.githubusercontent.com/microsoft/autogen/main/README.md"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z",
   "releases": {
    "feed_entries": 10,
    "dates": [
     "2025-09-30T06:18:26.000Z",
     "2025-08-19T18:50:49.000Z",
     "2025-08-19T08:07:55.000Z",
     "2025-08-07T00:29:24.000Z",
     "2025-07-28T08:43:20.000Z",
     "2025-07-28T08:52:10.000Z",
     "2025-07-28T06:23:50.000Z",
     "2025-07-15T00:34:21.000Z",
     "2025-07-09T17:52:40.000Z",
     "2025-07-01T00:24:29.000Z"
    ],
    "last_release": "2025-09-30T06:18:26.000Z",
    "in_last_90d": 0,
    "source": "https://github.com/microsoft/autogen/releases.atom",
    "fetched_at": "2026-11-02T06:09:11.327Z",
    "last_tag": "python-v0.7.5",
    "last_tag_url": "https://github.com/microsoft/autogen/releases/tag/python-v0.7.5",
    "last_title": "python-v0.7.5"
   },
   "issues": {
    "sample": 3,
    "median_hours_to_close": 406.8,
    "source": "https://api.github.com/repos/microsoft/autogen/issues?state=closed&per_page=50",
    "fetched_at": "2026-11-02T06:09:12.039Z"
   },
   "github_description": "A programming framework for agentic AI",
   "github_license": "CC-BY-4.0",
   "license_class": "osi",
   "license_source": "https://github.com/microsoft/autogen/blob/main/LICENSE-CODE",
   "license_checked": "2026-10-21",
   "license_short": "MIT",
   "rank": 41,
   "crank": 11,
   "attributes": {
    "open_source": "yes",
    "open_source_evidence": "Read from the repo's license file on 2026-10-21: LICENSE-CODE: MIT License (code); LICENSE: CC-BY-4.0 (documentation/content).",
    "local": "yes",
    "local_evidence": "README: \"pip install\"",
    "hosted": "unknown",
    "hosted_evidence": null,
    "readme_found": true,
    "license_class": "osi",
    "license_source": "https://github.com/microsoft/autogen/blob/main/LICENSE-CODE"
   },
   "score": 40,
   "category_rank": 11,
   "safety": {
    "label": "orange",
    "reasons": [
     "33 critical-severity known vulnerabilities in runtime dependencies (OSV)"
    ],
    "notes": [
     "Telemetry/analytics references in code: telemetry"
    ],
    "commit": "d07c667a3239ea4ab7af62a53b0f4ff205a1f23d",
    "scanned_at": "2026-11-02T06:22:45.744Z"
   }
  },
  {
   "slug": "n8n",
   "name": "n8n",
   "repo": "n8n-io/n8n",
   "usecase": "automation",
   "type": "AI tool",
   "description": "Fair-code workflow automation platform with native AI, 400+ integrations, self-host or cloud.",
   "homepage": "https://n8n.io",
   "stars": 209320,
   "forks": 61352,
   "open_issues": 1197,
   "pushed_at": "2026-11-02T05:36:45Z",
   "created_at": "2019-06-22T09:24:21Z",
   "archived": false,
   "license": "Sustainable Use License",
   "owner_type": "Organization",
   "language": "TypeScript",
   "stars_prev": 208612,
   "stars_prev_date": "2026-10-26T06:03:37.745Z",
   "readme": {
    "chars": 3980,
    "headings": 9,
    "code_blocks": 2,
    "has_install": true
   },
   "sources": [
    "https://github.com/n8n-io/n8n",
    "https://api.github.com/repos/n8n-io/n8n",
    "https://raw.githubusercontent.com/n8n-io/n8n/master/README.md"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z",
   "releases": {
    "feed_entries": 10,
    "dates": [
     "2026-10-30T08:27:50.000Z",
     "2026-10-30T08:25:55.000Z",
     "2026-10-30T08:29:31.000Z",
     "2026-10-30T08:28:05.000Z",
     "2026-10-30T08:45:52.000Z",
     "2026-10-30T08:27:12.000Z",
     "2026-10-29T08:52:16.000Z",
     "2026-10-29T08:34:09.000Z",
     "2026-10-29T09:02:31.000Z",
     "2026-10-28T08:11:04.000Z"
    ],
    "last_release": "2026-10-30T08:45:52.000Z",
    "in_last_90d": 10,
    "source": "https://github.com/n8n-io/n8n/releases.atom",
    "fetched_at": "2026-11-02T06:09:12.747Z",
    "last_tag": "n8n@1.123.91",
    "last_tag_url": "https://github.com/n8n-io/n8n/releases/tag/n8n%401.123.91",
    "last_title": "n8n@1.123.91"
   },
   "issues": {
    "sample": 3,
    "median_hours_to_close": 0,
    "source": "https://api.github.com/repos/n8n-io/n8n/issues?state=closed&per_page=50",
    "fetched_at": "2026-11-02T06:09:13.472Z"
   },
   "github_description": "Fair-code workflow automation platform with native AI capabilities. Combine visual building with custom code, self-host or cloud, 400+ integrations.",
   "github_license": "NOASSERTION",
   "license_class": "source-available",
   "license_source": "https://github.com/n8n-io/n8n/blob/master/LICENSE.md",
   "license_checked": "2026-10-21",
   "license_short": "Sustainable Use License",
   "rank": 3,
   "crank": 1,
   "attributes": {
    "open_source": "source-available",
    "open_source_evidence": "Read from the repo's license file on 2026-10-21: LICENSE.md: Sustainable Use License 1.0 (internal business, non-commercial or personal use only); .ee files under the n8n Enterprise License.",
    "local": "yes",
    "local_evidence": "README: \"curl -fsSL https://get.n8n.io | sh\"",
    "hosted": "unknown",
    "hosted_evidence": null,
    "readme_found": true,
    "license_class": "source-available",
    "license_source": "https://github.com/n8n-io/n8n/blob/master/LICENSE.md"
   },
   "score": 70,
   "category_rank": 1,
   "safety": {
    "label": "orange",
    "reasons": [
     "3 critical-severity known vulnerabilities in runtime dependencies (OSV)"
    ],
    "notes": [
     "7 affected packages only in dev/test/docs manifests, not counted",
     "Telemetry/analytics references in code: posthog, telemetry, sentry_sdk, segment.io, segment.com"
    ],
    "commit": "42cbbf74f861e828c083f2095abee6c309ae1c01",
    "scanned_at": "2026-11-02T06:22:48.604Z"
   }
  },
  {
   "slug": "autogpt",
   "name": "AutoGPT",
   "repo": "Significant-Gravitas/AutoGPT",
   "usecase": "automation",
   "type": "Agent framework",
   "description": "Platform for building and running autonomous AI agents.",
   "homepage": "https://agpt.co",
   "stars": 187861,
   "forks": 45901,
   "open_issues": 760,
   "pushed_at": "2026-11-02T05:26:54Z",
   "created_at": "2023-03-16T09:21:07Z",
   "archived": false,
   "license": "MIT + Polyform Shield",
   "owner_type": "Organization",
   "language": "Python",
   "stars_prev": 187751,
   "stars_prev_date": "2026-10-26T06:03:37.745Z",
   "readme": {
    "chars": 9502,
    "headings": 11,
    "code_blocks": 2,
    "has_install": true
   },
   "sources": [
    "https://github.com/Significant-Gravitas/AutoGPT",
    "https://api.github.com/repos/Significant-Gravitas/AutoGPT",
    "https://raw.githubusercontent.com/Significant-Gravitas/AutoGPT/master/README.md"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z",
   "releases": {
    "feed_entries": 10,
    "dates": [
     "2026-11-01T02:38:41.000Z",
     "2026-10-27T16:37:42.000Z",
     "2026-10-23T01:28:07.000Z",
     "2026-10-14T16:22:16.000Z",
     "2026-10-08T05:35:51.000Z",
     "2026-09-30T05:25:31.000Z",
     "2026-09-24T09:35:53.000Z",
     "2026-09-19T05:07:45.000Z",
     "2026-09-04T17:37:09.000Z",
     "2026-08-28T06:48:00.000Z"
    ],
    "last_release": "2026-11-01T02:38:41.000Z",
    "in_last_90d": 10,
    "source": "https://github.com/Significant-Gravitas/AutoGPT/releases.atom",
    "fetched_at": "2026-11-02T06:09:16.102Z",
    "last_tag": "preview-seed-fixture",
    "last_tag_url": "https://github.com/Significant-Gravitas/AutoGPT/releases/tag/preview-seed-fixture",
    "last_title": "Preview seed fixture (rolling)"
   },
   "issues": {
    "sample": 0,
    "median_hours_to_close": null,
    "source": "https://api.github.com/repos/Significant-Gravitas/AutoGPT/issues?state=closed&per_page=50",
    "fetched_at": "2026-11-02T06:09:16.856Z"
   },
   "github_description": "AutoGPT is the vision of accessible AI for everyone, to use and to build on. Our mission is to provide the tools, so that you can focus on what matters.",
   "github_license": "NOASSERTION",
   "license_class": "mixed",
   "license_source": "https://github.com/Significant-Gravitas/AutoGPT/blob/master/LICENSE",
   "license_checked": "2026-10-21",
   "license_short": "MIT + Polyform Shield",
   "rank": 14,
   "crank": 2,
   "attributes": {
    "open_source": "mixed",
    "open_source_evidence": "Read from the repo's license file on 2026-10-21: LICENSE: autogpt_platform folder under the Polyform Shield License; everything else under MIT.",
    "local": "yes",
    "local_evidence": "README: \"docker run\"",
    "hosted": "yes",
    "hosted_evidence": "README: \"Sign up for \"",
    "readme_found": true,
    "license_class": "mixed",
    "license_source": "https://github.com/Significant-Gravitas/AutoGPT/blob/master/LICENSE"
   },
   "score": 62,
   "category_rank": 2,
   "safety": {
    "label": "orange",
    "reasons": [
     "16 critical-severity known vulnerabilities in runtime dependencies (OSV)"
    ],
    "notes": [
     "10 affected packages only in dev/test/docs manifests, not counted",
     "Telemetry/analytics references in code: posthog, sentry_sdk, amplitude, telemetry"
    ],
    "commit": "ef7f41cea9dba465d6cdcc2c81ae8b6e3d5b77d8",
    "scanned_at": "2026-11-02T06:22:49.839Z"
   }
  },
  {
   "slug": "browser-use",
   "name": "browser-use",
   "repo": "browser-use/browser-use",
   "usecase": "research",
   "type": "AI tool",
   "description": "Python library that lets AI agents use a web browser.",
   "homepage": "https://browser-use.com",
   "stars": 119790,
   "forks": 13348,
   "open_issues": 616,
   "pushed_at": "2026-11-02T01:31:56Z",
   "created_at": "2024-10-31T16:00:56Z",
   "archived": false,
   "license": "MIT",
   "owner_type": "Organization",
   "language": "Python",
   "stars_prev": 119142,
   "stars_prev_date": "2026-10-26T06:03:37.745Z",
   "readme": {
    "chars": 19712,
    "headings": 15,
    "code_blocks": 11,
    "has_install": true
   },
   "sources": [
    "https://github.com/browser-use/browser-use",
    "https://api.github.com/repos/browser-use/browser-use",
    "https://raw.githubusercontent.com/browser-use/browser-use/main/README.md"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z",
   "releases": {
    "feed_entries": 10,
    "dates": [
     "2026-10-26T22:00:34.000Z",
     "2026-10-15T23:50:45.000Z",
     "2026-10-15T23:37:58.000Z",
     "2026-10-07T04:23:18.000Z",
     "2026-09-04T03:28:53.000Z",
     "2026-09-04T01:29:32.000Z",
     "2026-08-16T18:48:54.000Z",
     "2026-07-27T17:12:00.000Z",
     "2026-07-17T05:29:41.000Z",
     "2026-07-17T00:49:17.000Z"
    ],
    "last_release": "2026-10-26T22:00:34.000Z",
    "in_last_90d": 7,
    "source": "https://github.com/browser-use/browser-use/releases.atom",
    "fetched_at": "2026-11-02T06:09:17.814Z",
    "last_tag": "0.13.14",
    "last_tag_url": "https://github.com/browser-use/browser-use/releases/tag/0.13.14",
    "last_title": "0.13.14: Python agent and integration updates"
   },
   "issues": {
    "sample": 2,
    "median_hours_to_close": 108.4,
    "source": "https://api.github.com/repos/browser-use/browser-use/issues?state=closed&per_page=50",
    "fetched_at": "2026-11-02T06:09:18.558Z"
   },
   "github_description": "Open-source Python library for AI browser agents, plus Browser Use Cloud: stealth browsers and a hosted agent API.",
   "rank": 15,
   "crank": 2,
   "attributes": {
    "open_source": "yes",
    "open_source_evidence": "GitHub license: MIT",
    "local": "yes",
    "local_evidence": "README: \"uv add\"",
    "hosted": "unknown",
    "hosted_evidence": null,
    "readme_found": true
   },
   "score": 62,
   "category_rank": 2,
   "safety": {
    "label": "orange",
    "reasons": [
     "Skill/agent file instructs piping a remote script into a shell: skills/cloud/references/quickstart.md — curl -fsSL https://browser-use.com/profile.sh | sh"
    ],
    "notes": [
     "Telemetry/analytics references in code: telemetry, mixpanel"
    ],
    "commit": "b49a68e4060acb226da8f784194fef301c53a6d7",
    "scanned_at": "2026-11-02T06:22:49.917Z"
   }
  },
  {
   "slug": "gpt-researcher",
   "name": "gpt-researcher",
   "repo": "assafelovic/gpt-researcher",
   "usecase": "research",
   "type": "AI tool",
   "description": "Autonomous agent that does deep research on any topic with any LLM provider.",
   "homepage": "https://gptr.dev",
   "stars": 30422,
   "forks": 4166,
   "open_issues": 73,
   "pushed_at": "2026-10-10T22:03:53Z",
   "created_at": "2023-05-12T10:33:54Z",
   "archived": false,
   "license": "Apache-2.0",
   "owner_type": "User",
   "language": "Python",
   "stars_prev": 30293,
   "stars_prev_date": "2026-10-26T06:03:37.745Z",
   "readme": {
    "chars": 19059,
    "headings": 28,
    "code_blocks": 16,
    "has_install": true
   },
   "sources": [
    "https://github.com/assafelovic/gpt-researcher",
    "https://api.github.com/repos/assafelovic/gpt-researcher",
    "https://raw.githubusercontent.com/assafelovic/gpt-researcher/main/README.md"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z",
   "releases": {
    "feed_entries": 10,
    "dates": [
     "2026-09-26T17:46:25.000Z",
     "2026-08-24T06:58:47.000Z",
     "2026-07-18T07:56:56.000Z",
     "2026-06-23T18:08:17.000Z",
     "2026-05-28T07:24:31.000Z",
     "2026-04-16T17:40:28.000Z",
     "2026-03-13T14:06:38.000Z",
     "2026-03-01T14:20:43.000Z",
     "2026-02-21T07:19:02.000Z",
     "2026-01-29T11:56:28.000Z"
    ],
    "last_release": "2026-09-26T17:46:25.000Z",
    "in_last_90d": 2,
    "source": "https://github.com/assafelovic/gpt-researcher/releases.atom",
    "fetched_at": "2026-11-02T06:09:19.443Z",
    "last_tag": "v3.7.0",
    "last_tag_url": "https://github.com/assafelovic/gpt-researcher/releases/tag/v3.7.0",
    "last_title": "Jev update and many bug fixes and improvements"
   },
   "issues": {
    "sample": 4,
    "median_hours_to_close": 302.4,
    "source": "https://api.github.com/repos/assafelovic/gpt-researcher/issues?state=closed&per_page=50",
    "fetched_at": "2026-11-02T06:09:20.297Z"
   },
   "github_description": "An autonomous agent that conducts deep research on any data using any LLM providers",
   "rank": 46,
   "crank": 5,
   "attributes": {
    "open_source": "yes",
    "open_source_evidence": "GitHub license: Apache-2.0",
    "local": "yes",
    "local_evidence": "README: \"pip install\"",
    "hosted": "unknown",
    "hosted_evidence": null,
    "readme_found": true
   },
   "score": 31,
   "category_rank": 5,
   "safety": {
    "label": "orange",
    "reasons": [
     "8 critical-severity known vulnerabilities in runtime dependencies (OSV)"
    ],
    "notes": [
     "3 affected packages only in dev/test/docs manifests, not counted",
     "Telemetry/analytics references in code: telemetry"
    ],
    "commit": "3582a6841fe7dc801e2a34e34ee408641aea9bce",
    "scanned_at": "2026-11-02T06:22:49.996Z"
   }
  },
  {
   "slug": "storm",
   "name": "storm",
   "repo": "stanford-oval/storm",
   "usecase": "research",
   "type": "AI tool",
   "description": "Stanford research system that researches a topic and writes a full-length report with citations.",
   "homepage": "https://storm.genie.stanford.edu",
   "stars": 31768,
   "forks": 2999,
   "open_issues": 116,
   "pushed_at": "2025-09-30T18:07:21Z",
   "created_at": "2024-03-24T16:23:39Z",
   "archived": false,
   "license": "MIT",
   "owner_type": "Organization",
   "language": "Python",
   "stars_prev": 31689,
   "stars_prev_date": "2026-10-26T06:03:37.745Z",
   "readme": {
    "chars": 20083,
    "headings": 40,
    "code_blocks": 10,
    "has_install": true
   },
   "sources": [
    "https://github.com/stanford-oval/storm",
    "https://api.github.com/repos/stanford-oval/storm",
    "https://raw.githubusercontent.com/stanford-oval/storm/main/README.md"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z",
   "releases": {
    "feed_entries": 6,
    "dates": [
     "2025-01-23T07:21:44.000Z",
     "2024-09-25T19:50:16.000Z",
     "2024-08-09T16:57:35.000Z",
     "2024-07-18T05:02:04.000Z",
     "2024-07-18T05:11:14.000Z",
     "2024-04-23T05:28:42.000Z"
    ],
    "last_release": "2025-01-23T07:21:44.000Z",
    "in_last_90d": 0,
    "source": "https://github.com/stanford-oval/storm/releases.atom",
    "fetched_at": "2026-11-02T06:09:20.695Z",
    "last_tag": "v1.1.0",
    "last_tag_url": "https://github.com/stanford-oval/storm/releases/tag/v1.1.0",
    "last_title": "v1.1.0 Compatible with LiteLLM API"
   },
   "issues": {
    "sample": 1,
    "median_hours_to_close": 0.2,
