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mem0-integrate

Integrate Mem0 into an existing repository using a goal-driven, TDD pipeline. Detects the repo's language automatically and asks the user to pick between Mem0 Platform (managed) and Mem0 Open Source (self-hosted). Writes failing tests before any implementation. Produces a local feature branch plus `.mem0-integration/` artifacts consumed by the paired verification skill. TRIGGER when: user says "integrate mem0", "add mem0 to this repo", "wire mem0 into <repo>", or asks how to add memory to an existing project. DO NOT TRIGGER when: the user wants general SDK usage (use skill:mem0), CLI usage (use skill:mem0-cli), or Vercel AI SDK (use skill:mem0-vercel-ai-sdk). After success, invoke skill:mem0-test-integration to verify in the same workspace (loose coupling).

75

Quality

92%

Does it follow best practices?

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SecuritybySnyk

Passed

No findings from the security scan

SKILL.md
Quality
Evals
Security

Quality

Content

85%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.

A well-structured orchestration skill with an excellent sequenced pipeline, explicit validation gates, and clean progressive disclosure into real reference files. Its main weaknesses are restated principles that inflate token cost and delegation of call-site code to references, which leaves minor actionability gaps in the body itself.

Suggestions

Consolidate the integration principles so they appear once; the 'Enforced at four gates' paragraph, exit-code table, and 'Explicitly out of scope' section restate them — cross-reference instead of repeating.

Inline at least one concrete write/read call-site snippet (or a compact example of the delegated skill's pattern) in the body so the actionability gap from delegating to references is partially closed.

Move the inline product.json schema and the delegation table into references/pipeline.md if they are reference material, keeping the body as a routing overview to tighten conciseness.

DimensionReasoningScore

Conciseness

The body is dense and avoids explaining concepts Claude already knows, but the integration principles are restated four times — as numbered principles, in the 'Enforced at four gates' paragraph, in the exit-code table, and in 'Explicitly out of scope' — so it is efficient with minor trim opportunities, not a 5.

4 / 5

Actionability

Provides concrete env vars (MEM0_API_KEY, MEM0_ENABLED, MEM0_INTEGRATE_CI), branch/commit conventions, an inline product.json schema, exit codes, and a delegation table, but the actual call-site code patterns live in delegated skills/references, leaving minor gaps.

4 / 5

Workflow Clarity

A ten-step pipeline is clearly sequenced with explicit gates (hard gates at steps 5 and 6, 'tests must fail' at step 7, bounded review loops at step 8) plus a self-healing loop with regression revert and pre-existing-failure handling — full validation checkpoints and feedback loops.

5 / 5

Progressive Disclosure

The body is an overview that routes mechanics to two real, one-level-deep references (references/pipeline.md and references/subagent-prompts.md, both present) via clearly signaled markdown links, with content appropriately split.

5 / 5

Total

18

/

20

Passed

Description

100%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.

A highly specific, well-triggered description that uses third-person voice and clearly separates positive triggers from negative ones. It comprehensively answers what the skill does and when to invoke it, with minimal conflict risk against sibling skills.

DimensionReasoningScore

Specificity

Lists multiple concrete actions — 'Detects the repo's language automatically', 'asks the user to pick between Mem0 Platform... and Mem0 Open Source', 'Writes failing tests before any implementation', 'Produces a local feature branch plus .mem0-integration/ artifacts' — with comprehensive coverage.

5 / 5

Completeness

Explicitly answers both 'what' (goal-driven TDD integration pipeline producing a branch + artifacts) and 'when' (a 'TRIGGER when:' clause with concrete phrases and a 'DO NOT TRIGGER when:' exclusion list).

5 / 5

Trigger Term Quality

Covers natural phrases a user would say — 'integrate mem0', 'add mem0 to this repo', 'wire mem0 into <repo>', 'add memory to an existing project' — plus negative triggers, giving comprehensive natural-term coverage.

5 / 5

Distinctiveness Conflict Risk

Occupies a clear niche (integrating Mem0 into an existing repo via TDD) and explicitly routes away from sibling skills (mem0, mem0-cli, mem0-vercel-ai-sdk), minimizing conflict risk.

5 / 5

Total

20

/

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
mem0ai/mem0
Reviewed

Table of Contents

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