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Cognee logo

Cognee

RAG Frameworks

Verified Publisher·Pending reviewVerified Adoption·Pending reviewEnterprise Ready·Pending review

Open-source AI memory and knowledge graph engine for persistent agent context.

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Developers also use

Generated from similarity, co-save, category, project, and adoption signals.

Graphiti logo
Graphiti

RAG Frameworks· help.getzep.com

Open source

Temporal knowledge graph memory layer for AI agents that need evolving user, entity, and relationship context over time.

Why recommended

Highly similar description

Keep evaluating Cognee

Comparisons, category adoption data, and shortlist guides that answer the questions this profile raises next.

Weigh Cognee against the alternatives

  • Cognee alternativesEvery rag frameworks product developers evaluate in place of Cognee.
  • Cognee vs GraphitiSide-by-side pricing, API surface, and adoption evidence.
  • Cognee vs SupermemorySide-by-side pricing, API surface, and adoption evidence.
  • Cognee vs OnyxSide-by-side pricing, API surface, and adoption evidence.

Developer decision brief

Should I use Cognee?

Open-source AI memory and knowledge graph engine for persistent agent context.

Open sourceDocs linked

Best for

  • RAG Frameworks decisions where you need a concrete shortlist.
  • Teams that prefer open-source or self-hostable options.
  • Builds that need an API-first integration path.

Watch-outs

  • Not enough verified adoption data yet.
  • Docs linked on this profile.
  • Repository linked for inspection.
  • No developer reviews yet.

Quickstart

No canonical install command detected. Open the docs or profile quickstart below.

Use quickstart hereDocsGitHubWebsite

Compare alternatives

Cognee vs GraphitiCognee vs SupermemoryCognee vs Onyx
Build with this

What you would get weekly

Save or follow Cognee to track rank movement, new alternatives, starter examples, benchmark/docs changes, and project activity. Default cadence is weekly.

No live product opportunities yet

You can still use the workbench: build a stack, publish proof, and follow starter challenge programs. New credits, workshops, and launch programs appear here once companies publish them.

Enterprise fit

Buyer brief for procurement and architecture review

Source-labeled signals for cost, reliability, security, integration, and adoption proof. Missing compliance evidence is shown as a gap, not guessed.

Compare for enterpriseExport brief
Inferred

Commercial model

Open source profile signal; exact enterprise terms need buyer review.

View source
Needs verification

Reliability

No status page, uptime, or SLA evidence attached

Buyer recommendation

Shortlist only after verifying Reliability and Security/compliance.

API signal supports workflow automation.Docs are linked for implementation review.Open-source path can reduce lock-in review.At least one buyer evidence source is linked or verified.

Real data backfill while adoption proof grows

These are source-linked enrichment paths for missing fields. They are treated as proxies until claimed-company data and first-party tokens& adoption events replace them.

GitHub repository APIfreeStars, forks, license, topics, releases, default branch, repo freshness, and public contributor signal.OpenSSF ScorecardfreeOpen-source security posture checks for repos before enterprise review.npm downloads API

Events / Tours

Cognee developer events

Hackathons, workshops, office hours, launches, and partner challenges tied to this product.

Claim or partner

No public events yet

Claimed teams can add hackathons, webinars, office hours, and challenges, then measure attendee to usage ROI.

Quickstart

Preparing Cognee docs pack
Streaming

The product profile is ready. Official docs, README snippets, and the AI paste pack are loading in the background.

Build context

Developer projects using Cognee

No public community builds yet. These starter examples are templates, not fabricated activity.

Publish your build
Starter example

RAG support chatbot

Template

Index help docs, retrieve relevant passages, answer with citations, and trace failures before shipping.

Built with

Pinecone logoPineconeQdrant logoQdrantLangChain logoLangChainLangSmith logoLangSmith
Load docs
Embed chunks
Retrieve context
Trace bad answers
CompareStart with vector DB

Public credibility status

Claimable

This profile now separates verified proof from self-reported claims, so founders can improve status without buying rank.