    "source": "https://api.github.com/repos/stanford-oval/storm/issues?state=closed&per_page=50",
    "fetched_at": "2026-11-02T06:09:21.291Z"
   },
   "github_description": "An LLM-powered knowledge curation system that researches a topic and generates a full-length report with citations.",
   "rank": 49,
   "crank": 6,
   "attributes": {
    "open_source": "yes",
    "open_source_evidence": "GitHub license: MIT",
    "local": "yes",
    "local_evidence": "README: \"pip install\"",
    "hosted": "unknown",
    "hosted_evidence": null,
    "readme_found": true
   },
   "score": 26,
   "category_rank": 6,
   "safety": {
    "label": "orange",
    "reasons": [
     "9 critical-severity known vulnerabilities in runtime dependencies (OSV)"
    ],
    "notes": [
     "Telemetry/analytics references in code: telemetry"
    ],
    "commit": "fb951af7744dab086e34962e9bc6fe878e145f83",
    "scanned_at": "2026-11-02T06:22:50.015Z"
   }
  },
  {
   "slug": "firecrawl",
   "name": "firecrawl",
   "repo": "firecrawl/firecrawl",
   "usecase": "research",
   "type": "AI tool",
   "description": "Web scraping and crawling API that turns websites into LLM-ready data.",
   "homepage": "https://firecrawl.dev",
   "stars": 197743,
   "forks": 10448,
   "open_issues": 745,
   "pushed_at": "2026-11-02T05:17:27Z",
   "created_at": "2024-04-15T21:02:29Z",
   "archived": false,
   "license": "AGPL-3.0",
   "owner_type": "Organization",
   "language": "TypeScript",
   "stars_prev": null,
   "stars_prev_date": null,
   "readme": {
    "chars": 24988,
    "headings": 49,
    "code_blocks": 50,
    "has_install": true
   },
   "sources": [
    "https://github.com/firecrawl/firecrawl",
    "https://api.github.com/repos/mendableai/firecrawl",
    "https://raw.githubusercontent.com/firecrawl/firecrawl/main/README.md"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z",
   "releases": {
    "feed_entries": 10,
    "dates": [
     "2026-11-02T05:17:26.000Z",
     "2026-11-02T04:18:06.000Z",
     "2026-11-02T00:51:47.000Z",
     "2026-10-31T02:44:34.000Z",
     "2026-10-31T00:14:43.000Z",
     "2026-10-30T21:27:28.000Z",
     "2026-10-30T21:00:18.000Z",
     "2026-10-30T20:38:30.000Z",
     "2026-10-30T18:56:21.000Z",
     "2026-10-30T18:04:08.000Z"
    ],
    "last_release": "2026-11-02T05:17:26.000Z",
    "in_last_90d": 10,
    "source": "https://github.com/firecrawl/firecrawl/releases.atom",
    "fetched_at": "2026-11-02T06:09:21.855Z",
    "last_tag": "v2.11.645",
    "last_tag_url": "https://github.com/firecrawl/firecrawl/releases/tag/v2.11.645",
    "last_title": "v2.11.645"
   },
   "issues": {
    "sample": 0,
    "median_hours_to_close": null,
    "source": "https://api.github.com/repos/firecrawl/firecrawl/issues?state=closed&per_page=50",
    "fetched_at": "2026-11-02T06:09:22.628Z"
   },
   "github_description": "Supercharge your AI agents with data from the web and beyond. Building the library for superintelligence. 🔥",
   "rank": 1,
   "crank": 1,
   "attributes": {
    "open_source": "yes",
    "open_source_evidence": "GitHub license: AGPL-3.0",
    "local": "yes",
    "local_evidence": "README: \"npx -y f\"",
    "hosted": "yes",
    "hosted_evidence": "README: \"cloud version\"",
    "readme_found": true
   },
   "score": 78,
   "category_rank": 1,
   "safety": {
    "label": "green",
    "reasons": [],
    "notes": [
     "41 affected packages only in dev/test/docs manifests, not counted",
     "Telemetry/analytics references in code: telemetry, posthog"
    ],
    "commit": "6b02a6cdb9d9bea947f3674009e10c1aa2ff91ac",
    "scanned_at": "2026-11-02T06:22:50.273Z"
   }
  },
  {
   "slug": "remotion",
   "name": "remotion",
   "repo": "remotion-dev/remotion",
   "usecase": "media",
   "type": "AI tool",
   "description": "Make videos programmatically with React.",
   "homepage": "https://remotion.dev",
   "stars": 69828,
   "forks": 5743,
   "open_issues": 185,
   "pushed_at": "2026-11-01T20:05:12Z",
   "created_at": "2020-06-23T19:49:10Z",
   "archived": false,
   "license": "Remotion License",
   "owner_type": "Organization",
   "language": "TypeScript",
   "stars_prev": 67534,
   "stars_prev_date": "2026-10-26T06:03:37.745Z",
   "readme": {
    "chars": 4616,
    "headings": 6,
    "code_blocks": 1,
    "has_install": true
   },
   "sources": [
    "https://github.com/remotion-dev/remotion",
    "https://api.github.com/repos/remotion-dev/remotion",
    "https://raw.githubusercontent.com/remotion-dev/remotion/main/README.md"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z",
   "releases": {
    "feed_entries": 10,
    "dates": [
     "2026-10-26T12:04:13.000Z",
     "2026-10-22T15:32:38.000Z",
     "2026-10-19T16:38:46.000Z",
     "2026-10-16T08:10:49.000Z",
     "2026-10-12T09:07:07.000Z",
     "2026-10-07T09:40:59.000Z",
     "2026-10-05T07:55:46.000Z",
     "2026-10-01T07:37:10.000Z",
     "2026-09-30T15:40:40.000Z",
     "2026-09-29T13:19:51.000Z"
    ],
    "last_release": "2026-10-26T12:04:13.000Z",
    "in_last_90d": 10,
    "source": "https://github.com/remotion-dev/remotion/releases.atom",
    "fetched_at": "2026-11-02T06:09:24.321Z",
    "last_tag": "v4.0.539",
    "last_tag_url": "https://github.com/remotion-dev/remotion/releases/tag/v4.0.539",
    "last_title": "v4.0.539"
   },
   "issues": {
    "sample": 2,
    "median_hours_to_close": 17.4,
    "source": "https://api.github.com/repos/remotion-dev/remotion/issues?state=closed&per_page=50",
    "fetched_at": "2026-11-02T06:09:25.026Z"
   },
   "github_description": "🎥      Make videos programmatically with React",
   "github_license": "NOASSERTION",
   "license_class": "source-available",
   "license_source": "https://github.com/remotion-dev/remotion/blob/main/LICENSE.md",
   "license_checked": "2026-10-21",
   "license_short": "Remotion License",
   "rank": 37,
   "crank": 1,
   "attributes": {
    "open_source": "source-available",
    "open_source_evidence": "Read from the repo's license file on 2026-10-21: LICENSE.md: free for individuals, companies with up to 3 employees and non-profits; a paid Company License is required otherwise.",
    "local": "yes",
    "local_evidence": "README: \"npx c\"",
    "hosted": "unknown",
    "hosted_evidence": null,
    "readme_found": true,
    "license_class": "source-available",
    "license_source": "https://github.com/remotion-dev/remotion/blob/main/LICENSE.md"
   },
   "score": 43,
   "category_rank": 1,
   "safety": {
    "label": "orange",
    "reasons": [
     "13 critical-severity known vulnerabilities in runtime dependencies (OSV)"
    ],
    "notes": [
     "3 affected packages only in dev/test/docs manifests, not counted",
     "Telemetry/analytics references in code: amplitude, telemetry"
    ],
    "commit": "1e55bdc62fb2a9e828060b9728a767f27816f762",
    "scanned_at": "2026-11-02T06:22:51.302Z"
   }
  },
  {
   "slug": "ollama",
   "name": "ollama",
   "repo": "ollama/ollama",
   "usecase": "local-ai",
   "type": "AI tool",
   "description": "Run open models like Qwen, DeepSeek, Gemma and gpt-oss locally with one command.",
   "homepage": "https://ollama.com",
   "stars": 185623,
   "forks": 18859,
   "open_issues": 4540,
   "pushed_at": "2026-11-02T05:30:37Z",
   "created_at": "2023-06-26T19:39:32Z",
   "archived": false,
   "license": "MIT",
   "owner_type": "Organization",
   "language": "Go",
   "stars_prev": 184784,
   "stars_prev_date": "2026-10-26T06:03:37.745Z",
   "readme": {
    "chars": 19345,
    "headings": 29,
    "code_blocks": 12,
    "has_install": true
   },
   "sources": [
    "https://github.com/ollama/ollama",
    "https://api.github.com/repos/ollama/ollama",
    "https://raw.githubusercontent.com/ollama/ollama/main/README.md"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z",
   "releases": {
    "feed_entries": 10,
    "dates": [
     "2026-10-29T02:54:11.000Z",
     "2026-10-28T22:20:04.000Z",
     "2026-10-28T17:37:56.000Z",
     "2026-10-27T21:41:00.000Z",
     "2026-10-27T15:47:18.000Z",
     "2026-10-26T23:10:42.000Z",
     "2026-10-25T18:06:57.000Z",
     "2026-10-23T23:15:08.000Z",
     "2026-10-23T17:17:19.000Z",
     "2026-10-23T14:12:11.000Z"
    ],
    "last_release": "2026-10-29T02:54:11.000Z",
    "in_last_90d": 10,
    "source": "https://github.com/ollama/ollama/releases.atom",
    "fetched_at": "2026-11-02T06:09:25.538Z",
    "last_tag": "v0.40.13",
    "last_tag_url": "https://github.com/ollama/ollama/releases/tag/v0.40.13",
    "last_title": "v0.40.13"
   },
   "issues": {
    "sample": 12,
    "median_hours_to_close": 17.2,
    "source": "https://api.github.com/repos/ollama/ollama/issues?state=closed&per_page=50",
    "fetched_at": "2026-11-02T06:09:26.247Z"
   },
   "github_description": "Get up and running with Kimi, GLM, MiniMax, DeepSeek, gpt-oss, Qwen, Gemma and other models.",
   "rank": 2,
   "crank": 1,
   "attributes": {
    "open_source": "yes",
    "open_source_evidence": "GitHub license: MIT",
    "local": "yes",
    "local_evidence": "README: \"curl -fsSL https://ollama.com/install.sh | sh\"",
    "hosted": "unknown",
    "hosted_evidence": null,
    "readme_found": true
   },
   "score": 73,
   "category_rank": 1,
   "safety": {
    "label": "orange",
    "reasons": [
     "2 critical-severity known vulnerabilities in runtime dependencies (OSV)"
    ],
    "notes": [
     "34 affected packages only in dev/test/docs manifests, not counted",
     "Telemetry/analytics references in code: telemetry"
    ],
    "commit": "c1db5f9ef203b2e946161bf4c6bd4f2ec7f123b3",
    "scanned_at": "2026-11-02T06:22:51.478Z"
   }
  },
  {
   "slug": "roo-code",
   "name": "Roo-Code",
   "repo": "RooCodeInc/Roo-Code",
   "usecase": "coding-agents",
   "type": "AI tool",
   "description": "Editor extension that gives you a team of AI coding agents inside VS Code.",
   "homepage": "https://roocode.com",
   "stars": 24257,
   "forks": 3423,
   "open_issues": 1031,
   "pushed_at": "2026-05-15T18:08:47Z",
   "created_at": "2024-10-31T17:56:50Z",
   "archived": true,
   "license": "Apache-2.0",
   "owner_type": "Organization",
   "language": "TypeScript",
   "stars_prev": 24262,
   "stars_prev_date": "2026-10-26T06:03:37.745Z",
   "readme": {
    "chars": 3327,
    "headings": 6,
    "code_blocks": 0,
    "has_install": true
   },
   "sources": [
    "https://github.com/RooCodeInc/Roo-Code",
    "https://api.github.com/repos/RooCodeInc/Roo-Code",
    "https://raw.githubusercontent.com/RooCodeInc/Roo-Code/main/README.md"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z",
   "releases": {
    "feed_entries": 10,
    "dates": [
     "2026-05-15T17:52:24.000Z",
     "2026-04-23T21:28:55.000Z",
     "2026-04-13T22:33:01.000Z",
     "2026-04-08T21:18:42.000Z",
     "2026-03-08T02:25:17.000Z",
     "2026-03-05T22:09:14.000Z",
     "2026-03-04T20:33:01.000Z",
     "2026-03-04T07:42:40.000Z",
     "2026-03-03T07:10:39.000Z",
     "2026-03-03T05:59:37.000Z"
    ],
    "last_release": "2026-05-15T17:52:24.000Z",
    "in_last_90d": 0,
    "source": "https://github.com/RooCodeInc/Roo-Code/releases.atom",
    "fetched_at": "2026-11-02T06:09:26.619Z",
    "last_tag": "v3.54.0",
    "last_tag_url": "https://github.com/RooCodeInc/Roo-Code/releases/tag/v3.54.0",
    "last_title": "Release v3.54.0"
   },
   "issues": {
    "sample": 5,
    "median_hours_to_close": 0.5,
    "source": "https://api.github.com/repos/RooCodeInc/Roo-Code/issues?state=closed&per_page=50",
    "fetched_at": "2026-11-02T06:09:27.328Z"
   },
   "github_description": "Roo Code gives you a whole dev team of AI agents in your code editor.",
   "rank": 51,
   "crank": 14,
   "attributes": {
    "open_source": "yes",
    "open_source_evidence": "GitHub license: Apache-2.0",
    "local": "unknown",
    "local_evidence": null,
    "hosted": "unknown",
    "hosted_evidence": null,
    "readme_found": true
   },
   "score": 23,
   "category_rank": 14,
   "safety": {
    "label": "orange",
    "reasons": [
     "13 critical-severity known vulnerabilities in runtime dependencies (OSV)",
     "Repository archived"
    ],
    "notes": [
     "2 affected packages only in dev/test/docs manifests, not counted"
    ],
    "commit": "b867ec9145750d0ae1ff7f02d35406e9bf2a0b16",
    "scanned_at": "2026-11-02T06:22:51.696Z"
   }
  },
  {
   "slug": "goose",
   "name": "goose",
   "repo": "aaif-goose/goose",
   "usecase": "coding-agents",
   "type": "AI tool",
   "description": "Open-source, extensible AI agent that installs, runs, edits and tests code with any LLM.",
   "homepage": "https://goose-docs.ai/",
   "stars": 56107,
   "forks": 6539,
   "open_issues": 540,
   "pushed_at": "2026-11-02T04:38:01Z",
   "created_at": "2024-08-23T19:03:36Z",
   "archived": false,
   "license": "Apache-2.0",
   "owner_type": "Organization",
   "language": "Rust",
   "stars_prev": 55720,
   "stars_prev_date": "2026-10-26T06:03:37.745Z",
   "readme": {
    "chars": 3435,
    "headings": 6,
    "code_blocks": 1,
    "has_install": true
   },
   "sources": [
    "https://github.com/aaif-goose/goose",
    "https://api.github.com/repos/aaif-goose/goose",
    "https://raw.githubusercontent.com/aaif-goose/goose/main/README.md"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z",
   "releases": {
    "feed_entries": 10,
    "dates": [
     "2026-10-28T19:42:57.000Z",
     "2026-10-24T17:41:22.000Z",
     "2026-10-23T15:57:25.000Z",
     "2026-10-16T17:07:23.000Z",
     "2026-10-13T17:29:00.000Z",
     "2026-10-08T18:56:22.000Z",
     "2026-10-02T18:54:49.000Z",
     "2026-09-28T17:31:38.000Z",
     "2026-09-24T18:34:06.000Z",
     "2026-09-23T15:10:22.000Z"
    ],
    "last_release": "2026-10-28T19:42:57.000Z",
    "in_last_90d": 10,
    "source": "https://github.com/aaif-goose/goose/releases.atom",
    "fetched_at": "2026-11-02T06:09:27.987Z",
    "last_tag": "v1.57.0",
    "last_tag_url": "https://github.com/aaif-goose/goose/releases/tag/v1.57.0",
    "last_title": "v1.57.0"
   },
   "issues": {
    "sample": 12,
    "median_hours_to_close": 38.2,
    "source": "https://api.github.com/repos/aaif-goose/goose/issues?state=closed&per_page=50",
    "fetched_at": "2026-11-02T06:09:28.720Z"
   },
   "github_description": "an open source, extensible AI agent that goes beyond code suggestions - install, execute, edit, and test with any LLM",
   "rank": 44,
   "crank": 11,
   "attributes": {
    "open_source": "yes",
    "open_source_evidence": "GitHub license: Apache-2.0",
    "local": "yes",
    "local_evidence": "README: \"curl -fsSL https://github.com/aaif-goose/goose/releases/download/stable/download_cli.sh | bash\"",
    "hosted": "unknown",
    "hosted_evidence": null,
    "readme_found": true
   },
   "score": 36,
   "category_rank": 11,
   "safety": {
    "label": "orange",
    "reasons": [
     "8 critical-severity known vulnerabilities in runtime dependencies (OSV)",
     "Skill/agent file instructs piping a remote script into a shell: crates/goose/src/skills/builtins/web_search.md — curl -LsSf https://astral.sh/uv/install.sh | sh"
    ],
    "notes": [
     "1 affected package only in dev/test/docs manifests, not counted",
     "Telemetry/analytics references in code: telemetry, posthog, amplitude"
    ],
    "commit": "0909288ed4a2053b10540bfcf6dbee3b0de66126",
    "scanned_at": "2026-11-02T06:22:52.108Z"
   }
  },
  {
   "slug": "deepseek-harness",
   "name": "deepseek-harness",
   "repo": "deepseek-ai/deepseek-harness",
   "usecase": "coding-agents",
   "type": "AI tool",
   "description": "DeepSeek's official agent harness built around plugins.",
   "homepage": "https://deepseek.com/harness",
   "stars": 268675,
   "forks": 32612,
   "open_issues": 0,
   "pushed_at": "2026-10-30T06:54:11Z",
   "created_at": "2026-08-13T11:56:32Z",
   "archived": false,
   "license": "MIT",
   "owner_type": "Organization",
   "language": "TypeScript",
   "stars_prev": 261698,
   "stars_prev_date": "2026-10-26T06:03:37.745Z",
   "readme": {
    "chars": 2669,
    "headings": 10,
    "code_blocks": 3,
    "has_install": true
   },
   "sources": [
    "https://github.com/deepseek-ai/deepseek-harness",
    "https://api.github.com/repos/deepseek-ai/deepseek-harness",
    "https://raw.githubusercontent.com/deepseek-ai/deepseek-harness/master/README.md"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z",
   "releases": {
