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tanstack-ai-memory-mem0

Use when wiring mem0() from @tanstack/ai-memory/mem0 — a hosted memory adapter that talks to a mem0 server over plain HTTP (no SDK peer). Requires a running mem0 server.

67

Quality

80%

Does it follow best practices?

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SecuritybySnyk

Passed

No findings from the security scan

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tessl review fix ./packages/ai-memory/skills/tanstack-ai-memory-mem0/SKILL.md
SKILL.md
Quality
Evals
Security

Quality

Content

86%Weight 40%Scale 1-5

Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.

The body is concise, well-structured, and actionable, scoring well across all dimensions with no padding. A recall/save usage example and a server-reachability check would round it out.

Suggestions

Add a short runnable recall/save code example showing the adapter in a middleware chain.

Include an explicit verification step (e.g. a curl against baseUrl) to confirm the mem0 server is reachable before wiring.

DimensionReasoningScore

Conciseness

Lean and well-organized with no padded explanation of concepts Claude already knows; every section earns its place.

5 / 5

Actionability

Provides an executable TypeScript setup block and a concrete options table, but lacks a runnable recall/save example or a verify step.

4 / 5

Workflow Clarity

Setup sequence is clear and single-purpose (no destructive/batch cap applies), though there is no explicit validation checkpoint confirming the server is reachable.

4 / 5

Progressive Disclosure

Under 50 lines with no external bundle files; well-organized sections satisfy the simple-skill exception for progressive disclosure.

5 / 5

Total

18

/

20

Passed

Description

73%Weight 40%Scale 1-5

Based on the skill's description, can an agent find and select it at the right time? Clear, specific descriptions lead to better discovery.

The description is specific and well-scoped, with a clear 'Use when' trigger and minimal conflict risk. Its main weakness is limited trigger-term variation and modest action coverage.

Suggestions

Add 1-2 natural trigger synonyms (e.g. 'mem0 server', 'hosted memory', 'self-hosted mem0') to broaden the keyword surface.

List a couple more concrete capabilities beyond recall/save (e.g. 'server-side extraction and ranking') to lift specificity.

DimensionReasoningScore

Specificity

Names the domain and concrete actions ('recall'/'save' adapter) but coverage is limited to two operations without listing extraction/ranking specifics.

3 / 5

Completeness

Clearly states what it is ('hosted memory adapter that talks to a mem0 server over plain HTTP') and includes an explicit 'Use when' clause; the trigger could be broader.

4 / 5

Trigger Term Quality

Includes a natural trigger phrase ('Use when wiring mem0() from @tanstack/ai-memory/mem0') with the natural term 'mem0', though only one phrasing variation is offered.

4 / 5

Distinctiveness Conflict Risk

Package-qualified trigger and a narrow server-over-HTTP niche make it clearly distinguishable with minimal overlap risk.

5 / 5

Total

16

/

20

Passed

Validation

100%

Checks the skill against the spec for correct structure and formatting. All validation checks must pass before discovery and implementation can be scored.

Validation16 / 16 Passed

Validation for skill structure

No warnings or errors.

Repository
TanStack/ai
Reviewed

Table of Contents

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