mcpbeat

Harvest Adaptive

vibeeval/harvest-adaptive

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

613 tokens
context cost
the whole folder, loaded on every use
1
files
instructions only
0
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

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.