    "feed_entries": 10,
    "dates": [
     "2026-10-30T02:12:26.000Z",
     "2026-10-28T07:00:42.000Z",
     "2026-10-28T03:08:57.000Z",
     "2026-10-23T15:26:39.000Z",
     "2026-10-17T08:16:33.000Z",
     "2026-10-17T05:22:10.000Z",
     "2026-10-16T12:23:28.000Z",
     "2026-10-15T13:40:02.000Z",
     "2026-10-14T16:13:35.000Z",
     "2026-10-09T15:10:41.000Z"
    ],
    "last_release": "2026-10-30T02:12:26.000Z",
    "in_last_90d": 10,
    "source": "https://github.com/deepseek-ai/deepseek-harness/releases.atom",
    "fetched_at": "2026-11-02T06:09:29.683Z",
    "last_tag": "dsh-v0.2.1-rc.5",
    "last_tag_url": "https://github.com/deepseek-ai/deepseek-harness/releases/tag/dsh-v0.2.1-rc.5",
    "last_title": "v0.2.1-rc.5"
   },
   "issues": {
    "sample": 0,
    "median_hours_to_close": null,
    "source": "https://api.github.com/repos/deepseek-ai/deepseek-harness/issues?state=closed&per_page=50",
    "fetched_at": "2026-11-02T06:09:30.056Z"
   },
   "github_description": "DeepSeek Harness: Everything is a Plugin.",
   "rank": 17,
   "crank": 7,
   "attributes": {
    "open_source": "yes",
    "open_source_evidence": "GitHub license: MIT",
    "local": "yes",
    "local_evidence": "README: \"npx @\"",
    "hosted": "unknown",
    "hosted_evidence": null,
    "readme_found": true
   },
   "score": 57,
   "category_rank": 7,
   "safety": {
    "label": "orange",
    "reasons": [
     "7 critical-severity known vulnerabilities in runtime dependencies (OSV)"
    ],
    "notes": [
     "6 affected packages only in dev/test/docs manifests, not counted",
     "Telemetry/analytics references in code: telemetry, amplitude"
    ],
    "commit": "ce7073d51254c26cd63b22a60835b8f948deb447",
    "scanned_at": "2026-11-02T06:22:53.953Z"
   }
  },
  {
   "slug": "kirocrew",
   "name": "KiroCrew",
   "repo": "kirodotdev/KiroCrew",
   "usecase": "coding-agents",
   "type": "AI tool",
   "description": "Persistent workspace for development work that continues beyond a single agent session.",
   "homepage": "https://kiro.dev/crew/",
   "stars": 4717,
   "forks": 930,
   "open_issues": 2983,
   "pushed_at": "2026-11-02T06:08:33Z",
   "created_at": "2026-07-16T21:21:54Z",
   "archived": false,
   "license": "Apache-2.0",
   "owner_type": "Organization",
   "language": "Python",
   "stars_prev": 4577,
   "stars_prev_date": "2026-10-26T06:03:37.745Z",
   "readme": {
    "chars": 192116,
    "headings": 17,
    "code_blocks": 9,
    "has_install": true
   },
   "sources": [
    "https://github.com/kirodotdev/KiroCrew",
    "https://api.github.com/repos/kirodotdev/KiroCrew",
    "https://raw.githubusercontent.com/kirodotdev/KiroCrew/main/README.md"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z",
   "releases": {
    "feed_entries": 10,
    "dates": [
     "2026-11-02T05:49:18.000Z",
     "2026-11-01T23:20:25.000Z",
     "2026-11-01T18:44:17.000Z",
     "2026-11-01T18:36:52.000Z",
     "2026-10-31T23:04:29.000Z",
     "2026-10-31T20:07:57.000Z",
     "2026-10-31T16:44:32.000Z",
     "2026-10-31T14:46:49.000Z",
     "2026-10-30T09:43:34.000Z",
     "2026-10-30T06:17:27.000Z"
    ],
    "last_release": "2026-11-02T05:49:18.000Z",
    "in_last_90d": 10,
    "source": "https://github.com/kirodotdev/KiroCrew/releases.atom",
    "fetched_at": "2026-11-02T06:09:36.958Z",
    "last_tag": "v0.12.0-rc.4",
    "last_tag_url": "https://github.com/kirodotdev/KiroCrew/releases/tag/v0.12.0-rc.4",
    "last_title": "v0.12.0-rc.4"
   },
   "issues": {
    "sample": 8,
    "median_hours_to_close": 1.5,
    "source": "https://api.github.com/repos/kirodotdev/KiroCrew/issues?state=closed&per_page=50",
    "fetched_at": "2026-11-02T06:09:38.147Z"
   },
   "github_description": "A persistent workspace for development work that self-improves and continues beyond one session.",
   "rank": 27,
   "crank": 8,
   "attributes": {
    "open_source": "yes",
    "open_source_evidence": "GitHub license: Apache-2.0",
    "local": "yes",
    "local_evidence": "README: \"curl -fsSL https://download.crew.kiro.dev/cli.sh | sh\"",
    "hosted": "unknown",
    "hosted_evidence": null,
    "readme_found": true
   },
   "score": 52,
   "category_rank": 8,
   "safety": {
    "label": "orange",
    "reasons": [
     "2 critical-severity known vulnerabilities in runtime dependencies (OSV)"
    ],
    "notes": [
     "20 affected packages only in dev/test/docs manifests, not counted",
     "Telemetry/analytics references in code: telemetry, mixpanel, amplitude"
    ],
    "commit": "ed7b18ae1ea1d33225ff9ba228a9c939d0fcdaf2",
    "scanned_at": "2026-11-02T06:22:58.304Z"
   }
  },
  {
   "slug": "codex-plugin-cc",
   "name": "codex-plugin-cc",
   "repo": "openai/codex-plugin-cc",
   "usecase": "coding-agents",
   "type": "Plugin",
   "description": "Official plugin to use Codex from inside Claude Code for code review or delegated tasks.",
   "homepage": null,
   "stars": 34797,
   "forks": 2408,
   "open_issues": 545,
   "pushed_at": "2026-07-08T00:17:31Z",
   "created_at": "2026-03-30T15:29:52Z",
   "archived": false,
   "license": "Apache-2.0",
   "owner_type": "Organization",
   "language": "JavaScript",
   "stars_prev": 34580,
   "stars_prev_date": "2026-10-26T06:03:37.745Z",
   "readme": {
    "chars": 10907,
    "headings": 25,
    "code_blocks": 21,
    "has_install": true
   },
   "sources": [
    "https://github.com/openai/codex-plugin-cc",
    "https://api.github.com/repos/openai/codex-plugin-cc",
    "https://raw.githubusercontent.com/openai/codex-plugin-cc/main/README.md"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z",
   "releases": {
    "feed_entries": 7,
    "dates": [
     "2026-07-08T00:17:32.000Z",
     "2026-06-23T17:36:38.000Z",
     "2026-04-18T20:42:15.000Z",
     "2026-04-08T05:12:15.000Z",
     "2026-03-31T20:00:05.000Z",
     "2026-03-31T02:23:44.000Z",
     "2026-03-30T16:44:56.000Z"
    ],
    "last_release": "2026-07-08T00:17:32.000Z",
    "in_last_90d": 0,
    "source": "https://github.com/openai/codex-plugin-cc/releases.atom",
    "fetched_at": "2026-11-02T06:09:38.755Z",
    "last_tag": "v1.0.6",
    "last_tag_url": "https://github.com/openai/codex-plugin-cc/releases/tag/v1.0.6",
    "last_title": "v1.0.6"
   },
   "issues": {
    "sample": 5,
    "median_hours_to_close": 455.1,
    "source": "https://api.github.com/repos/openai/codex-plugin-cc/issues?state=closed&per_page=50",
    "fetched_at": "2026-11-02T06:09:39.455Z"
   },
   "github_description": "Use Codex from Claude Code to review code or delegate tasks.",
   "rank": 48,
   "crank": 13,
   "attributes": {
    "open_source": "yes",
    "open_source_evidence": "GitHub license: Apache-2.0",
    "local": "yes",
    "local_evidence": "README: \"npm install -g\"",
    "hosted": "unknown",
    "hosted_evidence": null,
    "readme_found": true
   },
   "score": 29,
   "category_rank": 13,
   "safety": {
    "label": "green",
    "reasons": [],
    "notes": [],
    "commit": "db52e28f4d9ded852ab3942cea316258ae4ef346",
    "scanned_at": "2026-11-02T06:22:58.315Z"
   }
  },
  {
   "slug": "magpie",
   "name": "magpie",
   "repo": "yetone/magpie",
   "usecase": "coding-agents",
   "type": "AI tool",
   "description": "Menu-bar app to switch which model your coding agents use (e.g. Codex on DeepSeek).",
   "homepage": "https://usemagpie.ai",
   "stars": 27879,
   "forks": 2367,
   "open_issues": 2751,
   "pushed_at": "2026-11-02T06:07:17Z",
   "created_at": "2026-09-23T16:22:35Z",
   "archived": false,
   "license": "MIT",
   "owner_type": "User",
   "language": "Go",
   "stars_prev": 21723,
   "stars_prev_date": "2026-10-26T06:03:37.745Z",
   "readme": {
    "chars": 24043,
    "headings": 20,
    "code_blocks": 6,
    "has_install": true
   },
   "sources": [
    "https://github.com/yetone/magpie",
    "https://api.github.com/repos/yetone/magpie",
    "https://raw.githubusercontent.com/yetone/magpie/main/README.md"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z",
   "releases": {
    "feed_entries": 10,
    "dates": [
     "2026-11-02T06:07:13.000Z",
     "2026-11-02T06:05:49.000Z",
     "2026-11-02T06:05:08.000Z",
     "2026-11-02T06:07:11.000Z",
     "2026-11-02T06:02:25.000Z",
     "2026-11-02T05:53:10.000Z",
     "2026-11-02T04:28:56.000Z",
     "2026-11-02T04:12:56.000Z",
     "2026-11-02T03:59:03.000Z",
     "2026-11-02T03:56:57.000Z"
    ],
    "last_release": "2026-11-02T06:07:13.000Z",
    "in_last_90d": 10,
    "source": "https://github.com/yetone/magpie/releases.atom",
    "fetched_at": "2026-11-02T06:09:40.186Z",
    "last_tag": "v0.1.2685",
    "last_tag_url": "https://github.com/yetone/magpie/releases/tag/v0.1.2685",
    "last_title": "v0.1.2685"
   },
   "issues": {
    "sample": 37,
    "median_hours_to_close": 5.8,
    "source": "https://api.github.com/repos/yetone/magpie/issues?state=closed&per_page=50",
    "fetched_at": "2026-11-02T06:09:40.907Z"
   },
   "github_description": "Every agent's model. One place. Codex on DeepSeek, Claude Code on Kimi, from the menu bar.",
   "rank": 28,
   "crank": 9,
   "attributes": {
    "open_source": "yes",
    "open_source_evidence": "GitHub license: MIT",
    "local": "yes",
    "local_evidence": "README: \"go install\"",
    "hosted": "unknown",
    "hosted_evidence": null,
    "readme_found": true
   },
   "score": 51,
   "category_rank": 9,
   "safety": {
    "label": "green",
    "reasons": [],
    "notes": [
     "Telemetry/analytics references in code: telemetry, posthog"
    ],
    "commit": "a4916aec10834f7211cc4cebb9e2168caf48d657",
    "scanned_at": "2026-11-02T06:22:59.053Z"
   }
  },
  {
   "slug": "playwright-mcp",
   "name": "playwright-mcp",
   "repo": "microsoft/playwright-mcp",
   "usecase": "agent-skills",
   "type": "MCP server",
   "description": "Microsoft's MCP server that lets agents control a browser through Playwright.",
   "homepage": "https://www.npmjs.com/package/@playwright/mcp",
   "stars": 38961,
   "forks": 3361,
   "open_issues": 2,
   "pushed_at": "2026-11-01T23:12:55Z",
   "created_at": "2025-03-21T17:48:36Z",
   "archived": false,
   "license": "Apache-2.0",
   "owner_type": "Organization",
   "language": "TypeScript",
   "stars_prev": 38636,
   "stars_prev_date": "2026-10-26T06:03:37.745Z",
   "readme": {
    "chars": 69038,
    "headings": 16,
    "code_blocks": 30,
    "has_install": true
   },
   "sources": [
    "https://github.com/microsoft/playwright-mcp",
    "https://api.github.com/repos/microsoft/playwright-mcp",
    "https://raw.githubusercontent.com/microsoft/playwright-mcp/main/README.md"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z",
   "releases": {
    "feed_entries": 10,
    "dates": [
     "2026-10-31T15:20:06.000Z",
     "2026-09-28T23:19:44.000Z",
     "2026-09-28T23:12:55.000Z",
     "2026-09-18T23:35:04.000Z",
     "2026-09-14T21:24:01.000Z",
     "2026-09-01T03:24:23.000Z",
     "2026-08-06T00:15:56.000Z",
     "2026-07-09T19:12:15.000Z",
     "2026-06-29T23:06:50.000Z",
     "2026-06-10T00:14:20.000Z"
    ],
    "last_release": "2026-10-31T15:20:06.000Z",
    "in_last_90d": 7,
    "source": "https://github.com/microsoft/playwright-mcp/releases.atom",
    "fetched_at": "2026-11-02T06:09:41.869Z",
    "last_tag": "v0.0.84",
    "last_tag_url": "https://github.com/microsoft/playwright-mcp/releases/tag/v0.0.84",
    "last_title": "v0.0.84"
   },
   "issues": {
    "sample": 22,
    "median_hours_to_close": 33.8,
    "source": "https://api.github.com/repos/microsoft/playwright-mcp/issues?state=closed&per_page=50",
    "fetched_at": "2026-11-02T06:09:42.564Z"
   },
   "github_description": "Playwright MCP server",
   "rank": 32,
   "crank": 6,
   "attributes": {
    "open_source": "yes",
    "open_source_evidence": "GitHub license: Apache-2.0",
    "local": "yes",
    "local_evidence": "README: \"npx @\"",
    "hosted": "unknown",
    "hosted_evidence": null,
    "readme_found": true
   },
   "score": 45,
   "category_rank": 6,
   "safety": {
    "label": "green",
    "reasons": [],
    "notes": [
     "3 affected packages only in dev/test/docs manifests, not counted"
    ],
    "commit": "ec572ee8354015293bed67145db21eed386e876d",
    "scanned_at": "2026-11-02T06:22:59.063Z"
   }
  },
  {
   "slug": "github-mcp-server",
   "name": "github-mcp-server",
   "repo": "github/github-mcp-server",
   "usecase": "agent-skills",
   "type": "MCP server",
   "description": "GitHub's official MCP server for repos, issues and pull requests.",
   "homepage": null,
   "stars": 34149,
   "forks": 5271,
   "open_issues": 398,
   "pushed_at": "2026-10-30T20:23:35Z",
   "created_at": "2025-03-04T16:42:04Z",
   "archived": false,
   "license": "MIT",
   "owner_type": "Organization",
   "language": "Go",
   "stars_prev": 33961,
   "stars_prev_date": "2026-10-26T06:03:37.745Z",
   "readme": {
    "chars": 120041,
    "headings": 37,
    "code_blocks": 37,
    "has_install": true
   },
   "sources": [
    "https://github.com/github/github-mcp-server",
    "https://api.github.com/repos/github/github-mcp-server",
    "https://raw.githubusercontent.com/github/github-mcp-server/main/README.md"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z",
   "releases": {
    "feed_entries": 10,
    "dates": [
     "2026-10-21T09:52:29.000Z",
     "2026-10-21T09:48:38.000Z",
     "2026-10-08T11:33:15.000Z",
     "2026-10-07T08:13:24.000Z",
     "2026-10-06T23:34:00.000Z",
     "2026-10-02T20:14:37.000Z",
     "2026-10-01T19:11:31.000Z",
     "2026-09-16T10:58:24.000Z",
     "2026-09-08T19:07:26.000Z",
     "2026-09-03T14:05:12.000Z"
    ],
    "last_release": "2026-10-21T09:52:29.000Z",
    "in_last_90d": 10,
    "source": "https://github.com/github/github-mcp-server/releases.atom",
    "fetched_at": "2026-11-02T06:09:43.376Z",
    "last_tag": "v2.0.3",
    "last_tag_url": "https://github.com/github/github-mcp-server/releases/tag/v2.0.3",
    "last_title": "GitHub MCP Server 2.0.3"
   },
   "issues": {
    "sample": 13,
    "median_hours_to_close": 92,
    "source": "https://api.github.com/repos/github/github-mcp-server/issues?state=closed&per_page=50",
    "fetched_at": "2026-11-02T06:09:44.053Z"
   },
   "github_description": "GitHub's official MCP Server",
   "rank": 40,
   "crank": 8,
   "attributes": {
    "open_source": "yes",
    "open_source_evidence": "GitHub license: MIT",
    "local": "yes",
    "local_evidence": "README: \"docker run\"",
    "hosted": "unknown",
    "hosted_evidence": null,
    "readme_found": true
   },
   "score": 41,
   "category_rank": 8,
   "safety": {
    "label": "green",
    "reasons": [],
    "notes": [
     "1 affected package only in dev/test/docs manifests, not counted",
     "Telemetry/analytics references in code: telemetry"
    ],
    "commit": "f2a07cd13243ea9773a0ef42692e5b0e156f0951",
    "scanned_at": "2026-11-02T06:22:59.149Z"
   }
  },
  {
   "slug": "context7",
   "name": "context7",
   "repo": "upstash/context7",
   "usecase": "agent-skills",
   "type": "MCP server",
   "description": "Serves up-to-date library documentation to LLMs and AI code editors via MCP.",
   "homepage": "https://context7.com",
   "stars": 64060,
   "forks": 3198,
   "open_issues": 50,
   "pushed_at": "2026-11-01T10:36:10Z",
   "created_at": "2025-03-26T23:40:39Z",
   "archived": false,
   "license": "MIT",
   "owner_type": "Organization",
   "language": "TypeScript",
   "stars_prev": 63690,
   "stars_prev_date": "2026-10-26T06:03:37.745Z",
   "readme": {
    "chars": 12843,
    "headings": 17,
    "code_blocks": 7,
    "has_install": true
   },
   "sources": [
    "https://github.com/upstash/context7",
    "https://api.github.com/repos/upstash/context7",
    "https://raw.githubusercontent.com/upstash/context7/master/README.md"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z",
   "releases": {
    "feed_entries": 10,
    "dates": [
     "2026-10-23T11:23:07.000Z",
     "2026-10-23T11:23:04.000Z",
     "2026-10-19T13:47:20.000Z",
     "2026-10-19T08:09:21.000Z",
     "2026-10-19T13:47:47.000Z",
     "2026-10-19T08:09:44.000Z",
     "2026-10-19T13:47:17.000Z",
     "2026-10-16T14:31:38.000Z",
     "2026-10-16T12:53:43.000Z",
     "2026-10-15T16:35:11.000Z"
    ],
    "last_release": "2026-10-23T11:23:07.000Z",
    "in_last_90d": 10,
    "source": "https://github.com/upstash/context7/releases.atom",
    "fetched_at": "2026-11-02T06:09:44.421Z",
