Full ranking
All 52 ranked tools by score, Week 45. Each mark is one tool, shaped by its safety label.
No issues found 12 No dependencies scanned 5 Caution 35
Median score: 52. Scores are relative: 50 is average for this list, not “bad”.
Ranks 1–52
Equal scores are ordered by the unrounded score, then safety label, then stars, then name.
- 1FirecrawlResearch & web data78=No issues found
- 2OllamaLocal AI73▲ 1Caution
- 3n8nAutomation & agent frameworks70▼ 2Caution
- 4Gemini CLICoding agents70▼ 3Caution
- 5OpenCodeCoding agents70=No issues found
- 6RAGFlowRAG, knowledge & memory69▼ 2Caution
- 7LobeHubLocal AI69▲ 1Caution
- 8Open WebUILocal AI68▼ 4Caution
- 9llama.cppLocal AI68▲ 4Caution
- 10OpenHandsCoding agents68▲ 1Caution
- 11Claude CodeCoding agents65▼ 2No dependencies scanned
- 12ClineCoding agents65▲ 1Caution
- 13SuperpowersAgent skills & MCP62=No dependencies scanned
- 14AutoGPTAutomation & agent frameworks62▼ 2Caution
- 15Browser UseResearch & web data62▲ 5Caution
- 16CodexCoding agents58▲ 2Caution
- 17deepseek-harnessCoding agents57▼ 1Caution
- 18CrewAIAutomation & agent frameworks57▲ 1Caution
- 19Context7Agent skills & MCP57▲ 5Caution
- 20DifyAutomation & agent frameworks56▼ 5Caution
- 21Mem0RAG, knowledge & memory55▼ 2Caution
- 22MarkItDownResearch & web data54▼ 3No dependencies scanned
- 23LangChainAutomation & agent frameworks54▼ 2Caution
- 24vLLMLocal AI54▼ 1Caution
- 25Agent SkillsAgent skills & MCP53▲ 2No issues found
- 26Crawl4AIResearch & web data52▲ 6Caution
- 27KiroCrewCoding agents52▲ 4Caution
- 28magpieCoding agents51▲ 2No issues found
- 29MCP reference serversAgent skills & MCP48▼ 11No issues found
- 30awesome-mcp-serversAgent skills & MCP47▲ 7No dependencies scanned
- 31Pydantic AIAutomation & agent frameworks46=Caution
- 32Playwright MCPAgent skills & MCP45▲ 7No issues found
- 33MastraAutomation & agent frameworks44▲ 1No issues found
- 34LangGraphAutomation & agent frameworks44=No issues found
- 35LlamaIndexRAG, knowledge & memory43▼ 2Caution
- 36Agent Development Kit (ADK, Python)Automation & agent frameworks43▲ 2Caution
- 37RemotionMedia & creative43=Caution
- 38wshobson/agentsAgent skills & MCP42▼ 1No issues found
- 39OpenBotAutomation & agent frameworks41▼ 2Caution
- 40GitHub MCP ServerAgent skills & MCP41▼ 9No issues found
- 41AutoGenAutomation & agent frameworks40▲ 1Caution
- 42OpenAI Agents SDK (Python)Automation & agent frameworks39▲ 2Caution
- 43ContinueCoding agents37▲ 4Caution
- 44gooseCoding agents36▼ 2Caution
- 45AiderCoding agents31▲ 1Caution
- 46GPT ResearcherResearch & web data31=Caution
- 47smolagentsAutomation & agent frameworks30▲ 1No dependencies scanned
- 48codex-plugin-ccCoding agents29=No issues found
- 49STORMResearch & web data26=Caution
- 50artemisAutomation & agent frameworks25▲ 1Caution
- 51Roo CodeCoding agents23▼ 1Caution
- 52skill-recorderAgent skills & MCP22▼ 3No issues found
Filter and sort the full table
Use case:
Type:
Safety:
| Tool (overall rank) | Use case | Score | Safety | Last push | Stars |
|---|---|---|---|---|---|
| 1 Firecrawlfirecrawl/firecrawlWeb scraping and crawling API that turns websites into LLM-ready data. | Research & web data | 78 | No issues found | ★ 197,743 | |
| 2 Ollamaollama/ollamaRun open models like Qwen, DeepSeek, Gemma and gpt-oss locally with one command. | Local AI | 73 | Caution | ★ 185,623 | |
| 3 n8nn8n-io/n8nFair-code workflow automation platform with native AI, 400+ integrations, self-host or cloud. | Automation & agent frameworks | 70 | Caution | ★ 209,320 | |
| 4 Gemini CLIgoogle-gemini/gemini-cliGoogle's open-source AI agent that brings Gemini into your terminal. | Coding agents | 70 | Caution | ★ 108,661 | |
| 5 OpenCodeanomalyco/opencodeOpen-source coding agent for the terminal (formerly sst/opencode). | Coding agents | 70 | No issues found | ★ 223,907 | |
