Name: tanstack-ai-memory-mem0
Rating: 76.8 (1 reviews)
Author: TanStack

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.

Quality

95%

Does it follow best practices?

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Securityby

Passed

No findings from the security scan

Quality

Content

100%

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

An exemplar lean skill body: executable setup, precise option defaults and endpoints, and clean section organization with no redundant explanation of concepts Claude already knows. Nothing materially weak across any dimension.

Dimension	Reasoning	Score
Conciseness	Lean body that assumes Claude's competence — no padding about what memory middleware or mem0 is — with every section (setup, options, scope, behavior) earning its tokens, matching the level-3 anchor.	3 / 3
Actionability	Provides copy-paste-ready TypeScript setup code plus concrete option defaults ("rerank (default true)", "threshold (default 0.1)"), env vars (MEM0_URL, MEM0_ADMIN_API_KEY), and exact endpoints (/memories, /search), matching the level-3 executable-code anchor.	3 / 3
Workflow Clarity	A simple single-purpose wiring skill whose single action is unambiguous: import, instantiate mem0({user}), pass to memoryMiddleware; per the simple-skills note this merits a 3 without multi-step validation checkpoints.	3 / 3
Progressive Disclosure	Under 50 lines, self-contained with no bundle files, and well-organized into Setup / Options / Scope / behavior sections, satisfying the simple-skills exception for progressive disclosure.	3 / 3
	Total	12 / 12 Passed

Description

90%

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

A tight, well-targeted description that explicitly covers what the skill does and when to use it, with distinct, natural trigger terms for a narrow niche. The only gap is that it states a single wiring action rather than enumerating multiple concrete capabilities.

Dimension	Reasoning	Score
Specificity	Names the domain and one concrete action ("wiring mem0() from @tanstack/ai-memory/mem0"; "a hosted memory adapter that talks to a mem0 server over plain HTTP") with clear constraints, but does not list multiple distinct actions like the level-3 anchor.	2 / 3
Completeness	Explicitly answers both what ("hosted memory adapter that talks to a mem0 server over plain HTTP (no SDK peer)") and when ("Use when wiring mem0()...") with an explicit trigger clause.	3 / 3
Trigger Term Quality	Natural domain terms a user would actually say are well covered ("mem0()", "mem0 server", "@tanstack/ai-memory/mem0", "hosted memory adapter", "HTTP"), matching the level-3 anchor's coverage bar.	3 / 3
Distinctiveness Conflict Risk	Highly specific niche (mem0 adapter for @tanstack/ai-memory) with the "no SDK peer" differentiator, making conflict with other skills very unlikely.	3 / 3
	Total	11 / 12 Passed

Validation

100%

Warnings & errors only

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

Validation — 16 / 16 Passed

Validation for skill structure

No warnings or errors.

Repository: TanStack/ai
Path: packages/ai-memory/skills/tanstack-ai-memory-mem0/SKILL.md
Commit: 4ab149f

Reviewed: about 13 hours ago

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