    "last_tag": "@upstash/context7-sdk@0.6.0",
    "last_tag_url": "https://github.com/upstash/context7/releases/tag/%40upstash%2Fcontext7-sdk%400.6.0",
    "last_title": "@upstash/context7-sdk@0.6.0"
   },
   "issues": {
    "sample": 19,
    "median_hours_to_close": 13.3,
    "source": "https://api.github.com/repos/upstash/context7/issues?state=closed&per_page=50",
    "fetched_at": "2026-11-02T06:09:44.987Z"
   },
   "github_description": "Context7 Platform -- Up-to-date docs for AI agents",
   "rank": 19,
   "crank": 2,
   "attributes": {
    "open_source": "yes",
    "open_source_evidence": "GitHub license: MIT",
    "local": "yes",
    "local_evidence": "README: \"npm install -g\"",
    "hosted": "unknown",
    "hosted_evidence": null,
    "readme_found": true
   },
   "score": 57,
   "category_rank": 2,
   "safety": {
    "label": "orange",
    "reasons": [
     "2 critical-severity known vulnerabilities in runtime dependencies (OSV)"
    ],
    "notes": [
     "Telemetry/analytics references in code: telemetry"
    ],
    "commit": "7836c583918374fbecffacf866afb7594b919466",
    "scanned_at": "2026-11-02T06:22:59.197Z"
   }
  },
  {
   "slug": "awesome-mcp-servers",
   "name": "awesome-mcp-servers",
   "repo": "punkpeye/awesome-mcp-servers",
   "usecase": "agent-skills",
   "type": "Directory",
   "description": "Large community-curated list of MCP servers.",
   "homepage": "https://glama.ai/mcp/servers",
   "stars": 97179,
   "forks": 18986,
   "open_issues": 3999,
   "pushed_at": "2026-11-02T04:38:05Z",
   "created_at": "2024-11-30T04:49:10Z",
   "archived": false,
   "license": "MIT",
   "owner_type": "User",
   "language": null,
   "stars_prev": 96873,
   "stars_prev_date": "2026-10-26T06:03:37.745Z",
   "readme": {
    "chars": 1588204,
    "headings": 71,
    "code_blocks": 0,
    "has_install": true
   },
   "sources": [
    "https://github.com/punkpeye/awesome-mcp-servers",
    "https://api.github.com/repos/punkpeye/awesome-mcp-servers",
    "https://raw.githubusercontent.com/punkpeye/awesome-mcp-servers/main/README.md"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z",
   "releases": {
    "feed_entries": 0,
    "dates": [],
    "last_release": null,
    "in_last_90d": 0,
    "source": "https://github.com/punkpeye/awesome-mcp-servers/releases.atom",
    "fetched_at": "2026-11-02T06:09:45.217Z"
   },
   "issues": {
    "sample": 0,
    "median_hours_to_close": null,
    "source": "https://api.github.com/repos/punkpeye/awesome-mcp-servers/issues?state=closed&per_page=50",
    "fetched_at": "2026-11-02T06:09:45.987Z"
   },
   "github_description": "A collection of MCP servers.",
   "rank": 30,
   "crank": 5,
   "attributes": {
    "open_source": "yes",
    "open_source_evidence": "GitHub license: MIT",
    "local": "n/a",
    "local_evidence": "a curated list, not software",
    "hosted": "n/a",
    "hosted_evidence": null,
    "readme_found": true
   },
   "score": 47,
   "category_rank": 5,
   "safety": {
    "label": "nodeps",
    "reasons": [],
    "notes": [
     "osv-scanner found no lockfile or package manifest, so no dependency check was possible"
    ],
    "commit": "29f2d490cc02468e7c9d87b0cf68d40d3041e7ef",
    "scanned_at": "2026-11-02T06:22:59.212Z"
   }
  },
  {
   "slug": "agents",
   "name": "agents",
   "repo": "wshobson/agents",
   "usecase": "agent-skills",
   "type": "Agent skill",
   "description": "Plugin marketplace of agents and skills for Claude Code, Codex, Cursor, OpenCode and more.",
   "homepage": "https://sethhobson.com",
   "stars": 42088,
   "forks": 4454,
   "open_issues": 7,
   "pushed_at": "2026-11-02T01:08:47Z",
   "created_at": "2025-07-24T23:28:14Z",
   "archived": false,
   "license": "MIT",
   "owner_type": "User",
   "language": "Python",
   "stars_prev": 41719,
   "stars_prev_date": "2026-10-26T06:03:37.745Z",
   "readme": {
    "chars": 9662,
    "headings": 15,
    "code_blocks": 8,
    "has_install": true
   },
   "sources": [
    "https://github.com/wshobson/agents",
    "https://api.github.com/repos/wshobson/agents",
    "https://raw.githubusercontent.com/wshobson/agents/main/README.md"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z",
   "releases": {
    "feed_entries": 0,
    "dates": [],
    "last_release": null,
    "in_last_90d": 0,
    "source": "https://github.com/wshobson/agents/releases.atom",
    "fetched_at": "2026-11-02T06:09:46.242Z"
   },
   "issues": {
    "sample": 9,
    "median_hours_to_close": 48,
    "source": "https://api.github.com/repos/wshobson/agents/issues?state=closed&per_page=50",
    "fetched_at": "2026-11-02T06:09:46.957Z"
   },
   "github_description": "Multi-harness agentic plugin marketplace for Claude Code, Codex, Cursor, OpenCode, GitHub Copilot, Google Antigravity, and Pi",
   "rank": 38,
   "crank": 7,
   "attributes": {
    "open_source": "yes",
    "open_source_evidence": "GitHub license: MIT",
    "local": "unknown",
    "local_evidence": null,
    "hosted": "unknown",
    "hosted_evidence": null,
    "readme_found": true
   },
   "score": 42,
   "category_rank": 7,
   "safety": {
    "label": "green",
    "reasons": [],
    "notes": [],
    "commit": "7e2fb559cf4b824b27f1fec49fe88f7511066d26",
    "scanned_at": "2026-11-02T06:22:59.513Z"
   }
  },
  {
   "slug": "skill-recorder",
   "name": "skill-recorder",
   "repo": "microsoft/skill-recorder",
   "usecase": "agent-skills",
   "type": "AI tool",
   "description": "Desktop app that records a work session and turns it into a reusable agent Skill or automation.",
   "homepage": null,
   "stars": 5640,
   "forks": 644,
   "open_issues": 48,
   "pushed_at": "2026-10-31T06:08:25Z",
   "created_at": "2026-07-29T18:16:14Z",
   "archived": false,
   "license": "MIT",
   "owner_type": "Organization",
   "language": "TypeScript",
   "stars_prev": 5108,
   "stars_prev_date": "2026-10-26T06:03:37.745Z",
   "readme": {
    "chars": 13195,
    "headings": 14,
    "code_blocks": 2,
    "has_install": true
   },
   "sources": [
    "https://github.com/microsoft/skill-recorder",
    "https://api.github.com/repos/microsoft/skill-recorder",
    "https://raw.githubusercontent.com/microsoft/skill-recorder/main/README.md"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z",
   "releases": {
    "feed_entries": 10,
    "dates": [
     "2026-09-21T09:48:05.000Z",
     "2026-09-16T13:27:47.000Z",
     "2026-09-16T12:06:25.000Z",
     "2026-09-16T08:49:09.000Z",
     "2026-08-12T13:31:42.000Z",
     "2026-08-07T11:59:33.000Z",
     "2026-08-06T14:36:58.000Z",
     "2026-08-06T13:09:56.000Z",
     "2026-07-30T16:34:33.000Z",
     "2026-07-30T16:34:58.000Z"
    ],
    "last_release": "2026-09-21T09:48:05.000Z",
    "in_last_90d": 8,
    "source": "https://github.com/microsoft/skill-recorder/releases.atom",
    "fetched_at": "2026-11-02T06:09:47.659Z",
    "last_tag": "v0.7.0",
    "last_tag_url": "https://github.com/microsoft/skill-recorder/releases/tag/v0.7.0",
    "last_title": "Skill Recorder v0.7.0"
   },
   "issues": {
    "sample": 1,
    "median_hours_to_close": 146.2,
    "source": "https://api.github.com/repos/microsoft/skill-recorder/issues?state=closed&per_page=50",
    "fetched_at": "2026-11-02T06:09:48.356Z"
   },
   "github_description": "Desktop app that records your on-screen work session and uses the GitHub Copilot SDK to reconstruct it as an intent + ordered steps, then builds a reusable Skill or Automation for Microsoft Autopilots like Scout, Microsoft Copilot Cowork, or Copilot Studio.",
   "rank": 52,
   "crank": 9,
   "attributes": {
    "open_source": "yes",
    "open_source_evidence": "GitHub license: MIT",
    "local": "unknown",
    "local_evidence": null,
    "hosted": "unknown",
    "hosted_evidence": null,
    "readme_found": true
   },
   "score": 22,
   "category_rank": 9,
   "safety": {
    "label": "green",
    "reasons": [],
    "notes": [
     "16 affected packages only in dev/test/docs manifests, not counted",
     "Telemetry/analytics references in code: telemetry"
    ],
    "commit": "b05d59036182e897e1a60e90651e775cf5f97e8d",
    "scanned_at": "2026-11-02T06:22:59.550Z"
   }
  },
  {
   "slug": "openai-agents-python",
   "name": "openai-agents-python",
   "repo": "openai/openai-agents-python",
   "usecase": "automation",
   "type": "Agent framework",
   "description": "OpenAI's lightweight Python framework for multi-agent workflows.",
   "homepage": "https://openai.github.io/openai-agents-python/",
   "stars": 30447,
   "forks": 4970,
   "open_issues": 33,
   "pushed_at": "2026-11-01T04:56:10Z",
   "created_at": "2025-03-11T03:42:36Z",
   "archived": false,
   "license": "MIT",
   "owner_type": "Organization",
   "language": "Python",
   "stars_prev": 30287,
   "stars_prev_date": "2026-10-26T06:03:37.745Z",
   "readme": {
    "chars": 9009,
    "headings": 15,
    "code_blocks": 6,
    "has_install": true
   },
   "sources": [
    "https://github.com/openai/openai-agents-python",
    "https://api.github.com/repos/openai/openai-agents-python",
    "https://raw.githubusercontent.com/openai/openai-agents-python/main/README.md"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z",
   "releases": {
    "feed_entries": 10,
    "dates": [
     "2026-10-15T02:37:43.000Z",
     "2026-10-02T15:36:24.000Z",
     "2026-10-02T01:08:23.000Z",
     "2026-09-17T22:19:05.000Z",
     "2026-09-09T12:36:10.000Z",
     "2026-09-08T09:18:00.000Z",
     "2026-08-19T13:44:38.000Z",
     "2026-08-16T22:28:55.000Z",
     "2026-08-15T02:49:37.000Z",
     "2026-08-11T03:12:14.000Z"
    ],
    "last_release": "2026-10-15T02:37:43.000Z",
    "in_last_90d": 10,
    "source": "https://github.com/openai/openai-agents-python/releases.atom",
    "fetched_at": "2026-11-02T06:09:50.260Z",
    "last_tag": "v0.24.0",
    "last_tag_url": "https://github.com/openai/openai-agents-python/releases/tag/v0.24.0",
    "last_title": "v0.24.0"
   },
   "issues": {
    "sample": 8,
    "median_hours_to_close": 100.2,
    "source": "https://api.github.com/repos/openai/openai-agents-python/issues?state=closed&per_page=50",
    "fetched_at": "2026-11-02T06:09:50.964Z"
   },
   "github_description": "A lightweight, powerful framework for multi-agent workflows",
   "rank": 42,
   "crank": 12,
   "attributes": {
    "open_source": "yes",
    "open_source_evidence": "GitHub license: MIT",
    "local": "yes",
    "local_evidence": "README: \"pip install\"",
    "hosted": "unknown",
    "hosted_evidence": null,
    "readme_found": true
   },
   "score": 39,
   "category_rank": 12,
   "safety": {
    "label": "orange",
    "reasons": [
     "3 critical-severity known vulnerabilities in runtime dependencies (OSV)"
    ],
    "notes": [
     "3 affected packages only in dev/test/docs manifests, not counted",
     "Telemetry/analytics references in code: telemetry"
    ],
    "commit": "e355d69152d4f4730dfb03b63dbce53e8d9f5d8c",
    "scanned_at": "2026-11-02T06:22:59.788Z"
   }
  },
  {
   "slug": "pydantic-ai",
   "name": "pydantic-ai",
   "repo": "pydantic/pydantic-ai",
   "usecase": "automation",
   "type": "Agent framework",
   "description": "Type-safe Python agent framework from the Pydantic team, works with many models.",
   "homepage": "https://pydantic.dev/pydantic-ai",
   "stars": 20992,
   "forks": 3079,
   "open_issues": 1731,
   "pushed_at": "2026-11-02T04:03:14Z",
   "created_at": "2024-06-21T15:55:04Z",
   "archived": false,
   "license": "MIT",
   "owner_type": "Organization",
   "language": "Python",
   "stars_prev": 20874,
   "stars_prev_date": "2026-10-26T06:03:37.745Z",
   "readme": {
    "chars": 25964,
    "headings": 11,
    "code_blocks": 14,
    "has_install": true
   },
   "sources": [
    "https://github.com/pydantic/pydantic-ai",
    "https://api.github.com/repos/pydantic/pydantic-ai",
    "https://raw.githubusercontent.com/pydantic/pydantic-ai/main/README.md"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z",
   "releases": {
    "feed_entries": 10,
    "dates": [
     "2026-11-01T16:12:49.000Z",
     "2026-10-30T23:27:24.000Z",
     "2026-10-28T00:55:47.000Z",
     "2026-10-27T02:38:43.000Z",
     "2026-10-24T03:13:40.000Z",
     "2026-10-23T01:44:06.000Z",
     "2026-10-21T04:36:13.000Z",
     "2026-10-21T04:36:51.000Z",
     "2026-10-20T04:58:32.000Z",
     "2026-10-20T04:58:47.000Z"
    ],
    "last_release": "2026-11-01T16:12:49.000Z",
    "in_last_90d": 10,
    "source": "https://github.com/pydantic/pydantic-ai/releases.atom",
    "fetched_at": "2026-11-02T06:09:52.765Z",
    "last_tag": "clai2-bleeding",
    "last_tag_url": "https://github.com/pydantic/pydantic-ai/releases/tag/clai2-bleeding",
    "last_title": "CLAI2 bleeding"
   },
   "issues": {
    "sample": 3,
    "median_hours_to_close": 2.8,
    "source": "https://api.github.com/repos/pydantic/pydantic-ai/issues?state=closed&per_page=50",
    "fetched_at": "2026-11-02T06:09:53.596Z"
   },
   "github_description": "How Python does AI. Agents, realtime voice, image generation, embeddings. Every model, every interface, typed end to end.",
   "rank": 31,
   "crank": 6,
   "attributes": {
    "open_source": "yes",
    "open_source_evidence": "GitHub license: MIT",
    "local": "yes",
    "local_evidence": "README: \"uv add\"",
    "hosted": "unknown",
    "hosted_evidence": null,
    "readme_found": true
   },
   "score": 46,
   "category_rank": 6,
   "safety": {
    "label": "orange",
    "reasons": [
     "1 critical-severity known vulnerability in runtime dependencies (OSV)"
    ],
    "notes": [
     "1 affected package only in dev/test/docs manifests, not counted",
     "Telemetry/analytics references in code: telemetry, posthog, amplitude"
    ],
    "commit": "129c94ef2940565af3bc9f638196fcc994d1ed4d",
    "scanned_at": "2026-11-02T06:23:00.819Z"
   }
  },
  {
   "slug": "smolagents",
   "name": "smolagents",
   "repo": "huggingface/smolagents",
   "usecase": "automation",
   "type": "Agent framework",
   "description": "Hugging Face's minimal library for agents that think in code.",
   "homepage": "https://huggingface.co/docs/smolagents",
   "stars": 30181,
   "forks": 3185,
   "open_issues": 1033,
   "pushed_at": "2026-10-29T12:52:33Z",
   "created_at": "2024-12-05T11:28:04Z",
   "archived": false,
   "license": "Apache-2.0",
   "owner_type": "Organization",
   "language": "Python",
   "stars_prev": 30056,
   "stars_prev_date": "2026-10-26T06:03:37.745Z",
   "readme": {
    "chars": 14111,
    "headings": 11,
    "code_blocks": 15,
    "has_install": true
   },
   "sources": [
    "https://github.com/huggingface/smolagents",
    "https://api.github.com/repos/huggingface/smolagents",
    "https://raw.githubusercontent.com/huggingface/smolagents/main/README.md"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z",
   "releases": {
    "feed_entries": 10,
    "dates": [
     "2026-05-29T05:09:47.000Z",
     "2026-05-14T11:38:12.000Z",
     "2026-01-16T05:39:28.000Z",
     "2025-11-17T14:35:02.000Z",
     "2025-09-25T08:47:27.000Z",
     "2025-09-01T14:35:16.000Z",
     "2025-08-20T05:15:23.000Z",
     "2025-08-11T10:52:43.000Z",
     "2025-08-07T13:46:07.000Z",
     "2025-07-10T20:54:39.000Z"
    ],
    "last_release": "2026-05-29T05:09:47.000Z",
    "in_last_90d": 0,
    "source": "https://github.com/huggingface/smolagents/releases.atom",
    "fetched_at": "2026-11-02T06:09:54.994Z",
    "last_tag": "v1.26.0",
    "last_tag_url": "https://github.com/huggingface/smolagents/releases/tag/v1.26.0",
    "last_title": "v1.26.0"
   },
   "issues": {
    "sample": 5,
    "median_hours_to_close": 406,
    "source": "https://api.github.com/repos/huggingface/smolagents/issues?state=closed&per_page=50",
    "fetched_at": "2026-11-02T06:09:55.707Z"
   },
   "github_description": "🤗 smolagents: a barebones library for agents that think in code.",
   "rank": 47,
   "crank": 13,
   "attributes": {
    "open_source": "yes",
    "open_source_evidence": "GitHub license: Apache-2.0",
    "local": "yes",
    "local_evidence": "README: \"pip install\"",
    "hosted": "yes",
    "hosted_evidence": "README: \"managed cloud\"",
    "readme_found": true
   },
   "score": 30,
   "category_rank": 13,
   "safety": {
    "label": "nodeps",
    "reasons": [],
    "notes": [
     "12 affected packages only in dev/test/docs manifests, not counted",
