Harvest Adaptive Agent Skill

by vibeeval

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

613 tokens

context cost

the whole folder, loaded on every use

files

instructions only

copies elsewhere

how many repositories repackaged it

521

stars on the repo

on the repository, not the skill itself

Install

one command, takes just this skill from the repository

npx skills add https://github.com/vibeeval/vibecosystem --skill harvest-adaptive

What it tells the agent to use

found in the instruction text

WebFetch fetches pages from the network

WebSearch reads your files

The instruction itself

8 sections, as written by the author

Harvest Adaptive (Digest)

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

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How to use it

Copy the folder

Take vibeeval/harvest-adaptive from the repository into ~/.claude/skills for personal use, or into .claude/skills inside a project.

Check the name does not clash

The agent identifies a skill by the name field in its header. Two skills with the same name cannot sit side by side — one of them will be ignored.