mcpbeat Sign in

Extract Skill for Claude

Builds the gauntlet knowledge base from AST extraction and AI enrichment. Use when initializing or refreshing codebase knowledge for challenges.

509 tokens
context cost
the whole folder, loaded on every use
1
files
instructions only
0
copies elsewhere
how many repositories repackaged it
324
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/athola/claude-night-market --skill extract

The instruction itself

5 sections, as written by the author

Extract Codebase Knowledge

Build or rebuild the .gauntlet/knowledge.json knowledge base.

When NOT To Use

  • Tribal knowledge no parser can see (use gauntlet:curate)
  • Building the code graph (use gauntlet:graph-build)

Steps

  • Identify target directory: use the current working directory

or a user-specified path

  • Run AST extraction: invoke the extractor script
   python3 ${CLAUDE_PLUGIN_ROOT}/scripts/extractor.py <target-dir>
  • AI enrichment: for each extracted entry, enhance the detail

field with natural language explanation of business logic, data

flow, architectural role, and rationale

  • Cross-reference: link related entries across modules by

matching imports, shared types, and data flow paths

  • Merge with annotations: preserve existing curated entries

in .gauntlet/annotations/

  • Save: write to .gauntlet/knowledge.json
  • Report: show summary by category, coverage gaps, difficulty

distribution

Exit Criteria

  • [ ] .gauntlet/knowledge.json exists and is valid JSON after the

skill completes; entries from .gauntlet/annotations/ are merged

and not overwritten

  • [ ] Report shows entry counts broken down by all 7 categories

(business_logic, architecture, data_flow, api_contract, pattern,

dependency, error_handling) with coverage gaps identified

  • [ ] Each extracted entry has a detail field containing a natural

language explanation (not just the raw AST node name)

  • [ ] Cross-reference links between related entries are present for

modules sharing imports, shared types, or data flow paths

Category Priority

  • business_logic (weight 7)
  • architecture (weight 6)
  • data_flow (weight 5)
  • api_contract (weight 4)
  • pattern (weight 3)
  • dependency (weight 2)
  • error_handling (weight 1)

Other skills for the same job

different authors, same section of the catalogue
Obsidian CLI
by kepano
×2

Interact with Obsidian vaults using the Obsidian CLI to read, create, search, and manage notes, tasks, properties, and more. Also supports plugin and theme development with commands to reload plugins, run JavaScript, capture errors, take screenshots, and inspect the DOM. Use when the user asks to interact with their Obsidian vault, manage notes, search vault content, perform vault operations from the command line, or develop and debug Obsidian plugins and themes.

795 tokens
Architecture Blueprint Generator
by github
vendor ×1

Comprehensive project architecture blueprint generator that analyzes codebases to create detailed architectural documentation. Automatically detects technology stacks and architectural patterns, generates visual diagrams, documents implementation patterns, and provides extensible blueprints for maintaining architectural consistency and guiding new development.

3k tokens
Omero Integration
by K-Dense-AI
×1

Securely inspect and automate microscopy data workflows against OMERO.server with omero-py, BlitzGateway, OMERO CLI, tables, annotations, ROIs, rendering, and documented OMERO.web APIs. Use for scoped OMERO inventory, metadata export, import/export planning, or reviewed write workflows.

36k tokens scripts
Review
by AvdLee
×1

Review the changes since a fixed point (commit, branch, tag, or merge-base) along two axes — Standards (does the code follow this repo's documented coding standards?) and Spec (does the code match what the originating issue/PRD asked for?). Runs both reviews in parallel sub-agents and reports them side by side. Use when the user wants to review a branch, a PR, work-in-progress changes, or asks to "review since X".

1k tokens
API Documenter
by lingxling
×1

Master API documentation with OpenAPI 3.1, AI-powered tools, and modern developer experience practices. Create interactive docs, generate SDKs, and build comprehensive developer portals.

2k tokens
API Changelog Versioning
by ComeOnOliver
×1

Creates comprehensive API changelogs documenting breaking changes, deprecations, and migration strategies for API consumers. Use when managing API versions, communicating breaking changes, or creating upgrade guides.

496 tokens
API Documenter
by ComeOnOliver
×1

Master API documentation with OpenAPI 3.1, AI-powered tools, and modern developer experience practices. Create interactive docs, generate SDKs, and build comprehensive developer portals. Use PROACTIVELY for API documentation or developer portal creation.

4k tokens
Data Substrate Analysis
by ComeOnOliver
×1

Analyze fundamental data primitives, type systems, and state management patterns in a codebase. Use when (1) evaluating typing strategies (Pydantic vs TypedDict vs loose dicts), (2) assessing immutability and mutation patterns, (3) understanding serialization approaches, (4) documenting state shape and lifecycle, or (5) comparing data modeling approaches across frameworks.

4k tokens

How to use it

Copy the folder

Take athola/extract 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.