Week 45, updated 2 Nov 2026

RAG, knowledge & memory RAGFlow

Is RAGFlow safe?

Short answer: Caution. StackGrade's weekly scan of infiniflow/ragflow gives it a Caution label for 3 critical-severity known vulnerabilities in runtime dependencies (OSV). It does list 64 high-severity advisories in runtime dependencies, which don't change the label. Critical advisories are counted once per package; a known issue in a locked package version does not prove RAGFlow is exploitable in your setup. Automated scan of commit 62b94c0 on 2 Nov 2026, not a manual audit.

Updated : the last week its score, rank or safety result changed.

Open-source RAG engine with agent features and deep document understanding.

  • 93,321 stars
  • pushed 2 Nov
  • Apache-2.0
  • Go

github.com/infiniflow/ragflow · ragflow.io

69score out of 100

#6of 52 overall#1in RAG, knowledge & memory▼ 2 vs Week 44

  • Maintenance 30%77
  • Adoption 30%62
  • Docs 20%69
  • Community 20%–
W42W43W44W45

Score over the last 4 weeks: 64, 65, 71, 69.

Caution

3 critical-severity known vulnerabilities in runtime dependencies (OSV).

How this score works

Each part is a percentile among all 52 tracked tools, so 50 is average for this list. Community is not measured yet; the score uses the other 80%.

  • Maintenance: Last push 2 Nov 2026. Last 10 GitHub releases within 3 days (about 79 per 30 days), latest release 1 Nov 2026. Issue close time: fewer than 5 closed issues, so not used.
  • Adoption: 93,321 stars (70%), 11,202 forks (30%).
  • Docs: README 17,009 characters, 20 headings, 20 code blocks, install section: yes.

Methodology

#1 of 3 in RAG, knowledge & memory

Ranked by score. The yellow row is this tool.

RAG, knowledge & memory, Week 45score 0–100, safety
  1. 1RAGFlow#6 overall69Caution
  2. 2Mem0#21 overall55Caution
  3. 3LlamaIndex#35 overall43Caution

Safety scan, 2 Nov 2026

Automated scan of commit 62b94c0, 5,221 files. Not a manual audit.

Caution

  • 3Critical dependency advisories64 high, 64 medium, 12 low. OSV, runtime dependencies only.
  • 0Install hooksNo npm install scripts found.
  • 0Remote-code patternsFor example eval(fetch(…)).
  • 64Agent files checked0 phrases flagged for review.
  • 3curl | sh installersIn docs or program code. Information only.
Why this label?

Why this label:

  • 3 critical-severity known vulnerabilities in runtime dependencies (OSV)

Known vulnerabilities in runtime dependencies (OSV): 3 critical, 64 high, 64 medium, 12 low, 7 unrated

  • aiohttp@3.9.5 (PYSEC-2026-2102) in tools/firecrawl/requirements.txt
  • certifi@2026.7.22 (PYSEC-2026-4320) in tools/firecrawl/requirements.txt
  • dompurify@3.4.11 (GHSA-cg2g-xh64-v4q7) in web/package-lock.json

Also found (informational, does not change the label):

  • 64 high-severity known vulnerabilities in runtime dependencies (OSV)
  • Documents curl|sh style installer (3 occurrences, e.g. docs/administrator/management/ragflow_cli.md)
  • Critical advisories counted once per package: 4 matches across 2 lockfiles
  • Skill scripts contact: www.apache.org

Notes:

  • 31 affected packages only in dev/test/docs manifests, not counted
  • Telemetry/analytics references in code: telemetry

Automated scan of commit 62b94c0 on 2 Nov 2026, not a manual audit. 5,221 files checked. What we check

Repo activity

From the GitHub API, fetched 2 Nov 2026.

  • 10+Releases, 90 daysLatest nightly, 1 Nov
  • –Median issue closeFewer than 5 closed issues
  • 93.3kStars+450 since 26 Oct
  • 11.2kForks1,322 open issues
  • 2023Repo created12 Dec 2023
30 days ago2 Nov
10 releases in the last 30 days, one mark each (GitHub releases feed, last 10 entries).

10 releases in the last 30 days (GitHub releases feed, last 10 entries):

Questions about RAGFlow

Answers use this week's StackGrade data.

Is RAGFlow safe to use?

Caution. StackGrade's weekly scan of infiniflow/ragflow gives it a Caution label for 3 critical-severity known vulnerabilities in runtime dependencies (OSV). It does list 64 high-severity advisories in runtime dependencies, which don't change the label. Critical advisories are counted once per package; a known issue in a locked package version does not prove RAGFlow is exploitable in your setup. Automated scan of commit 62b94c0 on 2 Nov 2026, not a manual audit.

How does StackGrade score RAGFlow?

RAGFlow scores 69 out of 100 in Week 45: #6 of 52 tracked tools overall and #1 in RAG, knowledge & memory. The score combines maintenance (77), adoption (62) and docs (69) as percentiles among all 52 tracked tools; community (20% weight) is not measured yet, so the score uses the other 80%. It is not a hands-on test and it is separate from the safety label.

What are the alternatives to RAGFlow?

The highest-scored other tools in RAG, knowledge & memory this week: Mem0 (55, Caution), LlamaIndex (43, Caution). StackGrade has not tested them hands-on.

What licence does RAGFlow use?

The licence listed for infiniflow/ragflow is Apache-2.0. Read the licence text before commercial use.

Compare and use it

All facts and sources
Type
AI tool
License
Apache-2.0
Language
Go
Created
12 Dec 2023
Owner
infiniflow (Organization)
Forks
11,202
Homepage
ragflow.io

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”

Sources: github.com/infiniflow/ragflow, api.github.com/repos/infiniflow/ragflow, raw.githubusercontent.com/infiniflow/ragflow/main/README.md. Fetched 2 Nov 2026.

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