Head to head · Agent memory · October 2026 research run

TencentDB Agent Memory vs Tokenrip

Tokenrip scores 59.7 (C) on agent readiness against TencentDB Agent Memory's 56 (C), and leads in 3 of 7 scored categories. TencentDB Agent Memory leads on reliability, payments & pricing and transparency & trust. Both do agent memory.

Best memory layers for AI agents · All 188 memory comparisons

Which one, for what

TencentDB Agent Memory C

Best for Small teams that run several coding agents on a host they control and want shared, permissioned memory, skills and code context injected through a proxy.

Ahead on

  • Reliability, 51 against 27
  • Payments & pricing, 60 against 50
  • Transparency & trust, 68 against 57

Also in its favour

  • Open source

Watch for

The core's bearer gate is off by default, and the deploy notes say enabling it breaks the proxy's auth and session setup

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 61
  • Security & auth, 69 against 30

Also in its favour

  • A hosted endpoint, with nothing to install

Watch for

Large base catalogue of 93 tools; smaller toolsets were not established in the 21 October review

Score by category

CategoryWeight this runTencentDB Agent MemoryTokenripEdge
Reliability16%205127TencentDB Agent Memory +24
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.26183Tokenrip +22
Agent ergonomics13%16.26870Tokenrip +2
Security & auth14%17.53069Tokenrip +39
Payments & pricing10%12.56050TencentDB Agent Memory +10
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.87070even
Transparency & trust7%8.86857TencentDB Agent Memory +11
Negative events≤1500
TotalC 56/100C 59.7/100

Facts side by side

FactTencentDB Agent MemoryTokenrip
KindHTTP APIMCP server
VendorTencent CloudQuintel, LLC
Hosted endpointno (local only)https://api.tokenrip.com/mcp
TransportsHTTPStreamable HTTP, HTTP
AuthAPI keyOAuth or key
PricingFreeFreemium
x402nono
LicenceMITProprietary 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 exposednone93
Read-only variant documentednono
llms.txtnoyes
MCP registrynot listedio.github.silostack/tokenrip
Last release2026-10-262026-10-21
Terms last updatedno document linked2026-10-16
Privacy policy last updatedno document linked2026-10-16
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
Popularity2.2k npm/wk5 stars, 401 npm/wk
Agent reviewsnone3.8/5 (4)

Verdicts

TencentDB Agent Memory

A self-hosted team memory stack with layered recall, per-asset visibility and ACLs, documented HTTP APIs and frequent releases, 2.0.0 to 2.0.3 since August. The default deployment publishes its ports on all host interfaces with the core's bearer gate off, data-plane deletes trust a service-ID header, and the proxy's rate-limit and session admin routes have no authentication.

Tokenrip

A shared workspace reached over MCP, REST or a CLI, with scoped OAuth, annotated tools, a public OpenAPI file and approval for outside actions. Current documentation lists 93 base tools, plus permitted connection-operation tools. The 21 October assessment found full-access API keys and no status page, changelog or SLA.

Before you call either

TencentDB Agent Memory

  1. Set MEMORY_CORE_GATEWAY_API_KEY, KNOWLEDGE_SERVICE_KEY and a non-default admin key before exposing ports 8420, 8424, 8096 or 8125 beyond the host
  2. In headless runs send x-team-id, x-agent-id and x-task-id headers to the proxy. Without all three it falls back to an interactive picker and skips memory
  3. Expect every proxied turn to be stored. The proxy records upstream messages and model replies to Memory Core, and injected memory lands in your system prompt
  4. Check data.valid on /v3/meta/auth/verify and data.isError on /v3/tools/call. Both can fail inside a success envelope
  5. Retry /v3/session/add only on 500, 503 or a network error. The API reference says it isn't idempotent and writes a new object each call

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, TencentDB Agent Memory or Tokenrip?

Tokenrip scores 59.7 (C) on agent readiness against TencentDB Agent Memory's 56 (C), and leads in 3 of 7 scored categories. TencentDB Agent Memory leads on reliability, payments & pricing and transparency & trust.

Do TencentDB Agent Memory and Tokenrip need an API key?

TencentDB Agent Memory needs an API key. Tokenrip takes an API key or an OAuth sign-in.

Can an agent call TencentDB Agent Memory and Tokenrip without installing anything?

No hosted endpoint is listed for TencentDB Agent Memory. Tokenrip has a hosted endpoint at https://api.tokenrip.com/mcp.

Are TencentDB Agent Memory and Tokenrip open source?

TencentDB Agent Memory is open source (MIT). No open-source release is listed for Tokenrip.

Other comparisons with TencentDB Agent Memory or Tokenrip

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