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reflection-coach

Reflect on another agent's recent execution record and propose the smallest durable instruction, skill, or tool-description change. Use for evidence-backed coaching proposals, never hot-swaps.

62

Quality

74%

Does it follow best practices?

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Adds up to 20 points to the overall score

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SecuritybySnyk

Low

Low-risk findings worth noting

Fix and improve this skill with Tessl

tessl review fix ./packages/skills-catalog/catalog/bundled/paperclip-operations/reflection-coach/SKILL.md
SKILL.md
Quality
Evals
Security

Quality

Content

81%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 highly actionable, well-sequenced procedure skill with strong validation/gating and a useful self-check checklist. Its main weakness is redundant restatement of the same invariants across several sections, which costs tokens without adding new guidance.

Suggestions

State each load-bearing invariant (no-same-run-apply, trajectories-not-scores, smallest-change) once in Hard guardrails and reference it by name elsewhere instead of restating it in the intro, Pitfalls, and Verification.

Consider moving the server-enforced mutation target keys and the curl endpoint catalog into a short reference section or file so the Procedure reads as pure sequence.

Trim the 'Two load-bearing rules' lead line since both rules are immediately expanded in Hard guardrails.

DimensionReasoningScore

Conciseness

The body is dense and assumes Claude's competence (no basic-concept explanations), but the load-bearing invariants — 'no same-run apply', 'trajectories not scores', 'smallest change' — are restated across the intro, 'Two load-bearing rules', Hard guardrails, Procedure, Pitfalls, and Verification, which could be tightened.

3 / 5

Actionability

Fully executable guidance throughout: copy-paste curl commands with env vars and endpoints, an exact proposal-document template, enumerated server-enforced mutation target keys, and concrete skill-sync payload modes — specific examples cover the common cases.

5 / 5

Workflow Clarity

A clearly numbered 10-step sequence with explicit validation checkpoints (benchmark-gate in step 8, acceptance interaction gate in step 9, separate apply run in step 10), feedback loops (drop/reword rules that break replay; drop already-present rules), and a closing verification checklist.

5 / 5

Progressive Disclosure

Well-organized into clear sections (When to use / not to use, Inputs, Hard guardrails, Procedure, Pitfalls, Verification) with no nested references and no bundle files, but the long monolithic procedure with embedded API reference and mutation-target-key tables could arguably live in a separate reference file.

4 / 5

Total

17

/

20

Passed

Description

67%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 specific, third-person description that names concrete actions and surfaces plus an explicit use clause and a distinguishing negative ('never hot-swaps'). It is held back from the top band by somewhat abstract trigger phrasing and missing common synonyms like 'review'.

Suggestions

Add a 'Use when...' clause naming concrete user-mentionable triggers (e.g. 'when asked to reflect on, review, or coach a specific agent's recent work') to lift completeness and trigger coverage.

Include natural synonyms users actually say — 'review', 'audit', 'agent performance' — alongside 'reflect' and 'coaching' to improve trigger term quality.

Optionally surface the evidence-backed / no-hot-swap distinction as an explicit trigger condition so it is less likely to fire for ad-hoc mid-session tweaks.

DimensionReasoningScore

Specificity

Names the domain (coaching another agent) and concrete actions — 'Reflect on another agent's recent execution record' and 'propose the smallest durable instruction, skill, or tool-description change' — enumerating three change surfaces, but stops short of the comprehensive multi-action list of a 5.

4 / 5

Completeness

Clearly states what ('Reflect... and propose the smallest durable... change') and provides an explicit trigger clause ('Use for evidence-backed coaching proposals, never hot-swaps'), but the 'when' is somewhat abstract rather than concrete user-mentionable triggers, keeping it below a 5.

4 / 5

Trigger Term Quality

Includes relevant natural terms ('reflect', 'coaching', 'agent', 'execution record') but misses common synonyms a user might say such as 'review', 'audit', or 'performance', so coverage is partial rather than comprehensive.

3 / 5

Distinctiveness Conflict Risk

The framing — another agent's execution record, durable instruction/skill/tool-description change, 'never hot-swaps' — carves a clear niche with mostly distinct triggers, with only minor overlap risk against general code-review or agent-management skills.

4 / 5

Total

15

/

20

Passed

Validation

87%

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

Validation14 / 16 Passed

Validation for skill structure

CriteriaDescriptionResult

frontmatter_unknown_keys

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

Warning

relative_links

Relative link issues: 4 suspicious

Warning

Total

14

/

16

Passed

Repository
paperclipai/paperclip
Reviewed

Table of Contents

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