Generate QA Report

"What gets measured gets managed; what gets reported gets improved."

Aggregates findings from all 7 validation and audit skills into a single comprehensive Markdown report. Includes a 3-line TL;DR, categorized findings by dimension, summary statistics, and a Top 5 prioritized recommendations list.

Procedure

1. Collect findings from all validation and audit skills -- check if validation/audit results are available from the current session. If not, inform the user that validation skills should be run first, or offer to run them. Gather results from:

   • validate-structure
   • validate-manifest
   • validate-components
   • validate-hooks
   • validate-cross-refs
   • audit-security
   • audit-content-quality

2. Calculate summary statistics -- aggregate across all sources:

   • Total findings by severity: CRITICAL, WARNING, INFO
   • Pass rate per dimension (findings with 0 critical and 0 warnings = PASS)
   • Total files scanned
   • Total skills, agents, commands, hooks evaluated

3. Build the TL;DR -- write exactly 3 lines summarizing:

   • Line 1: Overall health verdict (e.g., "Plugin X has 3 critical issues requiring immediate attention.")
   • Line 2: Strongest area (e.g., "Structure and manifest are well-formed.")
   • Line 3: Most urgent action (e.g., "Priority: remove hardcoded API key in hooks/post-install.sh.")

4. Build Plugin Overview table -- a single table row with:

   • Plugin name
   • Version (from plugin.json)
   • Skill count, agent count, command count, hook count
   • Date of report generation

5. Write Findings by Category -- organize all findings into 7 sections:

   • Structure
   • Manifest (plugin.json)
   • Components (skills, agents, commands)
   • Hooks
   • Cross-References
   • Security
   • Content Quality Each finding entry must include:
   • Severity icon: [CRITICAL], [WARNING], [INFO]
   • One-line description of the issue
   • File path and line number (when applicable)
   • Specific recommendation for resolution

6. Build Summary Statistics table -- columns: Category, Critical, Warning, Info, Status (PASS/WARN/FAIL).

7. Write Top 5 Recommendations -- prioritized by impact:

   • Rank by: CRITICAL findings first, then by number of files affected, then by ease of fix
   • Each recommendation: what to do, why it matters, estimated effort (trivial/moderate/significant)

8. Include Content Quality Scorecard -- if audit-content-quality results are available, embed the per-skill scorecard table and the plugin average score.

9. Save the report -- write the file as {plugin-name}_qa-report_{YYYY-MM-DD}.md in the current working directory. Confirm the file path to the user.

Quality Criteria

• The TL;DR is exactly 3 lines, each conveying distinct information (verdict, strength, action).
• Every finding from every validation/audit source is included; nothing is silently dropped.
• Findings are categorized into the correct section -- no security findings under "Structure".
• The Top 5 Recommendations are genuinely prioritized by impact, not just listed in discovery order.
• The report is valid Markdown with properly formatted tables and headers.

Assumptions & Limits

• Read-only for source data. This skill reads validation/audit results but does not re-run them.
• Requires validation and audit skills to have been executed in the current session or their results to be accessible. Cannot generate a report from stale or missing data without explicit user acknowledgment.
• Does not validate whether findings are correct -- it aggregates and formats what the upstream skills reported.
• The Content Quality Scorecard section depends on audit-content-quality results; if that skill was not run, the section is omitted with a note.
• Report file naming uses the plugin name from plugin.json; if unreadable, falls back to the directory name.

Good vs Bad

Bad report excerpt:

## Findings
- Missing hooks
- Bad structure
- Security issue

Missing: no severity, no file paths, no categorization, no recommendations.

Good report excerpt:

## Structure
[WARNING] | skills/ | Directory absent. Plugin description implies skill-based functionality. | Add skills/ directory with at least one SKILL.md.

## Security
[CRITICAL] | hooks/post-install.sh:7 | Hardcoded API key matching `sk-proj-*` pattern. | Remove the key, rotate immediately, use environment variables.

Includes: severity icon, file path with line, description, actionable recommendation, proper categorization.

Anti-Patterns

1. Wall of text -- dumping raw findings without categorization, severity icons, or structure.
2. Missing cross-references -- reporting a finding without the file path and line number, making it unfindable.
3. Recommendations without rationale -- saying "fix this" without explaining the impact or risk.
4. Duplicate findings -- the same issue reported under multiple categories without deduplication.
5. Stale data -- generating a report from outdated validation results without noting when those results were produced.

Edge Cases

1. No findings at all -- generate a clean report with all categories showing PASS and a congratulatory TL;DR. Do not skip report generation.
2. Only one validation skill was run -- generate a partial report clearly labeled as incomplete, listing which dimensions were not evaluated.
3. Very large plugin (100+ findings) -- still include every finding but add a "Critical Findings Summary" section at the top listing only CRITICAL items for quick triage.
4. Plugin with no version in plugin.json -- use "unknown" as the version and flag it as an INFO finding.