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knowledge-extractor
SethGammon/CitadelSubagent
Extracts reusable patterns, pitfalls, and decisions from completed
Why this score
This repo hosts 7 subagents, so its 925 stars are split between them (about 132 each) for scoring.
Popularity score: 70/100 from public GitHub signals only. It shows how widely used and maintained this is, not how well it works. Not included yet: the fake-star check. The security scan is shown separately and doesn't change the score. How we rank
What it can use
- Read and search files
Tools listed in the file: Read
The agent file
---
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:
```json
{"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."
MIT license, from SethGammon/Citadel at commit 1dc5e9627d70.
Security
Scanned Oct 22, 2026 at commit 1dc5e9627d70, with Cisco's open-source skill-scanner.
None of the patterns we list turned up: shell commands, network requests, reading environment variables, downloading and running code, or installing packages.
A scan lists patterns in the code. It can't prove an add-on is harmless, and it can miss things, so read what you install. How we scan
Alternatives
Other makers' add-ons that do the same job, next to this one.
| Name | Score | Stars | Context | Updated |
|---|---|---|---|---|
| This oneknowledge-extractor SethGammon/Citadel · Subagent | 70 | ★ 925 | ≈22 in chat | 17d ago |
| extractor athola/claude-night-market · Subagent Both about extractor and knowledge | 58 | ★ 342 | ≈17 in chat | 19d ago |
| design-context-extractor yonatangross/orchestkit · Subagent Both about extractor and extract | 58 | ★ 296 | ≈48 in chat | 16d ago |
| memory-extractor Lifecycle-Innovations-Limited/claude-ops · Subagent Both about extractor and extract | 63 | ★ 547 | ≈30 in chat | 17d ago |
| knowledge_agent jsdsg666/AutoWWTP-ASM-Demo · Subagent Both about knowledge | 59 | ★ 105 | ≈23 in chat | 1mo ago |
| epub-chapter-extractor Abilityai/cornelius · Subagent Both about extractor and extract | 61 | ★ 113 | ≈63 in chat | 27d ago |