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wigolo-find-similar

Hybrid semantic discovery — fuses embeddings + keyword search + live web search via 3-way Reciprocal Rank Fusion. Use when the user has a good source and wants more like it, says "find similar", "related pages", "more like this", or wants to discover content related to a known URL or concept. Works best after a `crawl` or several `fetch` calls have warmed the local cache. Emits `cold_start` when local signals are weak.

72

Quality

89%

Does it follow best practices?

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SecuritybySnyk

Low

Low-risk findings worth noting

SKILL.md
Quality
Evals
Security

Quality

Content

82%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, actionable skill body with concrete JSON examples and a complete parameter reference. It is concise and assumes Claude's competence, with only minor over-explanation in the ranking-debug step and modest room to externalize the parameter reference.

Suggestions

Trim the explanatory tail in 'How It Works' step 5 (e.g., drop 'so you can audit disagreement between the three ranking sources') to reach full conciseness.

Consider moving the full Parameters table into a references/ file and keeping only the most-used parameters inline, improving progressive disclosure.

Add an explicit validation checkpoint in the cache-warming workflow (e.g., confirm embeddings exist before running find_similar) to strengthen workflow clarity.

DimensionReasoningScore

Conciseness

Mostly lean and assumes Claude knows embeddings/RRF, but 'How It Works' step 5 over-explains the ranking_debug fields ('so you can audit disagreement between the three ranking sources'), keeping it just below a 5.

4 / 5

Actionability

Copy-paste-ready JSON examples in Quick Reference, a complete parameter table with types/defaults, concrete env var and field names (fts5_rank, embedding_rank, web_rank, rrf_score) cover the common cases fully.

5 / 5

Workflow Clarity

Clear 5-step How It Works sequence plus a 2-step cache-warming workflow with the cold-start signal as a soft checkpoint; minor validation gaps but the operation is read-only so no destructive cap applies.

4 / 5

Progressive Disclosure

No bundle files exist, but the body is well-organized into clearly signaled sections (Quick Reference, Parameters, Modes, Anti-Patterns, When NOT to use, See Also) with one-level-deep links to sibling skills; a few inline sections (the long parameter table) could arguably be split out.

4 / 5

Total

17

/

20

Passed

Description

96%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, third-person description that clearly states what the skill does and when to use it with concrete, natural trigger phrases. The only weakness is slight overlap risk with a web-search skill due to the 'live web search' mention.

DimensionReasoningScore

Specificity

Names multiple concrete actions — 'fuses embeddings + keyword search + live web search via 3-way Reciprocal Rank Fusion' — with comprehensive coverage of the three signals and their fusion, matching the score-5 anchor.

5 / 5

Completeness

Explicitly answers both 'what' (hybrid semantic discovery fusing embeddings/keyword/web via RRF) and 'when' via a concrete 'Use when...' clause with specific trigger phrases, matching the score-5 anchor.

5 / 5

Trigger Term Quality

Includes natural phrases users actually say — 'find similar', 'related pages', 'more like this' — plus synonyms ('discover content related to a known URL or concept'), giving comprehensive coverage.

5 / 5

Distinctiveness Conflict Risk

Has a clear niche (similarity discovery) with distinct triggers, but 'live web search' creates minor overlap risk with a generic search skill; falls just below the score-5 'minimal conflict risk' anchor.

4 / 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.

Validation15 / 16 Passed

Validation for skill structure

CriteriaDescriptionResult

relative_links

Relative link issues: 2 suspicious

Warning

Total

15

/

16

Passed

Repository
KnockOutEZ/wigolo
Reviewed

Table of Contents

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