Auto-detect project dependencies and recommend matching Claude Code plugins from the pleaseai marketplace
68
86%
Does it follow best practices?
Impact
—
No eval scenarios have been run
Passed
No known issues
Quality
Discovery
89%Based on the skill's description, can an agent find and select it at the right time? Clear, specific descriptions lead to better discovery.
This is a strong description with excellent trigger term coverage and clear completeness, explicitly stating both what the skill does and when to use it with multiple natural trigger phrases. The main weakness is that the 'what' portion could be more specific about concrete actions beyond 'discover and install', and some trigger phrases like 'how do I do X' are quite broad and could cause false positives. The proactive use case ('even if they don't explicitly ask for a plugin') is a nice touch but also increases conflict risk.
Suggestions
Add more specific concrete actions to the capability description, e.g., 'browse plugin categories, search by keyword, view plugin details, install/uninstall plugins from the pleaseai marketplace'
Consider narrowing the 'how do I do X' trigger to reduce false positive risk, e.g., qualifying it with 'when the answer might involve a plugin or extension'
| Dimension | Reasoning | Score |
|---|---|---|
Specificity | The description names the domain (plugin marketplace) and some actions ('discover and install'), but doesn't list multiple concrete actions beyond those two. It lacks specifics like browsing categories, searching by keyword, viewing plugin details, or managing installed plugins. | 2 / 3 |
Completeness | Clearly answers both 'what' (discover and install plugins from the pleaseai marketplace) and 'when' (explicit 'Use this skill whenever...' clause with multiple detailed trigger scenarios including proactive use cases). | 3 / 3 |
Trigger Term Quality | Excellent coverage of natural trigger phrases users would say: 'how do I do X', 'find a plugin for X', 'is there a plugin that can...', 'recommend a plugin', 'what plugins are available', plus mentions of technology/framework contexts. These are highly natural user phrasings. | 3 / 3 |
Distinctiveness Conflict Risk | The description is clearly scoped to the 'pleaseai marketplace' for Claude Code plugins, which is a very specific niche. The trigger terms are plugin-focused and unlikely to conflict with other skills, though the 'how do I do X' trigger is broad and could potentially overlap with general help skills. | 3 / 3 |
Total | 11 / 12 Passed |
Implementation
77%Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.
This is a well-crafted skill with strong actionability and clear workflow sequencing. Every step includes executable commands and concrete output formats. The main weakness is moderate verbosity — the categories table and some explanatory text could be trimmed since Claude can derive much of this from the marketplace.json itself.
Suggestions
Consider removing or significantly trimming the Plugin Categories table, since Claude will read marketplace.json and can derive categories dynamically — this saves ~20 lines of potentially stale content.
The 'Semantic match' scoring criterion in Step 3 is vague compared to the other two — either remove it or provide a concrete heuristic for how to evaluate semantic relevance.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | Generally efficient but includes some unnecessary elements like the full plugin categories table (which could be discovered from the marketplace.json itself) and some slightly verbose explanations. The step-by-step structure is mostly lean but the categories table and some formatting add bulk. | 2 / 3 |
Actionability | Provides fully executable bash commands for every step — reading the catalog, searching skills with grep/find, checking installed status with jq, and installing plugins. The output format templates are concrete and copy-paste ready. | 3 / 3 |
Workflow Clarity | Clear 5-step sequential workflow with well-defined inputs and outputs at each stage. The process flows logically from discovery → search → rank → present → install, with a clear fallback path when no plugin matches. The deduplication note between Steps 1 and 2 serves as a validation checkpoint. | 3 / 3 |
Progressive Disclosure | Content is well-structured with clear sections, but the categories table and all details are inline in a single file. For a skill of this length (~100 lines of content), the inline approach is borderline acceptable, but the categories reference table could reasonably be a separate file. No bundle files exist to offload to. | 2 / 3 |
Total | 10 / 12 Passed |
Validation
90%Checks the skill against the spec for correct structure and formatting. All validation checks must pass before discovery and implementation can be scored.
Validation — 10 / 11 Passed
Validation for skill structure
| Criteria | Description | Result |
|---|---|---|
allowed_tools_field | 'allowed-tools' contains unusual tool name(s) | Warning |
Total | 10 / 11 Passed | |
Reviewed
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