     "osv-scanner only found 2 dev/test/docs manifests, no runtime dependencies to check"
    ],
    "commit": "96f33faaf028479119ec8d34507b47694cf14e34",
    "scanned_at": "2026-11-02T06:23:00.853Z"
   }
  },
  {
   "slug": "adk-python",
   "name": "adk-python",
   "repo": "google/adk-python",
   "usecase": "automation",
   "type": "Agent framework",
   "description": "Google's code-first Python toolkit for building, evaluating and deploying agents.",
   "homepage": "https://google.github.io/adk-docs/",
   "stars": 22079,
   "forks": 4286,
   "open_issues": 439,
   "pushed_at": "2026-11-01T06:44:11Z",
   "created_at": "2025-04-01T20:44:40Z",
   "archived": false,
   "license": "Apache-2.0",
   "owner_type": "Organization",
   "language": "Python",
   "stars_prev": 22008,
   "stars_prev_date": "2026-10-26T06:03:37.745Z",
   "readme": {
    "chars": 9366,
    "headings": 21,
    "code_blocks": 11,
    "has_install": true
   },
   "sources": [
    "https://github.com/google/adk-python",
    "https://api.github.com/repos/google/adk-python",
    "https://raw.githubusercontent.com/google/adk-python/main/README.md"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z",
   "releases": {
    "feed_entries": 10,
    "dates": [
     "2026-10-23T18:08:23.000Z",
     "2026-10-13T16:35:19.000Z",
     "2026-10-08T21:50:37.000Z",
     "2026-09-25T19:00:05.000Z",
     "2026-09-18T18:08:40.000Z",
     "2026-09-15T18:03:42.000Z",
     "2026-10-08T21:50:47.000Z",
     "2026-08-27T21:56:28.000Z",
     "2026-08-26T23:25:15.000Z",
     "2026-08-17T18:28:14.000Z"
    ],
    "last_release": "2026-10-23T18:08:23.000Z",
    "in_last_90d": 10,
    "source": "https://github.com/google/adk-python/releases.atom",
    "fetched_at": "2026-11-02T06:09:56.993Z",
    "last_tag": "v2.13.0",
    "last_tag_url": "https://github.com/google/adk-python/releases/tag/v2.13.0",
    "last_title": "v2.13.0"
   },
   "issues": {
    "sample": 18,
    "median_hours_to_close": 25.8,
    "source": "https://api.github.com/repos/google/adk-python/issues?state=closed&per_page=50",
    "fetched_at": "2026-11-02T06:09:57.721Z"
   },
   "github_description": "An open-source, code-first Python toolkit for building, evaluating, and deploying sophisticated AI agents with flexibility and control.",
   "rank": 36,
   "crank": 9,
   "attributes": {
    "open_source": "yes",
    "open_source_evidence": "GitHub license: Apache-2.0",
    "local": "yes",
    "local_evidence": "README: \"pip install\"",
    "hosted": "unknown",
    "hosted_evidence": null,
    "readme_found": true
   },
   "score": 43,
   "category_rank": 9,
   "safety": {
    "label": "orange",
    "reasons": [
     "2 critical-severity known vulnerabilities in runtime dependencies (OSV)",
     "Skill/agent file instructs piping a remote script into a shell: .agents/skills/adk-setup/SKILL.md — curl -LsSf https://astral.sh/uv/install.sh | sh"
    ],
    "notes": [
     "Telemetry/analytics references in code: telemetry, amplitude"
    ],
    "commit": "95d8610ea3445ce9c6d0cf70aed1a0071ddc1e2f",
    "scanned_at": "2026-11-02T06:23:01.231Z"
   }
  },
  {
   "slug": "mastra",
   "name": "mastra",
   "repo": "mastra-ai/mastra",
   "usecase": "automation",
   "type": "Agent framework",
   "description": "TypeScript framework for AI applications and agents.",
   "homepage": "https://mastra.ai",
   "stars": 29265,
   "forks": 3066,
   "open_issues": 703,
   "pushed_at": "2026-11-02T05:33:22Z",
   "created_at": "2024-08-06T20:44:31Z",
   "archived": false,
   "license": "Apache-2.0 (ee/ excluded)",
   "owner_type": "Organization",
   "language": "TypeScript",
   "stars_prev": 29076,
   "stars_prev_date": "2026-10-26T06:03:37.745Z",
   "readme": {
    "chars": 7195,
    "headings": 9,
    "code_blocks": 2,
    "has_install": true
   },
   "sources": [
    "https://github.com/mastra-ai/mastra",
    "https://api.github.com/repos/mastra-ai/mastra",
    "https://raw.githubusercontent.com/mastra-ai/mastra/main/README.md"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z",
   "releases": {
    "feed_entries": 10,
    "dates": [
     "2026-10-30T23:21:20.000Z",
     "2026-10-30T23:21:21.000Z",
     "2026-10-30T23:21:22.000Z",
     "2026-10-30T23:21:21.000Z",
     "2026-10-30T23:21:22.000Z",
     "2026-10-30T23:21:22.000Z",
     "2026-10-30T23:21:22.000Z",
     "2026-10-30T23:21:22.000Z",
     "2026-10-30T23:21:20.000Z",
     "2026-10-30T23:21:22.000Z"
    ],
    "last_release": "2026-10-30T23:21:22.000Z",
    "in_last_90d": 10,
    "source": "https://github.com/mastra-ai/mastra/releases.atom",
    "fetched_at": "2026-11-02T06:09:58.384Z",
    "last_tag": "@mastra/vercel@1.6.3",
    "last_tag_url": "https://github.com/mastra-ai/mastra/releases/tag/%40mastra%2Fvercel%401.6.3",
    "last_title": "@mastra/vercel@1.6.3"
   },
   "issues": {
    "sample": 4,
    "median_hours_to_close": 41.2,
    "source": "https://api.github.com/repos/mastra-ai/mastra/issues?state=closed&per_page=50",
    "fetched_at": "2026-11-02T06:09:59.110Z"
   },
   "github_description": "Mastra is the modern TypeScript framework for AI-powered applications and agents.",
   "github_license": "NOASSERTION",
   "license_class": "osi",
   "license_source": "https://github.com/mastra-ai/mastra/blob/main/LICENSE.md",
   "license_checked": "2026-10-21",
   "license_short": "Apache-2.0 (ee/ excluded)",
   "rank": 33,
   "crank": 7,
   "attributes": {
    "open_source": "yes",
    "open_source_evidence": "Read from the repo's license file on 2026-10-21: LICENSE.md: Apache License 2.0 for everything outside ee/ directories; ee/ is under the source-available Mastra Enterprise Edition License.",
    "local": "yes",
    "local_evidence": "README: \"npx b\"",
    "hosted": "unknown",
    "hosted_evidence": null,
    "readme_found": true,
    "license_class": "osi",
    "license_source": "https://github.com/mastra-ai/mastra/blob/main/LICENSE.md"
   },
   "score": 44,
   "category_rank": 7,
   "safety": {
    "label": "green",
    "reasons": [],
    "notes": [
     "15 affected packages only in dev/test/docs manifests, not counted",
     "Telemetry/analytics references in code: telemetry, posthog"
    ],
    "commit": "e1e64f072cb20ea1b21ddbf5d5458fd441ed8c7d",
    "scanned_at": "2026-11-02T06:23:04.117Z"
   }
  },
  {
   "slug": "langchain",
   "name": "langchain",
   "repo": "langchain-ai/langchain",
   "usecase": "automation",
   "type": "Agent framework",
   "description": "Widely used framework and platform for building LLM apps and agents.",
   "homepage": "https://docs.langchain.com/langchain/",
   "stars": 148854,
   "forks": 25017,
   "open_issues": 705,
   "pushed_at": "2026-11-02T00:44:56Z",
   "created_at": "2022-10-17T02:58:36Z",
   "archived": false,
   "license": "MIT",
   "owner_type": "Organization",
   "language": "Python",
   "stars_prev": 148470,
   "stars_prev_date": "2026-10-26T06:03:37.745Z",
   "readme": {
    "chars": 5891,
    "headings": 4,
    "code_blocks": 2,
    "has_install": false
   },
   "sources": [
    "https://github.com/langchain-ai/langchain",
    "https://api.github.com/repos/langchain-ai/langchain",
    "https://raw.githubusercontent.com/langchain-ai/langchain/master/README.md"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z",
   "releases": {
    "feed_entries": 10,
    "dates": [
     "2026-10-29T20:56:14.000Z",
     "2026-10-29T19:04:31.000Z",
     "2026-10-28T15:00:04.000Z",
     "2026-10-27T23:48:26.000Z",
     "2026-10-26T23:08:50.000Z",
     "2026-10-22T17:48:17.000Z",
     "2026-10-21T17:31:06.000Z",
     "2026-10-21T20:43:50.000Z",
     "2026-10-21T21:39:18.000Z",
     "2026-10-16T19:28:46.000Z"
    ],
    "last_release": "2026-10-29T20:56:14.000Z",
    "in_last_90d": 10,
    "source": "https://github.com/langchain-ai/langchain/releases.atom",
    "fetched_at": "2026-11-02T06:09:59.898Z",
    "last_tag": "langchain-core==1.7.3",
    "last_tag_url": "https://github.com/langchain-ai/langchain/releases/tag/langchain-core%3D%3D1.7.3",
    "last_title": "langchain-core==1.7.3"
   },
   "issues": {
    "sample": 0,
    "median_hours_to_close": null,
    "source": "https://api.github.com/repos/langchain-ai/langchain/issues?state=closed&per_page=50",
    "fetched_at": "2026-11-02T06:10:00.632Z"
   },
   "github_description": "The agent engineering platform.",
   "rank": 23,
   "crank": 5,
   "attributes": {
    "open_source": "yes",
    "open_source_evidence": "GitHub license: MIT",
    "local": "yes",
    "local_evidence": "README: \"uv add\"",
    "hosted": "unknown",
    "hosted_evidence": null,
    "readme_found": true
   },
   "score": 54,
   "category_rank": 5,
   "safety": {
    "label": "orange",
    "reasons": [
     "7 critical-severity known vulnerabilities in runtime dependencies (OSV)"
    ],
    "notes": [
     "Telemetry/analytics references in code: telemetry"
    ],
    "commit": "aa13e9c0e94c4e9d203a15a5960b91e29088a98a",
    "scanned_at": "2026-11-02T06:23:04.411Z"
   }
  },
  {
   "slug": "dify",
   "name": "dify",
   "repo": "langgenius/dify",
   "usecase": "automation",
   "type": "AI tool",
   "description": "Platform for agentic workflows and RAG pipelines, self-hosted or cloud.",
   "homepage": "https://dify.ai",
   "stars": 160191,
   "forks": 25327,
   "open_issues": 1210,
   "pushed_at": "2026-11-02T05:57:55Z",
   "created_at": "2023-04-12T07:40:24Z",
   "archived": false,
   "license": "Dify Open Source License (modified Apache-2.0)",
   "owner_type": "Organization",
   "language": "Python",
   "stars_prev": 159548,
   "stars_prev_date": "2026-10-26T06:03:37.745Z",
   "readme": {
    "chars": 12007,
    "headings": 12,
    "code_blocks": 1,
    "has_install": true
   },
   "sources": [
    "https://github.com/langgenius/dify",
    "https://api.github.com/repos/langgenius/dify",
    "https://raw.githubusercontent.com/langgenius/dify/main/README.md"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z",
   "releases": {
    "feed_entries": 10,
    "dates": [
     "2026-10-23T06:35:41.000Z",
     "2026-09-10T10:17:09.000Z",
     "2026-09-01T15:49:46.000Z",
     "2026-09-01T15:59:51.000Z",
     "2026-09-01T16:00:43.000Z",
     "2026-07-09T14:06:30.000Z",
     "2026-09-01T16:00:04.000Z",
     "2026-05-19T05:34:25.000Z",
     "2026-05-12T08:19:23.000Z",
     "2026-04-29T04:18:49.000Z"
    ],
    "last_release": "2026-10-23T06:35:41.000Z",
    "in_last_90d": 6,
    "source": "https://github.com/langgenius/dify/releases.atom",
    "fetched_at": "2026-11-02T06:10:12.424Z",
    "last_tag": "1.18.0",
    "last_tag_url": "https://github.com/langgenius/dify/releases/tag/1.18.0",
    "last_title": "v1.18.0 — Smarter Agent Routing, Portable Apps, Deeper Workflow Visibility"
   },
   "issues": {
    "sample": 3,
    "median_hours_to_close": 0.6,
    "source": "https://api.github.com/repos/langgenius/dify/issues?state=closed&per_page=50",
    "fetched_at": "2026-11-02T06:10:13.845Z"
   },
   "github_description": "Build Agentic workflows, RAG pipelines, with rich AI model and tool support on one collaborative workspace. Deploy on cloud, VPC, or self-hosted, so teams move from prototype to production without rebuilding the stack.",
   "github_license": "NOASSERTION",
   "license_class": "source-available",
   "license_source": "https://github.com/langgenius/dify/blob/main/LICENSE",
   "license_checked": "2026-10-21",
   "license_short": "modified Apache-2.0",
   "rank": 20,
   "crank": 4,
   "attributes": {
    "open_source": "source-available",
    "open_source_evidence": "Read from the repo's license file on 2026-10-21: LICENSE: Apache-2.0 with extra conditions: no multi-tenant service without written permission, no removing the logo or copyright from the frontend.",
    "local": "yes",
    "local_evidence": "README: \"docker compose up\"",
    "hosted": "yes",
    "hosted_evidence": "README: \"our Cloud\"",
    "readme_found": true,
    "license_class": "source-available",
    "license_source": "https://github.com/langgenius/dify/blob/main/LICENSE"
   },
   "score": 56,
   "category_rank": 4,
   "safety": {
    "label": "orange",
    "reasons": [
     "1 critical-severity known vulnerability in runtime dependencies (OSV)"
    ],
    "notes": [
     "Telemetry/analytics references in code: telemetry, sentry_sdk, amplitude"
    ],
    "commit": "e59087762fc1dc3418dd7df7133c4e8d26f0f0d0",
    "scanned_at": "2026-11-02T06:23:06.014Z"
   }
  },
  {
   "slug": "openbot",
   "name": "OpenBot",
   "repo": "CopilotKit/OpenBot",
   "usecase": "automation",
   "type": "AI tool",
   "description": "Open-source AI coworkers that each get their own browser, files and tools, with actions logged.",
   "homepage": "https://www.copilotkit.ai/openbot",
   "stars": 9675,
   "forks": 1195,
   "open_issues": 90,
   "pushed_at": "2026-11-01T18:47:13Z",
   "created_at": "2026-08-17T00:44:59Z",
   "archived": false,
   "license": "MIT",
   "owner_type": "Organization",
   "language": "TypeScript",
   "stars_prev": 7135,
   "stars_prev_date": "2026-10-26T06:03:37.745Z",
   "readme": {
    "chars": 33762,
    "headings": 25,
    "code_blocks": 10,
    "has_install": true
   },
   "sources": [
    "https://github.com/CopilotKit/OpenBot",
    "https://api.github.com/repos/CopilotKit/OpenBot",
    "https://raw.githubusercontent.com/CopilotKit/OpenBot/main/README.md"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z",
   "releases": {
    "feed_entries": 10,
    "dates": [
     "2026-10-12T15:19:49.000Z",
     "2026-10-07T12:36:21.000Z",
     "2026-10-06T21:08:30.000Z",
     "2026-10-03T00:45:44.000Z",
     "2026-09-22T04:21:36.000Z",
     "2026-09-21T16:31:51.000Z",
     "2026-09-18T19:27:08.000Z",
     "2026-09-15T19:00:59.000Z",
     "2026-09-14T18:58:31.000Z",
     "2026-09-14T12:18:58.000Z"
    ],
    "last_release": "2026-10-12T15:19:49.000Z",
    "in_last_90d": 10,
    "source": "https://github.com/CopilotKit/OpenBot/releases.atom",
    "fetched_at": "2026-11-02T06:10:14.610Z",
    "last_tag": "v0.2.0",
    "last_tag_url": "https://github.com/CopilotKit/OpenBot/releases/tag/v0.2.0",
    "last_title": "v0.2.0"
   },
   "issues": {
    "sample": 3,
    "median_hours_to_close": 21.6,
    "source": "https://api.github.com/repos/CopilotKit/OpenBot/issues?state=closed&per_page=50",
    "fetched_at": "2026-11-02T06:10:15.268Z"
   },
   "github_description": "Open-source AI coworkers that each get a computer of their own: a browser, files and tools, with every action decided before it happens and recorded after. Bring any AG-UI agent.",
   "rank": 39,
   "crank": 10,
   "attributes": {
    "open_source": "yes",
    "open_source_evidence": "GitHub license: MIT",
    "local": "yes",
    "local_evidence": "README: \"npx c\"",
    "hosted": "yes",
    "hosted_evidence": "README: \"hosted version\"",
    "readme_found": true
   },
   "score": 41,
   "category_rank": 10,
   "safety": {
    "label": "orange",
    "reasons": [
     "5 critical-severity known vulnerabilities in runtime dependencies (OSV)"
    ],
    "notes": [
     "87 affected packages only in dev/test/docs manifests, not counted",
     "Telemetry/analytics references in code: amplitude, telemetry, posthog"
    ],
    "commit": "c396a5f68c817043846f1ca3c2b42061ee73ceb5",
    "scanned_at": "2026-11-02T06:23:06.455Z"
   }
  },
  {
   "slug": "artemis",
   "name": "artemis",
   "repo": "google/artemis",
   "usecase": "automation",
   "type": "AI tool",
   "description": "Google's tool that turns natural-language instructions into Android automation.",
   "homepage": null,
   "stars": 16143,
   "forks": 1762,
   "open_issues": 180,
   "pushed_at": "2026-10-01T21:37:15Z",
   "created_at": "2026-08-13T17:59:37Z",
   "archived": false,
   "license": "Apache-2.0",
   "owner_type": "Organization",
   "language": "Python",
   "stars_prev": 14843,
   "stars_prev_date": "2026-10-26T06:03:37.745Z",
   "readme": {
    "chars": 17747,
    "headings": 24,
    "code_blocks": 8,
    "has_install": true
   },
   "sources": [
    "https://github.com/google/artemis",
    "https://api.github.com/repos/google/artemis",
    "https://raw.githubusercontent.com/google/artemis/main/README.md"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z",
   "releases": {
    "feed_entries": 0,
    "dates": [],
    "last_release": null,
    "in_last_90d": 0,
    "source": "https://github.com/google/artemis/releases.atom",
