onboard

Sets up mem0 for a new project including API key configuration, MCP authentication, project file import, and coding categories. Use on first run in a new project, when API key needs updating, or to re-run initial setup after configuration changes.

Quality

100%

Does it follow best practices?

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Adds up to 20 points to the overall score

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Securityby

Passed

No findings from the security scan

Quality

Content

100%Weight 40%Scale 1-3

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

The body is a tightly structured, fully executable onboarding wizard with explicit sequencing, validation gates, and error-recovery loops. It avoids verbosity and concept re-explanation while remaining copy-paste ready.

Dimension	Reasoning	Score
Conciseness	Lean and actionable with no concept-explanation padding (no "what is mem0/MCP" prose); explanatory lines that exist state genuine gotchas (e.g. the Desktop app not inheriting shell env vars), so each token earns its place.	3 / 3
Actionability	Provides copy-paste-ready bash, exact ToolSearch/MCP call parameters, and verbatim user-facing messages rather than pseudocode or abstract direction.	3 / 3
Workflow Clarity	A strictly ordered 0→6 sequence with explicit validation checkpoints (re-run verify, "STOP here" without MCP, connectivity check) and feedback loops (retry ensure_deps.sh, re-import) for the risky setup operations.	3 / 3
Progressive Disclosure	No bundle files exist and the skill is a single self-contained wizard; sections are clearly organized with no nested references and nothing that would benefit from being split out, matching the no-external-reference simple-skill allowance.	3 / 3
	Total	12 / 12 Passed

Description

100%Weight 40%Scale 1-3

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 third-person, concrete, and provides explicit trigger guidance covering both capabilities and use conditions. It cleanly matches the top anchor on every dimension.

Dimension	Reasoning	Score
Specificity	Lists four concrete actions — "API key configuration, MCP authentication, project file import, and coding categories" — matching the multiple-specific-actions anchor; not a level-2 single-domain description.	3 / 3
Completeness	Explicitly states what it does (set up mem0 with four sub-tasks) and when to use it via a clear "Use on..." clause, satisfying both the what and the when.	3 / 3
Trigger Term Quality	Natural user phrases like "first run in a new project", "API key needs updating", and "re-run initial setup after configuration changes" give good coverage of terms a user would actually say.	3 / 3
Distinctiveness Conflict Risk	Scoped narrowly to mem0 onboarding with distinct triggers tied to first-run/setup state, making conflict with other skills unlikely.	3 / 3
	Total	12 / 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: mem0ai/mem0
Path: integrations/mem0-plugin/skills/onboard/SKILL.md
Commit: b357a5a

Reviewed: 7 days ago

Table of Contents

Discovery Implementation Validation

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