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prepare-mcp-integration

Prepare MCP/vendor integrations through cited research, a content PR, exact-revision human approval, and one governed Paperclip connector PR per approved connection. Use for new integration research and delivery; not for ad hoc connector coding that bypasses the playbooks.

72

Quality

90%

Does it follow best practices?

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SecuritybySnyk

Low

Low-risk findings worth noting

SKILL.md
Quality
Evals
Security

Quality

Content

88%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, governance-heavy workflow with concrete actionable guidance and strong validation gates throughout. It is slightly verbose in places and, lacking bundle files, keeps all detail inline rather than progressively disclosing it.

Suggestions

Tighten the 'Default Connection Experience' section into terser bullet directives to reduce token cost.

Consider moving the long Phase B playbook-enumeration and default-wizard detail into a reference file so the SKILL.md body stays a lean overview.

Add a brief 'when to use this skill vs. ad hoc connector coding' callout at the top of the body to reinforce the description's negative trigger.

DimensionReasoningScore

Conciseness

Dense and assumes Claude's competence without explaining MCP/OAuth/PR basics, but a few sections (e.g., 'Default Connection Experience') are discursive and could be tightened.

4 / 5

Actionability

Instruction-only yet highly actionable: concrete file paths, the `request_confirmation` interaction, explicit state transitions, and verifiable criteria like 'Greptile is 5/5' and 'checks are green'.

5 / 5

Workflow Clarity

Multi-phase sequence (Preflight → Phase A → Gate → Phase B → Finish) with explicit validation checkpoints and feedback loops at every gate, including rejection → revise → re-gate and resumable reconciliation.

5 / 5

Progressive Disclosure

Well-organized single-file structure with clearly signaled one-level-deep references to canonical playbooks and an explicit no-copy directive, though no bundle files exist and some inline detail could otherwise be split out.

4 / 5

Total

18

/

20

Passed

Description

92%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 strong, specific description that pairs concrete phased actions with an explicit positive and negative trigger, clearly distinguishing it from generic connector-coding skills. Only slightly limited by the absence of a few common trigger synonyms.

DimensionReasoningScore

Specificity

Lists multiple concrete actions — 'cited research', 'a content PR', 'exact-revision human approval', 'one governed Paperclip connector PR per approved connection' — covering the workflow comprehensively.

5 / 5

Completeness

Explicitly answers both what (research PR → human approval → connector PR per connection) and when ('Use for new integration research and delivery; not for ad hoc connector coding'), with a concrete negative trigger.

5 / 5

Trigger Term Quality

Good natural trigger coverage ('new integration research and delivery', 'MCP/vendor integrations', 'ad hoc connector coding') but misses common synonyms like 'MCP server' or 'add/connect a vendor' a user might say.

4 / 5

Distinctiveness Conflict Risk

Clear niche (governed MCP/vendor integrations in Paperclip) with an explicit negative boundary ('not for ad hoc connector coding that bypasses the playbooks'), giving minimal conflict risk.

5 / 5

Total

19

/

20

Passed

Validation

93%

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

Validation — 15 / 16 Passed

Validation for skill structure

CriteriaDescriptionResult

frontmatter_unknown_keys

Unknown frontmatter key(s) found; consider removing or moving to metadata

Warning

Total

15

/

16

Passed

Repository
paperclipai/paperclip
Reviewed

Table of Contents

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