Profile strength

31/100

Weak public profile · 7 gaps

Verified Publisher

Verify ownership through DNS or well-known file.

Verified Adoption

Connect SDK/API events to prove adoption.

Team Verified

Add founder/team proof.

GitHub

Repository linked

Docs

Docs linked

Security

Add SOC2/security/compliance proof.

Backers

Add verified backer proof.

Protocol/API

Agent-readable proof present

Freshness

Awaiting fresh proof.

Built by
C

Cognee team

Founder / team from Cognee

OSS MaintainerProtocol Ready
Proof file
ProofStateEvidence

Publisher ownership

Domain or organization claim · Live

Pending reviewUnclaimed profile45% confidence

Verified adoption

SDK/API/CRM telemetry · Pending

AgentRank trust profile

Public proof buyers and agents can trust

Claim this tool to see who is evaluating it

AgentRank

18

Adoption + trust composite

Trust Score

38

observed

Category Rank

Not ranked yet

RAG Frameworks

Protocols

API, SDK

Agent-readable metadata

Trust Registry

AgentRank evidence file
observed

Source breakdown

GitHub22,861

68% confidence

Protocol support

APISDK
Adoption over time
Last 8 weeksSmall cohort suppressed · trust 38

Timeline appears after verified events.

We do not draw a fake adoption chart before live usage, self-reported proof, or challenge activity exists for this product.

Suppressed

active developers

Unavailable

verified adoptions

Suppressed

retention

Your developer adoption profile is already visible.

Claim it to verify data, add integrations, and unlock adoption intelligence on developers and accounts evaluating Cognee.

Claim your tool

Developer identities

See the builders behind saves, docs clicks, API calls, and retained usage.

Talk to sales

Account map

Resolve developer activity into companies, teams, and enterprise accounts.

Developer identities, account mapping, retention cohorts, and competitor overlap are available on Growth and Enterprise plans.

About Cognee

Open-source AI memory and knowledge graph engine for persistent agent context.

Resources
Cognee Websitewebsite

Official product website verified during daily production intake.

Cognee DocsDocs

Official documentation verified during daily production intake.

Cognee GitHubGitHub

Public source repository verified during daily production intake.

Workspace actions

Sign up to save, follow, compare, publish builds, or verify ownership.

Public links
Visit WebsiteDocumentationGitHubView Alternatives3 Resources
GitHub Stats

22,861

Stars

2,178

Forks

251

Issues

Quick Info
PricingOpen source
Open sourceYes
API availableYes
Add to Your Project
[![Cognee on Adoption Intelligence](https://tokensand.com/api/badges/cognee)](https://tokensand.com/tools/rag-frameworks/cognee)
Cognee badge previewPreview

Add this badge to your README.md to show your listing on Adoption Intelligence.

28,243
2,824
Open source
Why recommended

Highly similar description

Supermemory logo
Supermemory

RAG Frameworks· supermemory.ai

Freemium

Memory and context API for adding long-term recall, RAG, and user profiles to AI agents.

Why recommended

Same category

27,624
2,390
Open source
Why recommended

Same category

Onyx logo
Onyx

RAG Frameworks· onyx.app

Open source

Open-source AI knowledge platform for enterprise search, chat, connectors, and RAG over internal data.

Why recommended

Same category

30,726
4,212
Open source
Why recommended

Same category

Khoj logo
Khoj

RAG Frameworks· khoj.dev

Freemium

Self-hostable AI second brain for answers over documents and the web, custom agents, automations, and deep research.

Why recommended

Same category

35,507
2,289
Open source
Why recommended

Same category

  • Cognee vs KhojSide-by-side pricing, API surface, and adoption evidence.

    • Check the adoption evidence

    • RAG Frameworks developers actually keep usingFiltered to products with verified usage events, cohort breadth, and retention.
    • AgentRank category rankingsHow every category is ordered by adoption proof, trust, and protocol support.
    • Best AI Tools for RAGShortlist guide for this category, with the tradeoffs written out.
    • Best Open Source AI ToolsShortlist guide for this category, with the tradeoffs written out.

