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Get Started Free →Adaptive content summarization - auto-detect content type and produce relevant summary
.claude/skills/harvest-adaptive/SKILL.md| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-15 | ✗→✓ | ▲ Improved | — | — |
| case-01 | ✗→✓ | ▲ Improved | — | — |
| case-11 | ✗→✓ | ▲ Improved | — | — |
| case-08 | ✗→✓ | ▲ Improved | — | — |
| case-19 | ✗→✓ | ▲ Improved | — | — |
Automatically detect content type and produce the most useful summary. A blog post gets key takeaways. A library gets feature evaluation. Documentation gets structure overview. API reference gets endpoint catalog.
/digest <url>bash# Evaluate a library /digest https://github.com/owner/cool-library # Summarize an article /digest https://blog.example.com/microservices-patterns # Overview documentation /digest https://docs.example.com
| Type | Signals | Output Style | |------|---------|-------------| | Library/Tool | GitHub repo, npm page, PyPI | Feature matrix, ecosystem health, recommendation | | Blog/Article | Single long-form content | Key takeaways, relevance assessment | | Documentation | Multi-page, navigation structure | Structure map, coverage assessment, quality | | API Reference | Endpoints, methods, params | Endpoint catalog, auth info, SDK availability | | Comparison | Tables, vs, alternatives | Feature matrix, winner per category | | Tutorial | Step-by-step, code blocks | Prerequisites, steps summary, outcome |
markdown# Library: [name] > Source: [URL] | Stars: [X] | Last commit: [date] ## What It Does [1-2 sentence description] ## Key Features - Feature 1 - Feature 2 ## Ecosystem Health | Metric | Value | |--------|-------| | GitHub Stars | X | | Weekly Downloads | X | | Last Release | date | | Open Issues | X | | Contributors | X | ## API Surface [Key classes/functions/exports] ## Verdict [Use when... Don't use when... Alternatives: ...]
markdown# Summary: [title] > Source: [URL] | Author: [name] | Date: [date] ## Key Takeaways 1. [Point 1] 2. [Point 2] 3. [Point 3] ## Relevance [How this applies to current project/context] ## Action Items - [What to do based on this]
| Case | Status | Duration (ms) | Turns | Tokens | Tool calls | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Without | With | Δ | Without | With | Δ | Without | With | Δ | Without | With | Δ | ||
case-15 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-01 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-11 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-08 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-19 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-05 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-04 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-09 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-06 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-14 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-21 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-03 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-10 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-07 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-22 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-23 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-13 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-18 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-17 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-25 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-26 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-16 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-12 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-20 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-24 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-02 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
DecimalAI ran this skill against gemini-3.6-flash twice over the same eval suite — once with the skill loaded and once without — and compared the two runs case by case. 26 cases were attempted. The headline lift of +81 percentage points is the difference between those two pass rates over the 26 comparable cases.
The per-case answers from this run were removed by the retention sweep, so the case table below shows the verdicts without the text either arm produced. The counts above were recorded at the time and are unaffected. Answers are now kept for 180 days.
Other measured skills in the registry, with their headline benchmark lift.