Harvest Adaptive (Digest)
SkillDev toolsAdaptive content summarization - auto-detect content type and produce relevant summary
Available today. Use it from your connected AI after setup.
No other account needed.
Connect ahel once, and every AI you use reads what you have installed.
Then ask your AI: use the Harvest Adaptive (Digest) skill
What this skill tells your AI
The instructions your AI receives, as published by vibeeval/vibecosystem in skills/harvest-adaptive/SKILL.md and read by ahel’s review.
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.
Usage
/digest <url>
Examples
# 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
Content Type Detection
| 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 |
Output Templates
Library Evaluation
# 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: ...]
Article Summary
# 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]
Rules
- Auto-detect, don't ask user for content type
- Keep summaries under 500 words
- Always include source URL and date
- For libraries: check last commit date, flag if > 6 months
- For articles: check publication date, flag if > 1 year
- Confidence rating on every assessment
Signals
- GitHub stars
- 530
- Forks
- 44
- Last commit
- Aug 2026
Advanced
- Catalog kind
- skill
- Gateway key
harvest-adaptive- Source
- github.com/vibeeval/vibecosystem