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Ranking

AI Ranking

Community-ranked AI tools, plus language-model statistics collected from independent published leaderboards.

AI Tools

Community ratings and votes for discoverable AI products.

LLM Leaderboard

Published benchmark results with source and freshness context.

Score

The score blends a Bayesian-average rating (so a single 5-star review can't top the chart) with log-scaled votes.

AI Tools

Narrow the tools list

Filters change the list without changing the ranking URL.

26 tools
  1. 1Re
    Reflect
    Capture ideas, connect notes, and keep your files in Markdown. Reflect Open is open source and free on Mac, with paid apps for iPhone and iPad.
    From reflect.app
    Knowledge graphsPaid — Verified Sep 19, 20261 mentions this monthNo reviews yet
    Score 31.3
  2. 2An
    Anytype
    Create notes, tasks, databases, and chats that only you can access. Your data stays on your device — fully owned, secure, and private. Free to start.
    From anytype.io
    Knowledge graphs8.9K starsNo reviews yet
    Score 31.3
  3. 3Ca
    Capacities
    Capacities is a note-taking and knowledge management app that organizes your ideas as connected objects instead of files and folders. Available free on Mac, Windows, Linux, iOS, and Android.
    From capacities.io
    Knowledge graphsFreemium — Verified Sep 19, 2026No reviews yet
    Score 31.3
  4. 4Co
    Cognee
    Cognee is the open-source agent memory platform for LLM agents. Build persistent memory across sessions with graph, vector, and relational retrieval that runs self-hosted, in Docker, on-prem, or on Cognee Cloud.
    From cognee.ai
    Knowledge graphsOpen source — Verified Sep 19, 202632.5K starsNo reviews yet
    Score 31.3
  5. 5DK
    Diffbot Knowledge Graph
    Documentation for Diffbot — transform the raw web into structured knowledge.
    From diffbot.com
    Knowledge graphsFreemium — Verified Sep 19, 2026No reviews yet
    Score 31.3
  6. 6Gr
    Graphiti
    Build Real-Time Knowledge Graphs for AI Agents. Contribute to getzep/graphiti development by creating an account on GitHub.
    From github.com
    Knowledge graphsOpen source — Verified Sep 19, 202632K starsNo reviews yet
    Score 31.3
  7. 7He
    Heptabase
    Heptabase is an intelligent, visual knowledge base built for students, researchers, and lifelong learners.
    From heptabase.com
    Knowledge graphsPaid — Verified Sep 19, 2026No reviews yet
    Score 31.3
  8. 8In
    InfraNodus
    AI text analysis tool that uses knowledge graphs to generate insight and reveal what's missing.
    From infranodus.com
    Knowledge graphsPaid — Verified Sep 19, 2026No reviews yet
    Score 31.3
  9. 9Kh
    Khoj
    Khoj is an applied artificial intelligence company building safe, useful AI software for humans.
    From khoj.dev
    Knowledge graphsOpen source — Verified Sep 19, 202637.7K starsNo reviews yet
    Score 31.3
  10. 10Li
    LightRAG
    [EMNLP2025] LightRAG: Simple and Fast Retrieval-Augmented Generation - HKUDS/LightRAG
    From github.com
    Knowledge graphsOpen source — Verified Sep 19, 202640.2K starsNo reviews yet
    Score 31.3
  11. 11LP
    LlamaIndex Property Graph Index
    Knowledge graphsOpen source — Verified Sep 19, 202652.6K starsNo reviews yet
    Score 31.3
  12. 12Lo
    Logseq
    A privacy-first, open-source platform for knowledge management and collaboration.
    From logseq.com
    Knowledge graphsOpen source — Verified Sep 19, 202645.3K starsNo reviews yet
    Score 31.3
  13. 13Me
    Mem
    Let AI organize your team's work—from meeting notes, projects, to knowledge bases. All instantly searchable and readily discoverable.
    From mem.ai
    Knowledge graphsNo reviews yet
    Score 31.3
  14. 14Me
    Mem0
    Mem0 is the memory layer for AI agents and applications, enabling them to learn from past interactions and deliver personalized experiences.
    From mem0.ai
    Knowledge graphsOpen source — Verified Sep 19, 202667.4K starsNo reviews yet
    Score 31.3
  15. 15Me
    Memgraph
    The in-memory graph database for GraphRAG, AI memory, agentic AI, and real-time analytics such as fraud detection. Cypher-compatible and free to start.
    From memgraph.com
    Knowledge graphsFreemium — Verified Sep 19, 20264.6K starsNo reviews yet
    Score 31.3
  16. 16MG
    Microsoft GraphRAG
    Knowledge graphsOpen source — Verified Sep 19, 202636.4K starsNo reviews yet
    Score 31.3
  17. 17Ne
    Neo4j
    Connect data as it's stored with Neo4j. Perform powerful, complex queries at scale and speed with our graph data platform.
    From neo4j.com
    Knowledge graphsFreemium — Verified Sep 19, 202617.3K starsNo reviews yet
    Score 31.3
  18. 18NL
    Neo4j LLM Graph Builder
    Knowledge graphsOpen source — Verified Sep 19, 20265.3K starsNo reviews yet
    Score 31.3
  19. 19Ob
    Obsidian
    The free and flexible app for your private thoughts.
    From obsidian.md
    Knowledge graphsFreemium — Verified Sep 19, 2026No reviews yet
    Score 31.3
  20. 20Pr
    Protégé
    Protégé is a free, open-source ontology editor developed at Stanford University
    From protege.stanford.edu
    Knowledge graphs1.6K starsNo reviews yet
    Score 31.3
  21. 21Re
    Recall
    Recall is an AI knowledge base and summarizer. Summarize YouTube videos, podcasts, PDFs and articles, then save and chat with ChatGPT, Claude, or Gemini.
    From recall.it
    Knowledge graphsFreemium — Verified Sep 19, 2026No reviews yet
    Score 31.3
  22. 22Re
    RemNote
    Upload PDFs, videos, or notes and instantly generate AI flashcards, quizzes, summaries, and explanations. Study smarter with RemNote.
    From remnote.com
    Knowledge graphsFreemium — Verified Sep 19, 2026No reviews yet
    Score 31.3
  23. 23RR
    Roam Research
    As easy to use as a word document or bulleted list, and as powerful for finding, collecting, and connecting related ideas as a graph database. Collaborate with others in real time, or store all your data locally.
    From roamresearch.com
    Knowledge graphsNo reviews yet
    Score 31.3
  24. 24St
    Stardog
    Stardog makes your AI intelligent with a knowledge graph-powered semantic layer that unifies enterprise data and activates your existing stack for better AI.
    From stardog.com
    Knowledge graphsFreemium — Verified Sep 19, 2026No reviews yet
    Score 31.3
  25. 25Ta
    Tana
    Knowledge graphsFreemium — Verified Sep 19, 2026No reviews yet
    Score 31.3
  26. 26Te
    TerminusDB
    TerminusDB is the open source knowledge graph database with git-like version control. Branch, merge and diff your data, with datalog, vector search and RDF.
    From terminusdb.org
    Knowledge graphsOpen source — Verified Sep 19, 20263.4K starsNo reviews yet
    Score 31.3

Directory facts come from each vendor's own website and GitHub. Pricing appears only where we checked the vendor's pricing page.