    "fetched_at": "2026-11-02T06:10:15.530Z"
   },
   "issues": {
    "sample": 9,
    "median_hours_to_close": 77.4,
    "source": "https://api.github.com/repos/google/artemis/issues?state=closed&per_page=50",
    "fetched_at": "2026-11-02T06:10:16.287Z"
   },
   "github_description": "ARTEMIS turns natural-language instructions into reliable Android automation. It automates end-to-end workflows, captures logs, and integrates seamlessly with AI coding assistants such as Antigravity, Codex, and Claude Code.  It also achieves 99%+ success rate on AndroidWorld Benchmark.",
   "rank": 50,
   "crank": 14,
   "attributes": {
    "open_source": "yes",
    "open_source_evidence": "GitHub license: Apache-2.0",
    "local": "yes",
    "local_evidence": "README: \"uv tool install\"",
    "hosted": "unknown",
    "hosted_evidence": null,
    "readme_found": true
   },
   "score": 25,
   "category_rank": 14,
   "safety": {
    "label": "orange",
    "reasons": [
     "7 critical-severity known vulnerabilities in runtime dependencies (OSV)"
    ],
    "notes": [
     "21 affected packages only in dev/test/docs manifests, not counted",
     "Telemetry/analytics references in code: telemetry"
    ],
    "commit": "351ca8422f7b5b54e80a9c1ce03a222e02415b6b",
    "scanned_at": "2026-11-02T06:23:06.617Z"
   }
  },
  {
   "slug": "crawl4ai",
   "name": "crawl4ai",
   "repo": "unclecode/crawl4ai",
   "usecase": "research",
   "type": "AI tool",
   "description": "Open-source crawler that turns any website into clean, LLM-ready Markdown.",
   "homepage": "https://crawl4ai.com",
   "stars": 86744,
   "forks": 9039,
   "open_issues": 309,
   "pushed_at": "2026-11-01T09:18:55Z",
   "created_at": "2024-05-09T09:48:50Z",
   "archived": false,
   "license": "Apache-2.0",
   "owner_type": "User",
   "language": "Python",
   "stars_prev": 86275,
   "stars_prev_date": "2026-10-26T06:03:37.745Z",
   "readme": {
    "chars": 26994,
    "headings": 25,
    "code_blocks": 18,
    "has_install": true
   },
   "sources": [
    "https://github.com/unclecode/crawl4ai",
    "https://api.github.com/repos/unclecode/crawl4ai",
    "https://raw.githubusercontent.com/unclecode/crawl4ai/main/README.md"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z",
   "releases": {
    "feed_entries": 10,
    "dates": [
     "2026-10-14T10:25:39.000Z",
     "2026-10-14T10:23:58.000Z",
     "2026-09-23T12:14:55.000Z",
     "2026-09-23T12:09:09.000Z",
     "2026-08-31T11:34:14.000Z",
     "2026-08-31T10:51:20.000Z",
     "2026-07-15T08:27:27.000Z",
     "2026-07-15T08:24:13.000Z",
     "2026-07-08T14:29:20.000Z",
     "2026-07-08T14:26:44.000Z"
    ],
    "last_release": "2026-10-14T10:25:39.000Z",
    "in_last_90d": 6,
    "source": "https://github.com/unclecode/crawl4ai/releases.atom",
    "fetched_at": "2026-11-02T06:10:16.691Z",
    "last_tag": "v0.9.5",
    "last_tag_url": "https://github.com/unclecode/crawl4ai/releases/tag/v0.9.5",
    "last_title": "Release v0.9.5"
   },
   "issues": {
    "sample": 10,
    "median_hours_to_close": 305.6,
    "source": "https://api.github.com/repos/unclecode/crawl4ai/issues?state=closed&per_page=50",
    "fetched_at": "2026-11-02T06:10:17.509Z"
   },
   "github_description": "Open-source web crawler and scraper for LLMs and AI agents: any website into clean, LLM-ready Markdown. Run it yourself, or use Crawl4AI Cloud with one key. Join our Discord https://discord.gg/VuxzM8mtf",
   "rank": 26,
   "crank": 4,
   "attributes": {
    "open_source": "yes",
    "open_source_evidence": "GitHub license: Apache-2.0",
    "local": "yes",
    "local_evidence": "README: \"pip install\"",
    "hosted": "yes",
    "hosted_evidence": "README: \"Crawl4AI Cloud\"",
    "readme_found": true
   },
   "score": 52,
   "category_rank": 4,
   "safety": {
    "label": "orange",
    "reasons": [
     "29 critical-severity known vulnerabilities in runtime dependencies (OSV)"
    ],
    "notes": [
     "4 affected packages only in dev/test/docs manifests, not counted",
     "Telemetry/analytics references in code: mixpanel, amplitude"
    ],
    "commit": "888299fb5f0b82181897dc0e61bfb4b036f0aea5",
    "scanned_at": "2026-11-02T06:23:06.710Z"
   }
  },
  {
   "slug": "markitdown",
   "name": "markitdown",
   "repo": "microsoft/markitdown",
   "usecase": "research",
   "type": "AI tool",
   "description": "Microsoft's Python tool that converts PDFs and Office files to Markdown for LLMs.",
   "homepage": null,
   "stars": 193454,
   "forks": 14506,
   "open_issues": 784,
   "pushed_at": "2026-10-28T15:33:14Z",
   "created_at": "2024-11-13T19:56:40Z",
   "archived": false,
   "license": "MIT",
   "owner_type": "Organization",
   "language": "Python",
   "stars_prev": 192222,
   "stars_prev_date": "2026-10-26T06:03:37.745Z",
   "readme": {
    "chars": 21058,
    "headings": 30,
    "code_blocks": 29,
    "has_install": true
   },
   "sources": [
    "https://github.com/microsoft/markitdown",
    "https://api.github.com/repos/microsoft/markitdown",
    "https://raw.githubusercontent.com/microsoft/markitdown/main/README.md"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z",
   "releases": {
    "feed_entries": 10,
    "dates": [
     "2026-10-21T19:40:32.000Z",
     "2026-09-21T21:22:51.000Z",
     "2026-09-14T16:57:30.000Z",
     "2026-09-04T03:48:18.000Z",
     "2026-07-29T18:19:15.000Z",
     "2026-05-26T22:42:14.000Z",
     "2026-02-20T19:49:39.000Z",
     "2026-01-08T23:23:05.000Z",
     "2025-12-01T18:20:17.000Z",
     "2025-08-26T22:40:17.000Z"
    ],
    "last_release": "2026-10-21T19:40:32.000Z",
    "in_last_90d": 4,
    "source": "https://github.com/microsoft/markitdown/releases.atom",
    "fetched_at": "2026-11-02T06:10:19.627Z",
    "last_tag": "v0.1.9",
    "last_tag_url": "https://github.com/microsoft/markitdown/releases/tag/v0.1.9",
    "last_title": "Version 0.1.9"
   },
   "issues": {
    "sample": 4,
    "median_hours_to_close": 17.6,
    "source": "https://api.github.com/repos/microsoft/markitdown/issues?state=closed&per_page=50",
    "fetched_at": "2026-11-02T06:10:20.298Z"
   },
   "github_description": "Python tool for converting files and office documents to Markdown.",
   "rank": 22,
   "crank": 3,
   "attributes": {
    "open_source": "yes",
    "open_source_evidence": "GitHub license: MIT",
    "local": "yes",
    "local_evidence": "README: \"pip install\"",
    "hosted": "unknown",
    "hosted_evidence": null,
    "readme_found": true
   },
   "score": 54,
   "category_rank": 3,
   "safety": {
    "label": "nodeps",
    "reasons": [],
    "notes": [
     "Telemetry/analytics references in code: telemetry",
     "osv-scanner found no lockfile or package manifest, so no dependency check was possible"
    ],
    "commit": "7482c092d9c0074a89803c9fdb63a969e7fe17fc",
    "scanned_at": "2026-11-02T06:23:06.723Z"
   }
  },
  {
   "slug": "llama_index",
   "name": "llama_index",
   "repo": "run-llama/llama_index",
   "usecase": "rag-memory",
   "type": "Agent framework",
   "description": "Framework for connecting LLMs to your documents and data (RAG).",
   "homepage": "https://developers.llamaindex.ai",
   "stars": 52777,
   "forks": 8495,
   "open_issues": 1180,
   "pushed_at": "2026-10-26T21:25:10Z",
   "created_at": "2022-11-02T04:24:54Z",
   "archived": false,
   "license": "MIT",
   "owner_type": "Organization",
   "language": "Python",
   "stars_prev": 52668,
   "stars_prev_date": "2026-10-26T06:03:37.745Z",
   "readme": {
    "chars": 11566,
    "headings": 19,
    "code_blocks": 9,
    "has_install": true
   },
   "sources": [
    "https://github.com/run-llama/llama_index",
    "https://api.github.com/repos/run-llama/llama_index",
    "https://raw.githubusercontent.com/run-llama/llama_index/main/README.md"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z",
   "releases": {
    "feed_entries": 10,
    "dates": [
     "2026-09-21T16:22:27.000Z",
     "2026-08-19T18:48:01.000Z",
     "2026-06-24T19:36:43.000Z",
     "2026-05-14T20:22:24.000Z",
     "2026-04-21T00:18:51.000Z",
     "2026-04-03T19:55:51.000Z",
     "2026-03-25T20:59:15.000Z",
     "2026-03-16T19:42:07.000Z",
     "2026-03-10T19:20:35.000Z",
     "2026-02-18T19:06:42.000Z"
    ],
    "last_release": "2026-09-21T16:22:27.000Z",
    "in_last_90d": 2,
    "source": "https://github.com/run-llama/llama_index/releases.atom",
    "fetched_at": "2026-11-02T06:10:24.446Z",
    "last_tag": "v0.14.25",
    "last_tag_url": "https://github.com/run-llama/llama_index/releases/tag/v0.14.25",
    "last_title": "v0.14.25"
   },
   "issues": {
    "sample": 5,
    "median_hours_to_close": 29.1,
    "source": "https://api.github.com/repos/run-llama/llama_index/issues?state=closed&per_page=50",
    "fetched_at": "2026-11-02T06:10:25.963Z"
   },
   "github_description": "LlamaIndex is the document processing platform for AI",
   "rank": 35,
   "crank": 3,
   "attributes": {
    "open_source": "yes",
    "open_source_evidence": "GitHub license: MIT",
    "local": "yes",
    "local_evidence": "README: \"pip install\"",
    "hosted": "yes",
    "hosted_evidence": "README: \"Sign up for \"",
    "readme_found": true
   },
   "score": 43,
   "category_rank": 3,
   "safety": {
    "label": "orange",
    "reasons": [
     "39 critical-severity known vulnerabilities in runtime dependencies (OSV)"
    ],
    "notes": [
     "5 affected packages only in dev/test/docs manifests, not counted",
     "Telemetry/analytics references in code: telemetry"
    ],
    "commit": "619d74664e8404612038bc15a1a40c686037277c",
    "scanned_at": "2026-11-02T06:23:07.221Z"
   }
  },
  {
   "slug": "ragflow",
   "name": "ragflow",
   "repo": "infiniflow/ragflow",
   "usecase": "rag-memory",
   "type": "AI tool",
   "description": "Open-source RAG engine with agent features and deep document understanding.",
   "homepage": "https://ragflow.io",
   "stars": 93321,
   "forks": 11202,
   "open_issues": 1322,
   "pushed_at": "2026-11-02T05:10:42Z",
   "created_at": "2023-12-12T06:13:13Z",
   "archived": false,
   "license": "Apache-2.0",
   "owner_type": "Organization",
   "language": "Go",
   "stars_prev": 92871,
   "stars_prev_date": "2026-10-26T06:03:37.745Z",
   "readme": {
    "chars": 17009,
    "headings": 20,
    "code_blocks": 20,
    "has_install": true
   },
   "sources": [
    "https://github.com/infiniflow/ragflow",
    "https://api.github.com/repos/infiniflow/ragflow",
    "https://raw.githubusercontent.com/infiniflow/ragflow/main/README.md"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z",
   "releases": {
    "feed_entries": 10,
    "dates": [
     "2026-11-01T13:10:56.000Z",
     "2026-10-30T13:09:33.000Z",
     "2026-10-30T11:04:17.000Z",
     "2026-10-30T09:07:38.000Z",
     "2026-10-30T06:51:10.000Z",
     "2026-10-30T03:54:21.000Z",
     "2026-10-29T14:07:36.000Z",
     "2026-10-29T02:46:12.000Z",
     "2026-10-29T07:30:34.000Z",
     "2026-10-29T03:35:50.000Z"
    ],
    "last_release": "2026-11-01T13:10:56.000Z",
    "in_last_90d": 10,
    "source": "https://github.com/infiniflow/ragflow/releases.atom",
    "fetched_at": "2026-11-02T06:10:28.188Z",
    "last_tag": "nightly",
    "last_tag_url": "https://github.com/infiniflow/ragflow/releases/tag/nightly",
    "last_title": "nightly"
   },
   "issues": {
    "sample": 3,
    "median_hours_to_close": 39.9,
    "source": "https://api.github.com/repos/infiniflow/ragflow/issues?state=closed&per_page=50",
    "fetched_at": "2026-11-02T06:10:28.928Z"
   },
   "github_description": "RAGFlow is a leading open-source Retrieval-Augmented Generation (RAG) engine that fuses cutting-edge RAG with Agent capabilities to create a superior context layer for LLMs",
   "rank": 6,
   "crank": 1,
   "attributes": {
    "open_source": "yes",
    "open_source_evidence": "GitHub license: Apache-2.0",
    "local": "unknown",
    "local_evidence": null,
    "hosted": "yes",
    "hosted_evidence": "README: \"our cloud\"",
    "readme_found": true
   },
   "score": 69,
   "category_rank": 1,
   "safety": {
    "label": "orange",
    "reasons": [
     "3 critical-severity known vulnerabilities in runtime dependencies (OSV)"
    ],
    "notes": [
     "31 affected packages only in dev/test/docs manifests, not counted",
     "Telemetry/analytics references in code: telemetry"
    ],
    "commit": "62b94c03a20c522b3914246442e15251296a6155",
    "scanned_at": "2026-11-02T06:23:08.063Z"
   }
  },
  {
   "slug": "mem0",
   "name": "mem0",
   "repo": "mem0ai/mem0",
   "usecase": "rag-memory",
   "type": "AI tool",
   "description": "Memory layer that gives AI agents and apps long-term, persistent context.",
   "homepage": "https://mem0.ai",
   "stars": 68260,
   "forks": 8099,
   "open_issues": 898,
   "pushed_at": "2026-10-30T21:36:23Z",
   "created_at": "2023-06-20T08:58:36Z",
   "archived": false,
   "license": "Apache-2.0",
   "owner_type": "Organization",
   "language": "Python",
   "stars_prev": 67817,
   "stars_prev_date": "2026-10-26T06:03:37.745Z",
   "readme": {
    "chars": 12266,
    "headings": 22,
    "code_blocks": 10,
    "has_install": true
   },
   "sources": [
    "https://github.com/mem0ai/mem0",
    "https://api.github.com/repos/mem0ai/mem0",
    "https://raw.githubusercontent.com/mem0ai/mem0/main/README.md"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z",
   "releases": {
    "feed_entries": 10,
    "dates": [
     "2026-09-25T17:35:20.000Z",
     "2026-09-25T17:36:35.000Z",
     "2026-09-23T19:03:48.000Z",
     "2026-09-23T19:05:42.000Z",
     "2026-09-23T19:12:34.000Z",
     "2026-09-23T19:09:01.000Z",
     "2026-09-23T19:11:05.000Z",
     "2026-09-23T19:13:43.000Z",
     "2026-09-18T11:23:39.000Z",
     "2026-09-18T11:11:00.000Z"
    ],
    "last_release": "2026-09-25T17:36:35.000Z",
    "in_last_90d": 10,
    "source": "https://github.com/mem0ai/mem0/releases.atom",
    "fetched_at": "2026-11-02T06:10:29.457Z",
    "last_tag": "ts-v3.3.1",
    "last_tag_url": "https://github.com/mem0ai/mem0/releases/tag/ts-v3.3.1",
    "last_title": "Mem0 Node SDK (v3.3.1)"
   },
   "issues": {
    "sample": 0,
    "median_hours_to_close": null,
    "source": "https://api.github.com/repos/mem0ai/mem0/issues?state=closed&per_page=50",
    "fetched_at": "2026-11-02T06:10:30.231Z"
   },
   "github_description": "The Memory Layer for AI Agents - Drop-in memory infrastructure for AI agents and apps. Context that persists. Built for production.",
   "rank": 21,
   "crank": 2,
   "attributes": {
    "open_source": "yes",
    "open_source_evidence": "GitHub license: Apache-2.0",
    "local": "yes",
    "local_evidence": "README: \"pip install\"",
    "hosted": "yes",
    "hosted_evidence": "README: \"managed service\"",
    "readme_found": true
   },
   "score": 55,
   "category_rank": 2,
   "safety": {
    "label": "orange",
    "reasons": [
     "18 critical-severity known vulnerabilities in runtime dependencies (OSV)",
     "Skill/agent file instructs piping a remote script into a shell: skills/mem0-oss-to-platform/references/gotchas.md — curl -fsSL https://raw.githubusercontent.com/mem0ai/mem0/main/scripts/oss-to-platform-migrate.sh | bash"
    ],
    "notes": [
     "2 affected packages only in dev/test/docs manifests, not counted",
     "Telemetry/analytics references in code: telemetry, posthog"
    ],
    "commit": "753496cf1435d76c3a711f3af51303f7fdcb6420",
    "scanned_at": "2026-11-02T06:23:08.221Z"
   }
  },
  {
   "slug": "llama.cpp",
   "name": "llama.cpp",
   "repo": "ggml-org/llama.cpp",
   "usecase": "local-ai",
   "type": "AI tool",
   "description": "Fast LLM inference in C/C++, the engine behind many local AI apps.",
   "homepage": "https://llama.app",
   "stars": 133105,
   "forks": 25043,
   "open_issues": 2599,
   "pushed_at": "2026-11-02T04:18:23Z",
   "created_at": "2023-03-10T18:58:00Z",
   "archived": false,
   "license": "MIT",
   "owner_type": "Organization",
   "language": "C++",
   "stars_prev": 132377,
   "stars_prev_date": "2026-10-26T06:03:37.745Z",
   "readme": {
    "chars": 7670,
    "headings": 11,
    "code_blocks": 2,
    "has_install": true
   },
   "sources": [
    "https://github.com/ggml-org/llama.cpp",
    "https://api.github.com/repos/ggml-org/llama.cpp",
    "https://raw.githubusercontent.com/ggml-org/llama.cpp/master/README.md"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z",
