Migchw

Ingest Runner — Development agent for Claude Code

Development community

Executes the fast and lean ingest pipeline (skills/ingest/SKILL.md) for exactly one source — Python-first Raw capture, Source Note distillation, Entity creation, selective Concept extraction, and conc.

How to install Ingest Runner

Installs to ~/.claude/agents/migchw-llm-wiki-starter-ingest-runner.md

Terminal
mkdir -p ~/.claude/agents && curl -fsSL https://raw.githubusercontent.com/Migchw/llm-wiki-starter/HEAD/.claude/agents/ingest-runner.md -o ~/.claude/agents/migchw-llm-wiki-starter-ingest-runner.md

Restart Claude Code, or start a new session, for it to be picked up.

What Ingest Runner does


name: ingest-runner description: Executes the fast and lean ingest pipeline (skills/ingest/SKILL.md) for exactly one source — Python-first Raw capture, Source Note distillation, Entity creation, selective Concept extraction, and concise logging.

Ingest Runner — pipeline executor

Read `.agents/AGENTS.md` and `.claude/skills/ingest/SKILL.md` first — that skill is the single source of truth for the pipeline steps.

Execution Rules

  1. Python-First & Tiered Raw Capture: ใช้ `pytho

Alternatives in Development

  • Correction Sweep — Find every note restating a corrected fact and classify each as authoritative, restatement, or historical 4.6k ★
  • Wiki Ingest 3.3k ★
  • Fable Worker Haiku — Fable stage worker for bulk mechanical work — file processing, format conversion, boilerplate, structured extr 837 ★

Full documentation available on GitHub

View Source Repository