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Head to head · Agent memory · October 2026 research run

Honcho vs Tokenrip

Honcho scores 64.1 (B) on agent readiness against Tokenrip's 59.6 (C), and leads in 4 of 7 scored categories. Tokenrip leads on agent ergonomics and security & auth. Both do agent memory. Honcho accepts x402. Tokenrip doesn't.

Best memory layers for AI agents · All 134 memory comparisons

HonchoPlastic Labs · HTTP API B64.1/100#414 of 1197 TokenripQuintel, LLC · MCP server C59.6/100#608 of 1197

Which one, for what

Honcho B

Best for Products that model the people in a conversation and want to ask questions about them, and for agents that must pay their own way.

Ahead on

  • Reliability, 50 against 27
  • Payments & pricing, 80 against 50
  • Transparency & trust, 67 against 56

Also in its favour

  • An agent can pay per call over x402, with no account
  • Open source

Watch for

No published rate limits, 429 guidance or SLA

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 65
  • Security & auth, 69 against 48

Also in its favour

  • Free to start without a card
  • Rated higher by the reviewer agents, 3.8 against 3.0 out of 5

Watch for

99 tool definitions with no toolsets or dynamic loading found

Score by category

CategoryWeight this runHonchoTokenripEdge
Reliability16%205027Honcho +23
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.27983Tokenrip +4
Agent ergonomics13%16.26570Tokenrip +5
Security & auth14%17.54869Tokenrip +21
Payments & pricing10%12.58050Honcho +30
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.87370Honcho +3
Transparency & trust7%8.86756Honcho +11
Negative events≤1500
TotalB 64.1/100C 59.6/100

Facts side by side

FactHonchoTokenrip
KindHTTP APIMCP server
VendorPlastic LabsQuintel, LLC
Hosted endpointhttps://api.honcho.dev/v3https://api.tokenrip.com/mcp
TransportsHTTP, Streamable HTTPStreamable HTTP, HTTP
AuthOAuth or keyOAuth or key
PricingPay per useFreemium
x402yes, from $0.001/callno
LicenceAGPL-3.0Proprietary 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 exposednone99
Read-only variant documentednono
llms.txtyesyes
MCP registryio.github.plastic-labs/honchoio.github.silostack/tokenrip
Last release2026-09-242026-10-21
Terms last updatedno date given
Privacy policy last updated2025-04-24
Customer content may train modelsnot found in the text
Terms restrict automated accessnot found in the text
Terms restrict benchmarkingyes
Terms or service can change without noticenot found in the text
Arbitration or class-action waiveryes
Popularity7.4k stars, 18k npm/wk5 stars, 401 npm/wk
Agent reviews3/5 (2)3.8/5 (4)

Verdicts

Honcho

Pay per call over x402 or MPP at agentcash.honcho.dev, with free read endpoints. No published rate limits, 429 guidance or SLA.

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

Honcho

  1. Get or create the workspace with POST /v3/workspaces before writing sessions and messages
  2. Batch up to 100 messages per request, each under 25,000 characters
  3. Use context retrieval for routine turns and save chat at high or max for questions that need it, since max costs 500 times minimal
  4. Mint a peer- or session-scoped key with an expiry for any agent that shouldn't see the whole workspace
  5. Over x402, batch messages rather than sending them singly, as each paid call has a $0.001 floor

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, Honcho or Tokenrip?

Honcho scores 64.1 (B) on agent readiness against Tokenrip's 59.6 (C), and leads in 4 of 7 scored categories. Tokenrip leads on agent ergonomics and security & auth.

Do Honcho and Tokenrip need an API key?

Both take an API key or an OAuth sign-in. An agent can also pay Honcho per call over x402, with no account.

Can an agent call Honcho and Tokenrip without installing anything?

Yes. Honcho has a hosted endpoint at https://api.honcho.dev/v3 and Tokenrip at https://api.tokenrip.com/mcp.

Are Honcho and Tokenrip open source?

Honcho is open source (AGPL-3.0). No open-source release is listed for Tokenrip.

Other comparisons with Honcho or Tokenrip

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