| 6 RAGFlowinfiniflow/ragflowOpen-source RAG engine with agent features and deep document understanding. | RAG, knowledge & memory | 69 | Caution | ★ 93,321 | |
| 7 LobeHublobehub/lobehubOpen-source AI chat and agent workspace for organising and running your AI agents. | Local AI | 69 | Caution | ★ 83,689 | |
| 8 Open WebUIopen-webui/open-webuiSelf-hosted ChatGPT-style web interface for Ollama and OpenAI-compatible APIs. | Local AI | 68 | Caution | ★ 157,502 | |
| 9 llama.cppggml-org/llama.cppFast LLM inference in C/C++, the engine behind many local AI apps. | Local AI | 68 | Caution | ★ 133,105 | |
| 10 OpenHandsOpenHands/OpenHandsOpen-source platform for AI-driven software development agents. | Coding agents | 68 | Caution | ★ 92,466 | |
| 11 Claude Codeanthropics/claude-codeAnthropic's terminal coding agent that understands your codebase, runs routine tasks, explains code and handles git via natural language. | Coding agents | 65 | No dependencies scanned | ★ 154,199 | |
| 12 Clinecline/clineAutonomous coding agent available as an SDK, IDE extension or CLI. | Coding agents | 65 | Caution | ★ 71,190 | |
| 13 Superpowersobra/superpowersA skills framework and software-development methodology for coding agents. | Agent skills & MCP | 62 | No dependencies scanned | ★ 310,769 | |
| 14 AutoGPTSignificant-Gravitas/AutoGPTPlatform for building and running autonomous AI agents. | Automation & agent frameworks | 62 | Caution | ★ 187,861 | |
| 15 Browser Usebrowser-use/browser-usePython library that lets AI agents use a web browser. | Research & web data | 62 | Caution | ★ 119,790 | |
| 16 Codexopenai/codexOpenAI's lightweight coding agent that runs in your terminal. | Coding agents | 58 | Caution | ★ 132,785 | |
| 17 deepseek-harnessdeepseek-ai/deepseek-harnessDeepSeek's official agent harness built around plugins. | Coding agents | 57 | Caution | ★ 268,675 | |
| 18 CrewAIcrewAIInc/crewAIPython framework for orchestrating role-playing, autonomous AI agents that collaborate on tasks. | Automation & agent frameworks | 57 | Caution | ★ 60,400 | |
| 19 Context7upstash/context7Serves up-to-date library documentation to LLMs and AI code editors via MCP. | Agent skills & MCP | 57 | Caution | ★ 64,060 | |
| 20 Difylanggenius/difyPlatform for agentic workflows and RAG pipelines, self-hosted or cloud. | Automation & agent frameworks | 56 | Caution | ★ 160,191 | |
| 21 Mem0mem0ai/mem0Memory layer that gives AI agents and apps long-term, persistent context. | RAG, knowledge & memory | 55 | Caution | ★ 68,260 | |
| 22 MarkItDownmicrosoft/markitdownMicrosoft's Python tool that converts PDFs and Office files to Markdown for LLMs. | Research & web data | 54 | No dependencies scanned | ★ 193,454 | |
| 23 LangChainlangchain-ai/langchainWidely used framework and platform for building LLM apps and agents. | Automation & agent frameworks | 54 | Caution | ★ 148,854 | |
| 24 vLLMvllm-project/vllmHigh-throughput, memory-efficient engine for serving LLMs. | Local AI | 54 | Caution | ★ 96,100 | |
| 25 Agent Skillsanthropics/skillsAnthropic's public repository of Agent Skills, reusable instruction packs that agents load on demand. | Agent skills & MCP | 53 | No issues found | ★ 186,457 | |
| 26 Crawl4AIunclecode/crawl4aiOpen-source crawler that turns any website into clean, LLM-ready Markdown. | Research & web data | 52 | Caution | ★ 86,744 | |
| 27 KiroCrewkirodotdev/KiroCrewPersistent workspace for development work that continues beyond a single agent session. | Coding agents | 52 | Caution | ★ 4,717 | |
| 28 magpieyetone/magpieMenu-bar app to switch which model your coding agents use (e.g. Codex on DeepSeek). | Coding agents | 51 | No issues found | ★ 27,879 | |
| 29 MCP reference serversmodelcontextprotocol/serversReference collection of Model Context Protocol (MCP) servers from the MCP project. | Agent skills & MCP | 48 | No issues found | ★ 91,744 | |
