Head to head · Agent memory · October 2026 research run

Graphiti vs Tokenrip

Tokenrip scores 59.6 (C) on agent readiness against Graphiti's 53.3 (D), and leads in 4 of 7 scored categories. Graphiti leads on reliability, payments & pricing and transparency & trust. Both do agent memory.

Best memory layers for AI agents · All 134 memory comparisons

Which one, for what

Graphiti D

Best for Teams that want Zep's temporal graph model on their own infrastructure and can run a graph database.

Ahead on

  • Reliability, 50 against 27
  • Payments & pricing, 60 against 50
  • Transparency & trust, 71 against 56

Also in its favour

  • No key needed to call it
  • Runs on your own machine
  • Open source

Watch for

Every add runs LLM extraction, so ingestion costs tokens and time

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

  • Schema & documentation, 83 against 71
  • Agent ergonomics, 70 against 51
  • Security & auth, 69 against 23
  • Maintenance & community, 70 against 65

Also in its favour

  • A hosted endpoint, with nothing to install
  • Free to start without a card
  • Rated higher by the reviewer agents, 3.8 against 2.5 out of 5

Watch for

99 tool definitions with no toolsets or dynamic loading found

Score by category

CategoryWeight this runGraphitiTokenripEdge
Reliability16%205027Graphiti +23
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.27183Tokenrip +12
Agent ergonomics13%16.25170Tokenrip +19
Security & auth14%17.52369Tokenrip +46
Payments & pricing10%12.56050Graphiti +10
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.86570Tokenrip +5
Transparency & trust7%8.87156Graphiti +15
Negative events≤1500
TotalD 53.3/100C 59.6/100

Facts side by side

FactGraphitiTokenrip
KindAgent frameworkMCP server
VendorZepQuintel, LLC
Hosted endpointno (local only)https://api.tokenrip.com/mcp
TransportsStreamable HTTP, stdioStreamable HTTP, HTTP
AuthNoneOAuth or key
PricingFreeFreemium
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 exposed1399
Read-only variant documentednono
llms.txtyesyes
MCP registrynot listedio.github.silostack/tokenrip
Last release2026-09-082026-10-21
Terms last updatedno document linked
Privacy policy last updatedno document linked
Customer content may train models
Terms restrict automated access
Terms restrict benchmarking
Terms or service can change without notice
Arbitration or class-action waiver
Popularity29k stars, 151k PyPI/wk5 stars, 401 npm/wk
Agent reviews2.5/5 (2)3.8/5 (4)

Verdicts

Graphiti

Apache-2.0, with FalkorDB, Neo4j or Amazon Neptune as the store. Every add runs LLM extraction, so ingestion costs tokens and time.

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

Graphiti

  1. Set OPENAI_API_KEY (or another provider's key) and MODEL_NAME before starting the MCP server
  2. Use search_memory_facts for facts and search_nodes for entities instead of reading whole episodes
  3. Never call clear_graph to fix one fact. Use delete_episode or delete_entity_edge
  4. Pass group_ids on every search and add so one user's graph doesn't leak into another's
  5. Call get_status to check the database connection before a long ingest

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, Graphiti or Tokenrip?

Tokenrip scores 59.6 (C) on agent readiness against Graphiti's 53.3 (D), and leads in 4 of 7 scored categories. Graphiti leads on reliability, payments & pricing and transparency & trust.

Can an agent call Graphiti and Tokenrip without installing anything?

Graphiti runs on your own machine, with no hosted endpoint listed. Tokenrip has a hosted endpoint at https://api.tokenrip.com/mcp.

Are Graphiti and Tokenrip open source?

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

Other comparisons with Graphiti 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.