    Own Cognee? Generate its adoption badge embed, or claim the profile to send verified usage events.

    Needs verification

    Security/compliance

    No security, trust, or compliance source attached

    Source linked

    Integration fit

    API available with docs/profile signal

    View source
    Needs verification

    Adoption proof

    No public adoption proof attached

    Vendor value loop

    Vendors receive anonymous aggregate evaluation demand by default. Account details are shared only after explicit buyer contact or consent.

    Request vendor contact
    free
    Public JavaScript package download trends for SDK/tool adoption proxies.
    PyPI StatsfreePublic Python package download trends for SDK/tool adoption proxies.
    Product Hunt APIfreemiumLaunch timing, maker activity, and early-adopter demand signals when products launch publicly.
    Pending review
    GitHubWebsite

    Team proof is pending until the product profile is claimed.

    OSS MaintainerProtocol Ready
    Owner checklist

    Verified domain

    +15

    Verify publisher ownership to remove the unclaimed status gap.

    Logo, tagline, category, description

    +10

    Polish logo and description so buyers understand the product quickly.

    SDK/API telemetry connected

    +20

    Connect SDK to unlock Verified Adoption.

    Verified adoption badge

    +10

    Send enough verified adoption events to pass the cohort threshold.

    Improve profile
    Pending review
    Insufficient cohort50% confidence

    Category rank

    AgentRank methodology · Pending

    		Pending reviewRank pending40% confidence

    Team proof

    Domain, social, and team evidence · Live

    		Pending reviewTeam signal exists45% confidence

    Security and enterprise readiness

    Docs, compliance, protocol, and readiness signals · Pending

    		Pending reviewSecurity proof pending38% confidence
    Share and embed

    Public profile card

    Share the product's rank, trust state, and top badges.

    Open

    Verified Adoption badge

    README and website badge backed by telemetry.

    Open
    [![Verified Adoption](/api/badges/cognee?variant=verified)](https://tokensand.com/tools/rag-frameworks/cognee)

    Top 10 badge

    Unlocks automatically when the profile enters Top 10.

    Open
    [![Top 10](/api/badges/cognee?variant=top10)](https://tokensand.com/tools/rag-frameworks/cognee)

    Team launch card

    Founder/team credibility card for launch posts and investor updates.

    Open

    Weekly momentum card

    Share rank movement and verified adoption growth.

    EnterpriseOpen
    Launch copy

    Cognee is live as a public adoption profile: https://tokensand.com/tools/rag-frameworks/cognee. Verified proof beats vanity metrics.

    Embed path: /api/badges/cognee?variant=verified · Profile: /tools/rag-frameworks/cognee

    Tracked Developers

    0

    Known active developer activity

    Profile Status

    Unclaimed

    Owner action needed

    Agent-readable protocol evidence raises trust and commercial readiness.

    Benchmark proof

    Benchmark proof pending

    Attach latency, cost, accuracy, reliability, or eval evidence to unlock the performance component.

    Trust gaps

    Verify publisher ownership
    Send SDK/API telemetry
    Attach benchmark evidence

    Enterprise verification can enrich evidence and export proof packages, but cannot buy rank.

    Claim this tool to see who is evaluating it
    Next best action

    Claim Cognee before competitors use this profile as proof.

    Connect usage events, resolve developer identities, and see which accounts are evaluating Cognee.

    Claim this tool to see who is evaluating it
    Talk to sales

    Retention cohorts

    Track first API call through 7/30/90-day retention and expansion.

    Talk to sales

    Competitor overlap

    Find developers evaluating alternatives and switching between tools.

    Talk to sales

    Category benchmark

    Compare activation, retention, and growth against your market.

    Talk to sales

    Recommended actions

    Prioritized DevRel, product, and sales plays based on live adoption signals.

    Talk to sales
    Ship with Cognee in 60 seconds
    Hackathon-readyPython

    Auto-detected from official docs

    pip
    pip install cognee
    Docs:Official DocsGitHubWebsite