Agent skill

knowledge-extractor

Extract tribal knowledge from code, documentation, and commit history to preserve institutional memory

Stars 514
Forks 31

Install this agent skill to your Project

npx add-skill https://github.com/a5c-ai/babysitter/tree/main/library/specializations/code-migration-modernization/skills/knowledge-extractor

SKILL.md

Knowledge Extractor Skill

Extracts tribal knowledge from code comments, commit messages, documentation, and other sources to preserve institutional memory during migration.

Purpose

Enable knowledge preservation for:

  • Comment analysis and extraction
  • Commit message mining
  • Documentation parsing
  • Pattern recognition
  • Business rule discovery

Capabilities

1. Comment Analysis

  • Extract TODO/FIXME comments
  • Parse documentation comments
  • Identify explanatory notes
  • Find warning comments

2. Commit Message Mining

  • Extract rationale from commits
  • Identify bug fix context
  • Find feature explanations
  • Track decision history

3. Documentation Parsing

  • Parse markdown documentation
  • Extract from wikis
  • Process README files
  • Catalog API docs

4. Pattern Recognition

  • Identify coding patterns
  • Recognize idioms
  • Detect conventions
  • Map architectural patterns

5. Business Rule Extraction

  • Find business logic comments
  • Extract validation rules
  • Identify calculation explanations
  • Document edge cases

6. Glossary Generation

  • Build domain vocabulary
  • Define abbreviations
  • Map term usage
  • Create terminology guide

Tool Integrations

Tool Purpose Integration Method
Sourcegraph Code search API
GitHub API Commit history API
grep/ripgrep Pattern search CLI
Custom NLP Text analysis Library
Confluence API Wiki extraction API

Output Schema

json
{
  "extractionId": "string",
  "timestamp": "ISO8601",
  "knowledge": {
    "comments": [
      {
        "type": "todo|fixme|note|warning|explanation",
        "file": "string",
        "line": "number",
        "content": "string",
        "context": "string"
      }
    ],
    "commits": [
      {
        "hash": "string",
        "message": "string",
        "author": "string",
        "context": "string",
        "relatedFiles": []
      }
    ],
    "documentation": [],
    "businessRules": [],
    "glossary": {}
  }
}

Integration with Migration Processes

  • legacy-codebase-assessment: Knowledge discovery
  • documentation-migration: Source material

Related Skills

  • legacy-code-interpreter: Code understanding
  • documentation-generator: Doc creation

Related Agents

  • legacy-system-archaeologist: Uses for excavation
  • documentation-migration-agent: Uses for doc creation

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