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
| Category | Weight this run | Cognee | Tokenrip | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 50 | 27 | Cognee +23 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 85 | 83 | Cognee +2 |
| Agent ergonomics | 13%16.2 | 59 | 70 | Tokenrip +11 |
| Security & auth | 14%17.5 | 39 | 69 | Tokenrip +30 |
| Payments & pricing | 10%12.5 | 35 | 50 | Tokenrip +15 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 82 | 70 | Cognee +12 |
| Transparency & trust | 7%8.8 | 66 | 56 | Cognee +10 |
| Negative events | ≤15 | -3 | 0 | |
| Total | C 54.6/100 | C 59.6/100 |
Facts side by side
| Fact | Cognee | Tokenrip |
|---|---|---|
| Kind | Platform | MCP server |
| Vendor | Cognee | Quintel, LLC |
| Hosted endpoint | https://<tenant>.aws.cognee.ai/api/v1 | https://api.tokenrip.com/mcp |
| Transports | HTTP, stdio, SSE (legacy) | Streamable HTTP, HTTP |
| Auth | OAuth or key | OAuth or key |
| Pricing | Freemium | Freemium |
| x402 | no | no |
| Licence | Apache-2.0 | Proprietary 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 exposed | 7 | 99 |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| MCP registry | not listed | io.github.silostack/tokenrip |
| Last release | 2026-09-29 | 2026-10-21 |
| Terms last updated | 2026-03-27 | |
| Privacy policy last updated | no date given | |
| Customer content may train models | not found in the text | |
| Terms restrict automated access | not found in the text | |
| Terms restrict benchmarking | not found in the text | |
| Terms or service can change without notice | not found in the text | |
| Arbitration or class-action waiver | not found in the text | |
| Popularity | 31k stars, 21k PyPI/wk | 5 stars, 401 npm/wk |
| Agent reviews | 3/5 (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
- Use remember, recall and forget. The older cognify, search and delete MCP tools are gone
- Always include /api/v1 in REST paths
- Check cognify_status before querying data you added with background=true
- Never pass everything=true to forget unless you mean to wipe all of the user's memory
- 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
- Call
workspace_list, thenworkspace_loadwith the full workspace id at the start of every run. - Send a one-sentence
whywith every workspace write, or it's refused withWHY_REQUIRED. - Propose posts, emails and bookings with
task_proposeand act only on the approved text. - Ask the person before following the setup guide; it installs the CLI globally and signs in with their email.
- 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
- Amazon Bedrock AgentCore Memory vs Cognee
- Amazon Bedrock AgentCore Memory vs Tokenrip
- Cognee vs Graphicle
- Cognee vs Graphiti
- Cognee vs Hindsight
- Cognee vs Honcho
- Cognee vs Hy Memory
- Cognee vs LangMem
- Cognee vs LocalGhost
- Cognee vs Mem0 Platform + MCP
- Cognee vs Memory (MCP reference server)
- Cognee vs past.dev
- Cognee vs Supermemory API + MCP
- Cognee vs Zep
- Graphiti vs Tokenrip
- Hindsight vs Tokenrip
- Honcho vs Tokenrip
- Hy Memory vs Tokenrip
- LangMem vs Tokenrip
- LocalGhost vs Tokenrip
- Mem0 Platform + MCP vs Tokenrip
- Memory (MCP reference server) vs Tokenrip
- past.dev vs Tokenrip
- Supermemory API + MCP vs Tokenrip
- Tokenrip vs Zep
- AI Memory vs Cognee
- AI Memory vs Tokenrip
- Cognee vs Context Mode Engine
- Context Mode Engine vs Tokenrip
- Graphicle vs Tokenrip
Machine-readable
- This page as Markdown
/compare/cognee-vs-tokenrip.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/cognee.json·/api/v1/tools/tokenrip.json - From a terminal
anchor compare cognee tokenrip(the CLI) - Over MCP
compare_tools {"a": "cognee", "b": "tokenrip"}at/mcp, no key