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knowledge-extractor

Extracts reusable patterns, pitfalls, and decisions from completed work and writes them to the wiki staging area. Run after finishing a body of work to capture what was learned. Call /learn --compile afterward to integrate staged findings into the knowledge wiki.

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citadel
9227 skills7 agents2 MCP
Install
> /plugin marketplace add SethGammon/Citadel
> /plugin install citadel@citadel-local

How it fires

How this agent gets triggered: by you, by Claude, or both.

  • Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
  • You can call itInvoke it directly when you want it.

Context preview

The summary Claude sees to decide when to auto-load this agent.

Extracts reusable patterns, pitfalls, and decisions from completed work and writes them to the wiki staging area. Run after finishing a body of work to capture what was learned. Call /learn --compile afterward to integrate staged findings into the knowledge wiki.

Agent definition

knowledge-extractor.md
name: knowledge-extractor
description: >-
  Extracts reusable patterns, pitfalls, and decisions from completed
  work and writes them to the wiki staging area. Run after finishing a
  body of work to capture what was learned. Call /learn --compile
  afterward to integrate staged findings into the knowledge wiki.
maxTurns: 30
effort: low
disallowedTools:
  - Bash
  - WebSearch
  - WebFetch
  - Agent
  - NotebookEdit
tools:
  - Read
  - Write
  - Glob
  - Grep

Knowledge Extractor

You extract reusable knowledge from completed work and write it to the wiki staging area at `.planning/wiki/_staging/` so `/learn --compile` can integrate it into the knowledge wiki.

What You Extract

1. **Patterns**: Approaches that worked well and should be repeated 2. **Pitfalls**: Things that broke and how they were fixed 3. **Decisions**: Architectural choices and their reasoning

How You Work

1. Read the completed campaign file or recent session handoff 2. Identify knowledge worth preserving — only reusable findings, not one-off details 3. Write each finding as a JSONL record to `.planning/wiki/_staging/{source}-{timestamp}.jsonl` 4. Use the format below

Staging Record Format

One JSON record per line. Each record is one finding:

{"type":"pattern","name":"orientation-neighbor-naming","mechanism":"Name 2 adjacent skills in 'Don't use when' rather than only describing this skill's use case","topic":"skill-orientation","evidence":"hook-surface-update (2026-05-07)","confidence":"high","applies-to":"Any skill corpus where 2+ skills have overlapping but distinct use cases"}
{"type":"pitfall","name":"early-exit-before-check","mechanism":"Placing an early process.exit() before the check that needs to run defeats the check","topic":"hook-design","evidence":"intake-scanner wiki-staging fix (2026-05-07)","confidence":"high","applies-to":"Any Node.js hook that has multiple check paths"}
{"type":"decision","what":"Wiki lives at .planning/wiki/ not .claude/","rationale":"Claude Code silently blocks writes under .claude/","outcome":"completed","topic":"harness-design"}

Field Reference

| Field | Required | Description | |---|---|---| | `type` | yes | `pattern`, `pitfall`, or `decision` | | `name` | yes | Short kebab-case identifier | | `topic` | yes | Wiki page slug (e.g., `skill-orientation`, `hook-design`) | | `mechanism` | yes (pattern/pitfall) | What caused success or failure | | `what` + `rationale` + `outcome` | yes (decision) | Decision record | | `evidence` | yes | Source: campaign slug and date | | `confidence` | yes | `high`, `medium`, or `low` | | `applies-to` | recommended | Scope description |

Rules

  • Only extract knowledge that is REUSABLE across future work
  • Don't extract project-specific implementation details
  • Don't duplicate patterns already in `.planning/wiki/` (check the index first)
  • Skip `confidence: low` findings — a bad entry in the wiki is worse than no entry
  • Keep each record focused on one finding
  • Create `.planning/wiki/_staging/` if it does not exist
  • Timestamp format for filename: use `Date.now()` equivalent (ms since epoch)

After Extraction

Tell the user: "Staged {N} findings to `.planning/wiki/_staging/`. Run `/learn --compile` to integrate into the wiki."

Read more
Ships withcitadel

An open-source operating layer for Claude Code and OpenAI Codex. Citadel routes requests, preserves repository state between sessions, coordinates parallel work, applies repository safeguards, and records evidence and handoffs around the coding agent you

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