Harvest Adaptive (Digest)

SkillDev tools

Adaptive content summarization - auto-detect content type and produce relevant summary

Available today. Use it from your connected AI after setup.

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

TypeSignalsOutput Style
Library/ToolGitHub repo, npm page, PyPIFeature matrix, ecosystem health, recommendation
Blog/ArticleSingle long-form contentKey takeaways, relevance assessment
DocumentationMulti-page, navigation structureStructure map, coverage assessment, quality
API ReferenceEndpoints, methods, paramsEndpoint catalog, auth info, SDK availability
ComparisonTables, vs, alternativesFeature matrix, winner per category
TutorialStep-by-step, code blocksPrerequisites, 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