   "releases": {
    "feed_entries": 10,
    "dates": [
     "2026-11-01T17:23:40.000Z",
     "2026-11-01T09:04:46.000Z",
     "2026-11-01T07:45:44.000Z",
     "2026-11-01T07:19:38.000Z",
     "2026-11-01T07:00:38.000Z",
     "2026-11-01T06:45:00.000Z",
     "2026-11-01T06:23:23.000Z",
     "2026-10-31T22:30:49.000Z",
     "2026-10-31T21:38:51.000Z",
     "2026-10-31T19:22:28.000Z"
    ],
    "last_release": "2026-11-01T17:23:40.000Z",
    "in_last_90d": 10,
    "source": "https://github.com/ggml-org/llama.cpp/releases.atom",
    "fetched_at": "2026-11-02T06:10:31.759Z",
    "last_tag": "b12033",
    "last_tag_url": "https://github.com/ggml-org/llama.cpp/releases/tag/b12033",
    "last_title": "b12033"
   },
   "issues": {
    "sample": 2,
    "median_hours_to_close": 0.9,
    "source": "https://api.github.com/repos/ggml-org/llama.cpp/issues?state=closed&per_page=50",
    "fetched_at": "2026-11-02T06:10:32.408Z"
   },
   "github_description": "LLM inference in C/C++",
   "rank": 9,
   "crank": 4,
   "attributes": {
    "open_source": "yes",
    "open_source_evidence": "GitHub license: MIT",
    "local": "yes",
    "local_evidence": "README: \"curl -LsSf https://llama.app/install.sh | sh\"",
    "hosted": "unknown",
    "hosted_evidence": null,
    "readme_found": true
   },
   "score": 68,
   "category_rank": 4,
   "safety": {
    "label": "orange",
    "reasons": [
     "12 critical-severity known vulnerabilities in runtime dependencies (OSV)"
    ],
    "notes": [
     "21 affected packages only in dev/test/docs manifests, not counted",
     "Telemetry/analytics references in code: amplitude"
    ],
    "commit": "785322d17f2d51e5185cf996a1f4e46d87640841",
    "scanned_at": "2026-11-02T06:23:08.371Z"
   }
  },
  {
   "slug": "vllm",
   "name": "vllm",
   "repo": "vllm-project/vllm",
   "usecase": "local-ai",
   "type": "AI tool",
   "description": "High-throughput, memory-efficient engine for serving LLMs.",
   "homepage": "https://vllm.ai",
   "stars": 96100,
   "forks": 24281,
   "open_issues": 9734,
   "pushed_at": "2026-11-02T05:33:44Z",
   "created_at": "2023-02-09T11:23:20Z",
   "archived": false,
   "license": "Apache-2.0",
   "owner_type": "Organization",
   "language": "Python",
   "stars_prev": 95531,
   "stars_prev_date": "2026-10-26T06:03:37.745Z",
   "readme": {
    "chars": 5770,
    "headings": 6,
    "code_blocks": 2,
    "has_install": true
   },
   "sources": [
    "https://github.com/vllm-project/vllm",
    "https://api.github.com/repos/vllm-project/vllm",
    "https://raw.githubusercontent.com/vllm-project/vllm/main/README.md"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z",
   "releases": {
    "feed_entries": 10,
    "dates": [
     "2026-11-01T09:21:10.000Z",
     "2026-10-31T07:15:45.000Z",
     "2026-10-30T09:10:43.000Z",
     "2026-10-28T09:31:23.000Z",
     "2026-10-26T17:59:24.000Z",
     "2026-10-18T09:26:56.000Z",
     "2026-10-18T10:23:45.000Z",
     "2026-10-17T00:25:45.000Z",
     "2026-10-15T09:50:46.000Z",
     "2026-10-14T23:29:34.000Z"
    ],
    "last_release": "2026-11-01T09:21:10.000Z",
    "in_last_90d": 10,
    "source": "https://github.com/vllm-project/vllm/releases.atom",
    "fetched_at": "2026-11-02T06:10:34.324Z",
    "last_tag": "v0.33.0",
    "last_tag_url": "https://github.com/vllm-project/vllm/releases/tag/v0.33.0",
    "last_title": "v0.33.0"
   },
   "issues": {
    "sample": 0,
    "median_hours_to_close": null,
    "source": "https://api.github.com/repos/vllm-project/vllm/issues?state=closed&per_page=50",
    "fetched_at": "2026-11-02T06:10:35.017Z"
   },
   "github_description": "A high-throughput and memory-efficient inference and serving engine for LLMs",
   "rank": 24,
   "crank": 5,
   "attributes": {
    "open_source": "yes",
    "open_source_evidence": "GitHub license: Apache-2.0",
    "local": "yes",
    "local_evidence": "README: \"pip install\"",
    "hosted": "unknown",
    "hosted_evidence": null,
    "readme_found": true
   },
   "score": 54,
   "category_rank": 5,
   "safety": {
    "label": "orange",
    "reasons": [
     "Skill/agent file instructs piping a remote script into a shell: AGENTS.md — curl -LsSf https://astral.sh/uv/install.sh | sh"
    ],
    "notes": [
     "4 affected packages only in dev/test/docs manifests, not counted",
     "Telemetry/analytics references in code: telemetry, amplitude"
    ],
    "commit": "0e5b2ba118cfb3763a3640942e02dd8d93e8ed6c",
    "scanned_at": "2026-11-02T06:23:09.703Z"
   }
  },
  {
   "slug": "open-webui",
   "name": "open-webui",
   "repo": "open-webui/open-webui",
   "usecase": "local-ai",
   "type": "AI tool",
   "description": "Self-hosted ChatGPT-style web interface for Ollama and OpenAI-compatible APIs.",
   "homepage": "https://openwebui.com",
   "stars": 157502,
   "forks": 22903,
   "open_issues": 165,
   "pushed_at": "2026-11-02T03:47:37Z",
   "created_at": "2023-10-06T22:08:27Z",
   "archived": false,
   "license": "Open WebUI License",
   "owner_type": "Organization",
   "language": "Python",
   "stars_prev": 156767,
   "stars_prev_date": "2026-10-26T06:03:37.745Z",
   "readme": {
    "chars": 18189,
    "headings": 19,
    "code_blocks": 11,
    "has_install": true
   },
   "sources": [
    "https://github.com/open-webui/open-webui",
    "https://api.github.com/repos/open-webui/open-webui",
    "https://raw.githubusercontent.com/open-webui/open-webui/main/README.md"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z",
   "releases": {
    "feed_entries": 10,
    "dates": [
     "2026-10-29T09:08:03.000Z",
     "2026-10-25T08:07:13.000Z",
     "2026-10-16T11:46:21.000Z",
     "2026-10-14T21:07:29.000Z",
     "2026-10-14T16:18:56.000Z",
     "2026-10-10T21:17:46.000Z",
     "2026-09-21T19:25:21.000Z",
     "2026-08-31T14:55:53.000Z",
     "2026-08-31T05:48:23.000Z",
     "2026-08-25T21:17:57.000Z"
    ],
    "last_release": "2026-10-29T09:08:03.000Z",
    "in_last_90d": 10,
    "source": "https://github.com/open-webui/open-webui/releases.atom",
    "fetched_at": "2026-11-02T06:10:38.509Z",
    "last_tag": "v0.12.5",
    "last_tag_url": "https://github.com/open-webui/open-webui/releases/tag/v0.12.5",
    "last_title": "v0.12.5"
   },
   "issues": {
    "sample": 4,
    "median_hours_to_close": 3.2,
    "source": "https://api.github.com/repos/open-webui/open-webui/issues?state=closed&per_page=50",
    "fetched_at": "2026-11-02T06:10:39.286Z"
   },
   "github_description": "User-friendly AI Interface (Supports Ollama, OpenAI API, ...)",
   "github_license": "NOASSERTION",
   "license_class": "source-available",
   "license_source": "https://github.com/open-webui/open-webui/blob/main/LICENSE",
   "license_checked": "2026-10-21",
   "license_short": "Open WebUI License",
   "rank": 8,
   "crank": 3,
   "attributes": {
    "open_source": "source-available",
    "open_source_evidence": "Read from the repo's license file on 2026-10-21: LICENSE: BSD-3-Clause-style terms plus a clause forbidding removal of Open WebUI branding above 50 users per 30 days without permission or an enterprise license. Older code: BSD-3-Clause (LICENSE_HISTORY).",
    "local": "yes",
    "local_evidence": "README: \"pip install\"",
    "hosted": "unknown",
    "hosted_evidence": null,
    "readme_found": true,
    "license_class": "source-available",
    "license_source": "https://github.com/open-webui/open-webui/blob/main/LICENSE"
   },
   "score": 68,
   "category_rank": 3,
   "safety": {
    "label": "orange",
    "reasons": [
     "13 critical-severity known vulnerabilities in runtime dependencies (OSV)"
    ],
    "notes": [
     "14 affected packages only in dev/test/docs manifests, not counted",
     "Telemetry/analytics references in code: telemetry"
    ],
    "commit": "f7ac7ee10962ddec0017f5c29b6740d9b9c5faca",
    "scanned_at": "2026-11-02T06:23:10.052Z"
   }
  },
  {
   "slug": "lobehub",
   "name": "lobehub",
   "repo": "lobehub/lobehub",
   "usecase": "local-ai",
   "type": "AI tool",
   "description": "Open-source AI chat and agent workspace for organising and running your AI agents.",
   "homepage": "https://lobehub.com",
   "stars": 83689,
   "forks": 16028,
   "open_issues": 1193,
   "pushed_at": "2026-11-02T06:07:05Z",
   "created_at": "2023-05-21T07:19:12Z",
   "archived": false,
   "license": "LobeHub Community License",
   "owner_type": "Organization",
   "language": "TypeScript",
   "stars_prev": 83494,
   "stars_prev_date": "2026-10-26T06:03:37.745Z",
   "readme": {
    "chars": 43642,
    "headings": 18,
    "code_blocks": 4,
    "has_install": true
   },
   "sources": [
    "https://github.com/lobehub/lobehub",
    "https://api.github.com/repos/lobehub/lobehub",
    "https://raw.githubusercontent.com/lobehub/lobehub/canary/README.md"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z",
   "releases": {
    "feed_entries": 10,
    "dates": [
     "2026-11-01T11:10:34.000Z",
     "2026-11-01T09:29:09.000Z",
     "2026-11-01T10:18:45.000Z",
     "2026-11-01T11:49:44.000Z",
     "2026-11-01T10:16:24.000Z",
     "2026-11-01T07:53:27.000Z",
     "2026-10-31T06:26:18.000Z",
     "2026-10-29T10:12:51.000Z",
     "2026-10-29T09:10:01.000Z",
     "2026-10-31T13:15:13.000Z"
    ],
    "last_release": "2026-11-01T11:49:44.000Z",
    "in_last_90d": 10,
    "source": "https://github.com/lobehub/lobehub/releases.atom",
    "fetched_at": "2026-11-02T06:10:41.050Z",
    "last_tag": "v0.0.0-nightly.pr22067.37667",
    "last_tag_url": "https://github.com/lobehub/lobehub/releases/tag/v0.0.0-nightly.pr22067.37667",
    "last_title": "PR Build v0.0.0-nightly.pr22067.37667"
   },
   "issues": {
    "sample": 1,
    "median_hours_to_close": 32.3,
    "source": "https://api.github.com/repos/lobehub/lobehub/issues?state=closed&per_page=50",
    "fetched_at": "2026-11-02T06:10:41.759Z"
   },
   "github_description": "🤯 LobeHub is your Chief Agent Operator, organizing your agents into 7×24 operations by hiring, scheduling, and reporting on your entire AI team.",
   "github_license": "NOASSERTION",
   "license_class": "source-available",
   "license_source": "https://github.com/lobehub/lobehub/blob/canary/LICENSE",
   "license_checked": "2026-10-21",
   "license_short": "LobeHub Community License",
   "rank": 7,
   "crank": 2,
   "attributes": {
    "open_source": "source-available",
    "open_source_evidence": "Read from the repo's license file on 2026-10-21: LICENSE: Apache-2.0 plus a condition that distributing a derivative work requires a commercial license.",
    "local": "yes",
    "local_evidence": "README: \"docker compose up\"",
    "hosted": "yes",
    "hosted_evidence": "README: \"Hosted Version\"",
    "readme_found": true,
    "license_class": "source-available",
    "license_source": "https://github.com/lobehub/lobehub/blob/canary/LICENSE"
   },
   "score": 69,
   "category_rank": 2,
   "safety": {
    "label": "orange",
    "reasons": [
     "3 critical-severity known vulnerabilities in runtime dependencies (OSV)"
    ],
    "notes": [
     "9 affected packages only in dev/test/docs manifests, not counted",
     "Telemetry/analytics references in code: telemetry, posthog"
    ],
    "commit": "73f7f1bfee62a79a8d462b59f6e2875d39c05630",
    "scanned_at": "2026-11-02T06:23:12.872Z"
   }
  }
 ],
 "models": [
  {
   "id": "openai/gpt-oss-120b",
   "name": "gpt-oss-120b",
   "org": "openai",
   "license": "apache-2.0",
   "downloads_30d": 2549284,
   "likes": 5478,
   "created_at": "2025-08-04T22:33:06.000Z",
   "last_modified": "2025-08-26T17:25:03.000Z",
   "gated": false,
   "context_tokens_config": 131072,
   "price_per_m_tokens": null,
   "benchmarks": null,
   "sources": [
    "https://huggingface.co/openai/gpt-oss-120b",
    "https://huggingface.co/api/models/openai/gpt-oss-120b",
    "https://huggingface.co/openai/gpt-oss-120b/raw/main/config.json"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z"
  },
  {
   "id": "deepseek-ai/DeepSeek-V3.1",
   "name": "DeepSeek-V3.1",
   "org": "deepseek-ai",
   "license": "mit",
   "downloads_30d": 271373,
   "likes": 864,
   "created_at": "2025-08-21T02:37:52.000Z",
   "last_modified": "2025-09-05T11:30:15.000Z",
   "gated": false,
   "context_tokens_config": 163840,
   "price_per_m_tokens": null,
   "benchmarks": null,
   "sources": [
    "https://huggingface.co/deepseek-ai/DeepSeek-V3.1",
    "https://huggingface.co/api/models/deepseek-ai/DeepSeek-V3.1",
    "https://huggingface.co/deepseek-ai/DeepSeek-V3.1/raw/main/config.json"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z"
  },
  {
   "id": "Qwen/Qwen3-235B-A22B-Instruct-2507",
   "name": "Qwen3-235B-A22B-Instruct-2507",
   "org": "Qwen",
   "license": "apache-2.0",
   "downloads_30d": 107507,
   "likes": 814,
   "created_at": "2025-07-21T06:46:56.000Z",
   "last_modified": "2025-09-17T06:52:55.000Z",
   "gated": false,
   "context_tokens_config": 262144,
   "price_per_m_tokens": null,
   "benchmarks": null,
   "sources": [
    "https://huggingface.co/Qwen/Qwen3-235B-A22B-Instruct-2507",
    "https://huggingface.co/api/models/Qwen/Qwen3-235B-A22B-Instruct-2507",
    "https://huggingface.co/Qwen/Qwen3-235B-A22B-Instruct-2507/raw/main/config.json"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z"
  },
  {
   "id": "google/gemma-3-27b-it",
   "name": "gemma-3-27b-it",
   "org": "google",
   "license": "gemma",
   "downloads_30d": 351339,
   "likes": 2063,
   "created_at": "2025-03-01T19:10:19.000Z",
   "last_modified": "2025-03-21T20:29:02.000Z",
   "gated": "manual",
   "context_tokens_config": null,
   "price_per_m_tokens": null,
   "benchmarks": null,
   "sources": [
    "https://huggingface.co/google/gemma-3-27b-it",
    "https://huggingface.co/api/models/google/gemma-3-27b-it",
    "https://huggingface.co/google/gemma-3-27b-it/raw/main/config.json"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z"
  },
  {
   "id": "mistralai/Mistral-Small-3.2-24B-Instruct-2506",
   "name": "Mistral-Small-3.2-24B-Instruct-2506",
   "org": "mistralai",
   "license": "apache-2.0",
   "downloads_30d": 122835,
   "likes": 643,
   "created_at": "2025-06-19T17:41:13.000Z",
   "last_modified": "2025-12-22T10:16:55.000Z",
   "gated": false,
   "context_tokens_config": 131072,
   "price_per_m_tokens": null,
   "benchmarks": null,
   "sources": [
    "https://huggingface.co/mistralai/Mistral-Small-3.2-24B-Instruct-2506",
    "https://huggingface.co/api/models/mistralai/Mistral-Small-3.2-24B-Instruct-2506",
    "https://huggingface.co/mistralai/Mistral-Small-3.2-24B-Instruct-2506/raw/main/config.json"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z"
  },
  {
   "id": "meta-llama/Llama-4-Scout-17B-16E-Instruct",
   "name": "Llama-4-Scout-17B-16E-Instruct",
   "org": "meta-llama",
   "license": "other",
   "downloads_30d": 105698,
   "likes": 1381,
   "created_at": "2025-04-02T13:34:17.000Z",
   "last_modified": "2025-05-22T23:44:50.000Z",
   "gated": "manual",
   "context_tokens_config": null,
   "price_per_m_tokens": null,
   "benchmarks": null,
   "sources": [
    "https://huggingface.co/meta-llama/Llama-4-Scout-17B-16E-Instruct",
    "https://huggingface.co/api/models/meta-llama/Llama-4-Scout-17B-16E-Instruct",
    "https://huggingface.co/meta-llama/Llama-4-Scout-17B-16E-Instruct/raw/main/config.json"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z"
  },
  {
   "id": "moonshotai/Kimi-K2-Instruct",
   "name": "Kimi-K2-Instruct",
   "org": "moonshotai",
   "license": "other",
   "downloads_30d": 314569,
   "likes": 3008,
   "created_at": "2025-07-11T00:55:12.000Z",
   "last_modified": "2026-04-23T02:08:36.000Z",
   "gated": false,
   "context_tokens_config": 131072,
   "price_per_m_tokens": null,
   "benchmarks": null,
   "sources": [
    "https://huggingface.co/moonshotai/Kimi-K2-Instruct",
    "https://huggingface.co/api/models/moonshotai/Kimi-K2-Instruct",
    "https://huggingface.co/moonshotai/Kimi-K2-Instruct/raw/main/config.json"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z"
  },
  {
   "id": "Qwen/Qwen3.8-27B",
   "name": "Qwen3.8-27B",
   "org": "Qwen",
   "license": "apache-2.0",
   "downloads_30d": 7892866,
   "likes": 18945,
   "created_at": "2026-08-05T08:22:59.000Z",
   "last_modified": "2026-08-14T15:00:01.000Z",
   "gated": false,
   "context_tokens_config": 262144,
   "price_per_m_tokens": null,
