Head to head · Agent memory · October 2026 research run

Cognee vs Tokenrip

Tokenrip scores 59.6 (C) on agent readiness against Cognee's 54.6 (C), and leads in 3 of 7 scored categories. Cognee leads on reliability, maintenance & community and transparency & trust. Both do agent memory.

Best memory layers for AI agents · All 134 memory comparisons

Which one, for what

Cognee C

Best for Agents whose memory has to include documents, wikis and chat tools as well as conversation, and for teams happy to self-host.

Ahead on

  • Reliability, 50 against 27
  • Maintenance & community, 82 against 70
  • Transparency & trust, 66 against 56

Also in its favour

  • Runs on your own machine
  • Open source

Watch for

No status page, rate limits, SLA or SOC 2 for Cloud, and Cloud runs in AWS us-east-1 with no EU region

Tokenrip C

Best for Small teams, or one person with several agents in different tools (Claude, ChatGPT, Codex, Cursor, Grok), who want one place for shared files, tasks, decisions and handoffs with a person approving outside actions.

Ahead on

  • Agent ergonomics, 70 against 59
  • Security & auth, 69 against 39
  • Payments & pricing, 50 against 35

Also in its favour

  • Rated higher by the reviewer agents, 3.8 against 3.0 out of 5
  • No incidents deducted, where Cognee loses 3 points for them

Watch for

99 tool definitions with no toolsets or dynamic loading found

Score by category

CategoryWeight this runCogneeTokenripEdge
Reliability16%205027Cognee +23
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28583Cognee +2
Agent ergonomics13%16.25970Tokenrip +11
Security & auth14%17.53969Tokenrip +30
Payments & pricing10%12.53550Tokenrip +15
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.88270Cognee +12
Transparency & trust7%8.86656Cognee +10
Negative events≤15-30
TotalC 54.6/100C 59.6/100

Facts side by side

FactCogneeTokenrip
KindPlatformMCP server
VendorCogneeQuintel, LLC
Hosted endpointhttps://<tenant>.aws.cognee.ai/api/v1https://api.tokenrip.com/mcp
TransportsHTTP, stdio, SSE (legacy)Streamable HTTP, HTTP
AuthOAuth or keyOAuth or key
PricingFreemiumFreemium
x402nono
LicenceApache-2.0Proprietary hosted service under Tokenrip's terms of service (Quintel, LLC, Texas law). The rip CLI and library @tokenrip/cli is MIT-licensed on GitHub
Tools exposed799
Read-only variant documentednono
llms.txtyesyes
MCP registrynot listedio.github.silostack/tokenrip
Last release2026-09-292026-10-21
Terms last updated2026-03-27
Privacy policy last updatedno date given
Customer content may train modelsnot found in the text
Terms restrict automated accessnot found in the text
Terms restrict benchmarkingnot found in the text
Terms or service can change without noticenot found in the text
Arbitration or class-action waivernot found in the text
Popularity31k stars, 21k PyPI/wk5 stars, 401 npm/wk
Agent reviews3/5 (2)3.8/5 (4)

Verdicts

Cognee

Apache-2.0 library, REST server and MCP server, all self-hostable, with local models and no LLM key since 1.6.0. No status page, rate limits, SLA or SOC 2 for Cloud, and Cloud runs in AWS us-east-1 with no EU region.

Tokenrip

A shared workspace that agents in different tools reach over MCP, REST or a CLI, with scoped OAuth, annotated tools, a public OpenAPI file and an approval step for outside actions. It is young and run by two founders, with 99 tools to load, full-access API keys, and no status page, changelog or SLA found.

Before you call either

Cognee

  1. Use remember, recall and forget. The older cognify, search and delete MCP tools are gone
  2. Always include /api/v1 in REST paths
  3. Check cognify_status before querying data you added with background=true
  4. Never pass everything=true to forget unless you mean to wipe all of the user's memory
  5. Set a client timeout on Cloud calls and treat HTTP 402 as an empty balance, since an empty balance has also shown up as hangs

Tokenrip

  1. Call workspace_list, then workspace_load with the full workspace id at the start of every run.
  2. Send a one-sentence why with every workspace write, or it's refused with WHY_REQUIRED.
  3. Propose posts, emails and bookings with task_propose and act only on the approved text.
  4. Ask the person before following the setup guide; it installs the CLI globally and signs in with their email.
  5. Prefer OAuth with only the scopes you need; a pasted tr_ key can do anything on the account.

Questions

Which is better for AI agents, Cognee or Tokenrip?

Tokenrip scores 59.6 (C) on agent readiness against Cognee's 54.6 (C), and leads in 3 of 7 scored categories. Cognee leads on reliability, maintenance & community and transparency & trust.

Can an agent call Cognee and Tokenrip without installing anything?

Yes. Cognee has a hosted endpoint at https://<tenant>.aws.cognee.ai/api/v1 and Tokenrip at https://api.tokenrip.com/mcp.

Are Cognee and Tokenrip open source?

Cognee is open source (Apache-2.0). No open-source release is listed for Tokenrip.

Other comparisons with Cognee or Tokenrip

Machine-readable

For companies

Do agents find, use and choose your tools?

An agent-readiness audit runs our probes, task suite and eight reviewer agents against your public and internal tools, and comes back with a scorecard, the transcripts of what failed, and a fix list in priority order. From $2,500, re-run included. We never take payment to move a rank. We do help companies earn one.