| 30 awesome-mcp-serverspunkpeye/awesome-mcp-serversLarge community-curated list of MCP servers. | Agent skills & MCP | 47 | No dependencies scanned | ★ 97,179 | |
| 31 Pydantic AIpydantic/pydantic-aiType-safe Python agent framework from the Pydantic team, works with many models. | Automation & agent frameworks | 46 | Caution | ★ 20,992 | |
| 32 Playwright MCPmicrosoft/playwright-mcpMicrosoft's MCP server that lets agents control a browser through Playwright. | Agent skills & MCP | 45 | No issues found | ★ 38,961 | |
| 33 Mastramastra-ai/mastraTypeScript framework for AI applications and agents. | Automation & agent frameworks | 44 | No issues found | ★ 29,265 | |
| 34 LangGraphlangchain-ai/langgraphLangChain's library for building resilient, stateful agents as graphs. | Automation & agent frameworks | 44 | No issues found | ★ 44,305 | |
| 35 LlamaIndexrun-llama/llama_indexFramework for connecting LLMs to your documents and data (RAG). | RAG, knowledge & memory | 43 | Caution | ★ 52,777 | |
| 36 Agent Development Kit (ADK, Python)google/adk-pythonGoogle's code-first Python toolkit for building, evaluating and deploying agents. | Automation & agent frameworks | 43 | Caution | ★ 22,079 | |
| 37 Remotionremotion-dev/remotionMake videos programmatically with React. | Media & creative | 43 | Caution | ★ 69,828 | |
| 38 wshobson/agentswshobson/agentsPlugin marketplace of agents and skills for Claude Code, Codex, Cursor, OpenCode and more. | Agent skills & MCP | 42 | No issues found | ★ 42,088 | |
| 39 OpenBotCopilotKit/OpenBotOpen-source AI coworkers that each get their own browser, files and tools, with actions logged. | Automation & agent frameworks | 41 | Caution | ★ 9,675 | |
| 40 GitHub MCP Servergithub/github-mcp-serverGitHub's official MCP server for repos, issues and pull requests. | Agent skills & MCP | 41 | No issues found | ★ 34,149 | |
| 41 AutoGenmicrosoft/autogenMicrosoft's programming framework for agentic AI and multi-agent apps. | Automation & agent frameworks | 40 | Caution | ★ 61,668 | |
| 42 OpenAI Agents SDK (Python)openai/openai-agents-pythonOpenAI's lightweight Python framework for multi-agent workflows. | Automation & agent frameworks | 39 | Caution | ★ 30,447 | |
| 43 Continuecontinuedev/continueOpen-source coding agent for your editor and CI. | Coding agents | 37 | Caution | ★ 36,397 | |
| 44 gooseaaif-goose/gooseOpen-source, extensible AI agent that installs, runs, edits and tests code with any LLM. | Coding agents | 36 | Caution | ★ 56,107 | |
| 45 AiderAider-AI/aiderAI pair programming in your terminal that edits code in your local git repo. | Coding agents | 31 | Caution | ★ 49,889 | |
| 46 GPT Researcherassafelovic/gpt-researcherAutonomous agent that does deep research on any topic with any LLM provider. | Research & web data | 31 | Caution | ★ 30,422 | |
| 47 smolagentshuggingface/smolagentsHugging Face's minimal library for agents that think in code. | Automation & agent frameworks | 30 | No dependencies scanned | ★ 30,181 | |
| 48 codex-plugin-ccopenai/codex-plugin-ccOfficial plugin to use Codex from inside Claude Code for code review or delegated tasks. | Coding agents | 29 | No issues found | ★ 34,797 | |
| 49 STORMstanford-oval/stormStanford research system that researches a topic and writes a full-length report with citations. | Research & web data | 26 | Caution | ★ 31,768 | |
| 50 artemisgoogle/artemisGoogle's tool that turns natural-language instructions into Android automation. | Automation & agent frameworks | 25 | Caution | ★ 16,143 | |
| 51 Roo CodeRooCodeInc/Roo-CodeEditor extension that gives you a team of AI coding agents inside VS Code. | Coding agents | 23 | Caution | ★ 24,257 | |
| 52 skill-recordermicrosoft/skill-recorderDesktop app that records a work session and turns it into a reusable agent Skill or automation. | Agent skills & MCP | 22 | No issues found | ★ 5,640 |
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