   "benchmarks": null,
   "sources": [
    "https://huggingface.co/Qwen/Qwen3.8-27B",
    "https://huggingface.co/api/models/Qwen/Qwen3.8-27B",
    "https://huggingface.co/Qwen/Qwen3.8-27B/raw/main/config.json"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z"
  },
  {
   "id": "Qwen/Qwen3.8-Flash-Next",
   "name": "Qwen3.8-Flash-Next",
   "org": "Qwen",
   "license": "other",
   "downloads_30d": 4029520,
   "likes": 6697,
   "created_at": "2026-08-24T08:24:59.000Z",
   "last_modified": "2026-08-27T05:03:36.000Z",
   "gated": false,
   "context_tokens_config": 262144,
   "price_per_m_tokens": null,
   "benchmarks": null,
   "sources": [
    "https://huggingface.co/Qwen/Qwen3.8-Flash-Next",
    "https://huggingface.co/api/models/Qwen/Qwen3.8-Flash-Next",
    "https://huggingface.co/Qwen/Qwen3.8-Flash-Next/raw/main/config.json"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z"
  },
  {
   "id": "deepseek-ai/DeepSeek-V4.1-Flash",
   "name": "DeepSeek-V4.1-Flash",
   "org": "deepseek-ai",
   "license": "mit",
   "downloads_30d": 2127615,
   "likes": 4838,
   "created_at": "2026-09-10T02:17:58.000Z",
   "last_modified": "2026-10-16T09:27:28.000Z",
   "gated": false,
   "context_tokens_config": 1048576,
   "price_per_m_tokens": null,
   "benchmarks": null,
   "sources": [
    "https://huggingface.co/deepseek-ai/DeepSeek-V4.1-Flash",
    "https://huggingface.co/api/models/deepseek-ai/DeepSeek-V4.1-Flash",
    "https://huggingface.co/deepseek-ai/DeepSeek-V4.1-Flash/raw/main/config.json"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z"
  },
  {
   "id": "google/embeddinggemma-2",
   "name": "embeddinggemma-2",
   "org": "google",
   "license": "apache-2.0",
   "downloads_30d": 387707,
   "likes": 3067,
   "created_at": "2026-09-14T14:53:42.000Z",
   "last_modified": "2026-10-28T07:19:46.000Z",
   "gated": false,
   "context_tokens_config": 262144,
   "price_per_m_tokens": null,
   "benchmarks": null,
   "sources": [
    "https://huggingface.co/google/embeddinggemma-2",
    "https://huggingface.co/api/models/google/embeddinggemma-2",
    "https://huggingface.co/google/embeddinggemma-2/raw/main/config.json"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z"
  },
  {
   "id": "Lightricks/LTX-2.5",
   "name": "LTX-2.5",
   "org": "Lightricks",
   "license": "other",
   "downloads_30d": 2431846,
   "likes": 10243,
   "created_at": "2026-07-23T07:55:24.000Z",
   "last_modified": "2026-10-11T07:00:53.000Z",
   "gated": "auto",
   "context_tokens_config": null,
   "price_per_m_tokens": null,
   "benchmarks": null,
   "sources": [
    "https://huggingface.co/Lightricks/LTX-2.5",
    "https://huggingface.co/api/models/Lightricks/LTX-2.5",
    "https://huggingface.co/Lightricks/LTX-2.5/raw/main/config.json"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z"
  },
  {
   "id": "Qwen/Qwen-Image-2.1",
   "name": "Qwen-Image-2.1",
   "org": "Qwen",
   "license": "other",
   "downloads_30d": 217429,
   "likes": 3521,
   "created_at": "2026-09-14T03:47:26.000Z",
   "last_modified": "2026-09-30T02:14:09.000Z",
   "gated": false,
   "context_tokens_config": null,
   "price_per_m_tokens": null,
   "benchmarks": null,
   "sources": [
    "https://huggingface.co/Qwen/Qwen-Image-2.1",
    "https://huggingface.co/api/models/Qwen/Qwen-Image-2.1",
    "https://huggingface.co/Qwen/Qwen-Image-2.1/raw/main/config.json"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z"
  },
  {
   "id": "LiquidAI/LFM2.5-24B-A2B",
   "name": "LFM2.5-24B-A2B",
   "org": "LiquidAI",
   "license": "other",
   "downloads_30d": 30495,
   "likes": 596,
   "created_at": "2026-10-12T05:35:46.000Z",
   "last_modified": "2026-10-21T01:14:14.000Z",
   "gated": false,
   "context_tokens_config": 131072,
   "price_per_m_tokens": null,
   "benchmarks": null,
   "sources": [
    "https://huggingface.co/LiquidAI/LFM2.5-24B-A2B",
    "https://huggingface.co/api/models/LiquidAI/LFM2.5-24B-A2B",
    "https://huggingface.co/LiquidAI/LFM2.5-24B-A2B/raw/main/config.json"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z"
  },
  {
   "id": "openbmb/MiniCPM-V-4.7-35B-A3B",
   "name": "MiniCPM-V-4.7-35B-A3B",
   "org": "openbmb",
   "license": "apache-2.0",
   "downloads_30d": 422545,
   "likes": 1107,
   "created_at": "2026-10-07T07:07:30.000Z",
   "last_modified": "2026-10-30T08:56:24.000Z",
   "gated": false,
   "context_tokens_config": 262144,
   "price_per_m_tokens": null,
   "benchmarks": null,
   "sources": [
    "https://huggingface.co/openbmb/MiniCPM-V-4.7-35B-A3B",
    "https://huggingface.co/api/models/openbmb/MiniCPM-V-4.7-35B-A3B",
    "https://huggingface.co/openbmb/MiniCPM-V-4.7-35B-A3B/raw/main/config.json"
   ],
   "fetched_at": "2026-11-02T06:08:26.085Z"
  }
 ],
 "frontier_models": [
  {
   "provider": "OpenAI",
   "name": "GPT-6 Astra",
   "api_id": "gpt-6-astra",
   "released": "2026-09-03",
   "weights": "closed",
   "license": "Proprietary",
   "context": 1050000,
   "price_in": 10,
   "price_out": 50,
   "price_note": "Standard tier, ≤272K input",
   "modalities": "Text, image → text",
   "benchmarks": [
    {
     "name": "AA Intelligence Index (max)",
     "value": "57",
     "src": "aa"
    }
   ],
   "sources": [
    "https://openai.com/index/gpt-6-astra/",
    "https://developers.openai.com/api/docs/models/gpt-6-astra",
    "https://platform.openai.com/docs/pricing"
   ]
  },
  {
   "provider": "OpenAI",
   "name": "GPT-6.1 Sol",
   "api_id": "gpt-6.1-sol",
   "released": "2026-09-29",
   "weights": "closed",
   "license": "Proprietary",
   "context": 1050000,
   "price_in": 2,
   "price_out": 10,
   "price_note": "Standard tier, ≤272K input",
   "modalities": "Text, image → text",
   "benchmarks": [
    {
     "name": "AA Intelligence Index (max)",
     "value": "55",
     "src": "aa"
    }
   ],
   "sources": [
    "https://openai.com/news/product-releases/",
    "https://platform.openai.com/docs/models",
    "https://platform.openai.com/docs/pricing"
   ]
  },
  {
   "provider": "OpenAI",
   "name": "GPT-6 Luna",
   "api_id": "gpt-6-luna",
   "released": "2026-09-22",
   "weights": "closed",
   "license": "Proprietary",
   "context": 1050000,
   "price_in": 0.1,
   "price_out": 0.5,
   "price_note": "Standard tier, ≤272K input",
   "modalities": "Text, image → text",
   "benchmarks": [
    {
     "name": "AA Intelligence Index (max)",
     "value": "28",
     "src": "aa"
    }
   ],
   "sources": [
    "https://openai.com/index/gpt-6-astra/",
    "https://platform.openai.com/docs/models",
    "https://platform.openai.com/docs/pricing"
   ]
  },
  {
   "provider": "OpenAI",
   "name": "GPT-6.1 Terra",
   "api_id": "gpt-6.1-terra",
   "released": "2026-10-26",
   "weights": "closed",
   "license": "Proprietary",
   "context": 1050000,
   "price_in": 1,
   "price_out": 5,
   "price_note": "Standard tier, ≤272K input",
   "modalities": "Text, image → text",
   "benchmarks": [
    {
     "name": "AA Intelligence Index (max)",
     "value": "51",
     "src": "aa"
    }
   ],
   "sources": [
    "https://developers.openai.com/api/docs/models/gpt-6.1-terra",
    "https://developers.openai.com/api/docs/pricing"
   ]
  },
  {
   "provider": "Anthropic",
   "name": "Claude Opus 5.5",
   "api_id": "claude-opus-5-5",
   "released": "2026-09-22",
   "weights": "closed",
   "license": "Proprietary",
   "context": 1000000,
   "price_in": 4,
   "price_out": 20,
   "price_note": null,
   "modalities": "Text, image → text",
   "benchmarks": [
    {
     "name": "AA Intelligence Index (max)",
     "value": "58",
     "src": "aa"
    }
   ],
   "sources": [
    "https://www.anthropic.com/news",
    "https://docs.anthropic.com/en/docs/about-claude/models/overview"
   ]
  },
  {
   "provider": "Anthropic",
   "name": "Claude Sonnet 5.5",
   "api_id": "claude-sonnet-5-5",
   "released": "2026-09-28",
   "weights": "closed",
   "license": "Proprietary",
   "context": 1000000,
   "price_in": 2,
   "price_out": 10,
   "price_note": null,
   "modalities": "Text, image → text",
   "benchmarks": [
    {
     "name": "AA Intelligence Index (max)",
     "value": "54",
     "src": "aa"
    }
   ],
   "sources": [
    "https://www.anthropic.com/news",
    "https://docs.anthropic.com/en/docs/about-claude/models/overview"
   ]
  },
  {
   "provider": "Anthropic",
   "name": "Claude Haiku 5.5",
   "api_id": "claude-haiku-5-5",
   "released": "2026-10-07",
   "weights": "closed",
   "license": "Proprietary",
   "context": 1000000,
   "price_in": 0.1,
   "price_out": 0.5,
   "price_note": "\"From\" price per Anthropic",
   "modalities": "Text, image → text",
   "benchmarks": [
    {
     "name": "AA Intelligence Index (max)",
     "value": "36",
     "src": "aa"
    }
   ],
   "sources": [
    "https://www.anthropic.com/news",
    "https://docs.anthropic.com/en/docs/about-claude/models/overview"
   ]
  },
  {
   "provider": "Anthropic",
   "name": "Claude Fable 5.1",
   "api_id": "claude-fable-5-1",
   "released": null,
   "weights": "closed",
   "license": "Proprietary",
   "context": 1000000,
   "price_in": 10,
   "price_out": 50,
   "price_note": null,
   "modalities": "Text, image → text",
   "benchmarks": [
    {
     "name": "AA Intelligence Index (xhigh)",
     "value": "50",
     "src": "aa"
    }
   ],
   "sources": [
    "https://docs.anthropic.com/en/docs/about-claude/models/overview"
   ]
  },
  {
   "provider": "Google",
   "name": "Gemini 4 Carbon",
   "api_id": null,
   "released": "2026-10-28",
   "weights": "closed",
   "license": "Proprietary",
   "context": null,
   "price_in": 2,
   "price_out": 10,
   "price_note": "Introductory price; $4 / $20 after the introductory period. Limited access (cyber defenders, Fairwind Program), not yet generally available",
   "modalities": null,
   "benchmarks": [
    {
     "name": "AA Intelligence Index (high)",
     "value": "59",
     "src": "aa"
    }
   ],
   "sources": [
    "https://blog.google/innovation-and-ai/models-and-research/gemini-models/introducing-gemini-4-carbon/"
   ]
  },
  {
   "provider": "Google",
   "name": "Gemini 4 Argon",
   "api_id": "gemini-4-argon",
   "released": "2026-09-30",
   "weights": "closed",
   "license": "Proprietary",
   "context": 1000000,
   "price_in": 2,
   "price_out": 10,
   "price_note": "Introductory until 30 Nov 2026; $4 / $20 from 1 Dec 2026. Announced 30 Sep, API GA 13 Oct",
   "modalities": null,
   "benchmarks": [
    {
     "name": "AA Intelligence Index (high)",
     "value": "50",
     "src": "aa"
    }
   ],
   "sources": [
    "https://blog.google/innovation-and-ai/models-and-research/gemini-models/gemini-4-argon/",
    "https://blog.google/innovation-and-ai/models-and-research/gemini-models/introducing-gemini-4-argon/",
    "https://ai.google.dev/gemini-api/docs/pricing"
   ]
  },
  {
   "provider": "Google",
   "name": "Gemini 3.8 Flash",
   "api_id": "gemini-3.8-flash",
   "released": null,
   "weights": "closed",
   "license": "Proprietary",
   "context": null,
   "price_in": 0.75,
   "price_out": 3.75,
   "price_note": "Until 31 Dec 2026; $1.50 / $7.50 from 1 Jan 2027",
   "modalities": null,
   "benchmarks": [
    {
     "name": "AA Intelligence Index (high)",
     "value": "31",
     "src": "aa"
    }
   ],
   "sources": [
    "https://ai.google.dev/gemini-api/docs/models",
    "https://ai.google.dev/gemini-api/docs/pricing"
   ]
  },
  {
   "provider": "xAI",
   "name": "Grok 4.7",
   "api_id": "grok-4.7",
   "released": "2026-09-21",
   "weights": "closed",
   "license": "Proprietary",
   "context": 500000,
   "price_in": 2,
   "price_out": 6,
   "price_note": "<200K prompt tokens; $4 / $12 above",
   "modalities": "Text, image → text",
   "benchmarks": [
    {
     "name": "AA Intelligence Index (high)",
     "value": "35",
     "src": "aa"
    }
   ],
   "sources": [
    "https://x.ai/news/grok-4-7",
    "https://docs.x.ai/developers/models/grok-4.7",
    "https://docs.x.ai/docs/models"
   ]
  },
  {
   "provider": "Meta",
   "name": "Muse Wonder",
   "api_id": "muse-wonder-1.0",
   "released": "2026-10-12",
   "weights": "closed",
   "license": "Proprietary",
   "context": 1000000,
   "price_in": 4,
   "price_out": 20,
   "price_note": "Meta Model API",
   "modalities": null,
   "benchmarks": [
    {
     "name": "AA Intelligence Index (max)",
     "value": "43",
     "src": "aa"
    }
   ],
   "sources": [
    "https://research.meta.ai/blog/muse-wonder",
    "https://dev.meta.ai/models/muse-wonder"
   ]
  },
  {
   "provider": "Meta",
   "name": "Muse Spark Open",
   "api_id": "meta-models/Muse-Spark-Open-816B-A42B",
   "released": "2026-10-15",
   "weights": "open",
   "license": "Muse Model License (custom; gated download)",
   "context": 1048576,
   "price_in": null,
   "price_out": null,
   "price_note": "No Meta API; self-host or via hosted providers (Baseten, Fireworks AI, Groq, Modal, Nebius, Together AI, OpenRouter)",
   "modalities": "Text, image, audio, video → text",
   "benchmarks": [
    {
     "name": "AA Intelligence Index (xhigh)",
     "value": "25",
     "src": "aa"
    }
   ],
   "sources": [
    "https://research.meta.ai/blog/muse-spark-open",
    "https://dev.meta.ai/docs/muse-spark-open",
    "https://huggingface.co/meta-models/Muse-Spark-Open-816B-A42B"
   ]
  },
  {
   "provider": "Mistral",
   "name": "Mistral Large 4 (preview)",
   "api_id": "mistral-large-4",
   "released": "2026-10-06",
   "weights": "announced",
   "license": "Not yet published",
   "context": 1000000,
   "price_in": 1.36,
   "price_out": 4.18,
   "price_note": "List price; preview sale price $0.68 / $2.09",
   "modalities": "Text, image → text",
   "benchmarks": [
    {
     "name": "AA Intelligence Index (high)",
     "value": "26",
     "src": "aa"
    }
   ],
   "sources": [
    "https://mistral.ai/news/mistral-large-4/",
    "https://docs.mistral.ai/models/mistral-large"
   ]
  },
  {
   "provider": "DeepSeek",
   "name": "DeepSeek V4.1 Flash 1017",
   "api_id": "deepseek-flash",
   "released": "2026-10-17",
   "weights": "open",
   "license": "MIT",
   "context": 1000000,
   "price_in": 0.3,
   "price_out": 1.2,
   "price_note": "Peak, cache miss; off-peak half price. Price unchanged from V4.1 Flash",
   "modalities": "Text, image → text",
   "benchmarks": [
    {
     "name": "AA Intelligence Index (max)",
     "value": "32",
     "src": "aa"
    }
   ],
   "sources": [
    "https://api-docs.deepseek.com/news/news261017/",
    "https://api-docs.deepseek.com/quick_start/pricing",
    "https://huggingface.co/deepseek-ai/DeepSeek-V4.1-Flash-1017"
   ]
  },
  {
   "provider": "Qwen (Alibaba)",
   "name": "Qwen3.8-Max / Qwen3.8-2.4T-A95B",
   "api_id": "qwen3.8-max",
   "released": "2026-08-03",
   "weights": "open",
   "license": "Qwen3.8-Max license (custom)",
   "context": 1000000,
   "price_in": 2,
   "price_out": 6,
   "price_note": "International (Singapore) list price; Global deployment $1.65 / $4.951",
   "modalities": "Text, image → text",
   "benchmarks": [
    {
     "name": "AA Intelligence Index (Qwen3.8 Max 0902)",
     "value": "34",
     "src": "aa"
    },
    {
     "name": "Text Arena rank (Alibaba-reported)",
     "value": "#5",
     "src": "https://www.alibabacloud.com/en/press-room/alibaba-unveils-qwen3-8-max"
    }
   ],
   "sources": [
    "https://qwen.ai/blog?id=qwen3.8",
    "https://www.alibabacloud.com/en/press-room/alibaba-unveils-qwen3-8-max",
    "https://huggingface.co/Qwen/Qwen3.8-2.4T-A95B",
    "https://www.alibabacloud.com/help/en/model-studio/model-pricing"
   ]
  },
  {
   "provider": "Moonshot AI (Kimi)",
   "name": "Kimi K3.1 Pro",
   "api_id": "kimi-k3.1-pro",
   "released": "2026-10-23",
   "weights": "announced",
   "license": "Not yet published",
   "context": 1048576,
   "price_in": 2,
   "price_out": 10,
   "price_note": "Flat price across full context; Highspeed variant (kimi-k3.1-pro-highspeed) $4 / $20. Open weights promised by 4 Nov 2026",
   "modalities": "Text, image → text",
   "benchmarks": [
    {
     "name": "AA Intelligence Index",
     "value": "46",
     "src": "aa"
    }
   ],
   "sources": [
    "https://www.kimi.ai/blog/kimi-k3-1-pro",
    "https://www.kimi.ai/resources/kimi-k3-1-pro-pricing",
    "https://platform.kimi.ai/docs/guide/kimi-k3-1-pro-quickstart",
    "https://forum.moonshot.ai/c/announcement/5"
   ]
  }
 ],
 "frontier_verified_at": "2026-11-02"
}