knowledge

name	knowledge
description	Extracts knowledge from Amp threads and updates project docs. Use when asked to document recent work, sync docs after an epic, summarize what changed, or update AGENTS.md from thread history.

Knowledge Extraction & Documentation Sync

Extracts knowledge from Amp threads and synchronizes project documentation.

Pipeline

REQUEST → THREADS → TOPICS → CODE → DOCS

Phase	Action	Tools
1. Discover	Find threads by query/time	find_thread
2. Extract	Parallel topic extraction	Task + read_thread
3. Verify	Ground topics in code	gkg, finder
4. Map	Find target docs	Read, Grep
5. Reconcile	Compare all sources	Oracle
6. Apply	Surgical updates	Built-in tools

Phase 1: Discover Threads

Start from user request:

# "Document last 2 weeks"
find_thread after:2w

# "Summarize auth work"
find_thread "authentication"

# "What touched the SDK?"
find_thread file:packages/sdk

# Combined
find_thread "refactor" after:1w file:packages/api

Phase 2: Extract Topics

Spawn parallel Task agents (2-3 threads each):

Task prompt:
"Read threads [T-xxx, T-yyy] using read_thread.
Goal: 'Extract topics, decisions, changes'

Return JSON:
{
  'topics': [{
    'name': 'topic name',
    'threads': ['T-xxx'],
    'summary': '1-2 sentences',
    'decisions': ['...'],
    'patterns': ['...'],
    'changes': ['...']
  }]
}"

Collect outputs → Oracle synthesizes:

Oracle: "Cluster these extractions. Deduplicate.
Latest thread wins conflicts. Output unified topic list."

See reference/extraction-prompts.md for full templates.

Phase 3: Verify Against Code

For each topic, verify claims:

Topic: "Added retry logic to API client"

1. finder "retry logic API client"
   → finds src/api/client.ts

2. gkg__search_codebase_definitions "retry"
   → RetryPolicy class at L45

3. gkg__get_references "RetryPolicy"
   → 12 usages across 4 files

→ Confirmed: topic matches code

Claim Type	Verification
"Added X"	mcp__gkg__search_codebase_definitions "X"
"Refactored Y"	finder "Y" → mcp__gkg__get_references
"Changed pattern"	semantic_search or grep_search
"Updated config"	mcp__gkg__repo_map on config paths

Phase 4: Map to Docs

Discover existing documentation:

# Structure
gkg__repo_map on docs/, .claude/skills/, */AGENTS.md

# Find existing mentions
Grep "topic keyword" docs/
Grep "RetryPolicy" AGENTS.md

Read target files before updating:

Read docs/ARCHITECTURE.md
→ Note structure, sections, voice
→ Identify insertion point

See reference/doc-mapping.md for target file conventions.

Phase 5: Reconcile

Oracle compares three sources:

Oracle prompt:
"Compare:
1. TOPICS: [extracted]
2. CODE: [verified state]
3. DOCS: [current content]

Output:
- GAPS: topics not in docs
- STALE: docs ≠ code
- UPDATES: [{file, section, change, rationale}]"

Phase 6: Apply Updates

Text updates:

Read target → edit_file with precise changes
Preserve structure and voice

Architecture diagrams:

mermaid with citations:
{
  "code": "flowchart LR\n  A[Client] --> B[RetryPolicy]",
  "citations": {
    "Client": "file:///src/api/client.ts#L10",
    "RetryPolicy": "file:///src/api/retry.ts#L45"
  }
}

Parallel updates: Multiple unrelated files → spawn Task per file.

Concrete Example

User: "Document the auth refactor from last week"

1. find_thread "auth" after:7d
   → [T-abc, T-def, T-ghi]

2. Task agents extract (parallel):
   Agent A: T-abc → {topics: [{name: "JWT migration"}]}
   Agent B: T-def, T-ghi → {topics: [{name: "session cleanup"}]}

3. Oracle clusters:
   → "Auth Refactor" with sub-topics

4. Verify:
   mcp__gkg__search_codebase_definitions "JWTService"
   → confirmed at packages/auth/jwt.ts

5. Map docs:
   Grep "authentication" AGENTS.md
   → Section exists at line 45

6. Oracle reconciles:
   → Gap: JWT migration not documented
   → Update: AGENTS.md auth section

7. Apply:
   edit_file AGENTS.md add JWT details
   mermaid auth flow diagram

Tool Quick Reference

Goal	Tool
Find threads	find_thread query|after:Xd|file:path
Read thread	read_thread with focused goal
Parallel extraction	Task (spawn multiple)
Find definitions	mcp__gkg__search_codebase_definitions
Find references	mcp__gkg__get_references
Semantic search	Built-in semantic/grep search tools
Area overview	mcp__gkg__repo_map
Synthesis	Oracle
Read doc	Read
Search docs	Grep
Diagram	mermaid with citations

Quality Checklist

- [ ] Topics verified against code (GKG)
- [ ] Existing docs read before updating
- [ ] Changes surgical, not wholesale
- [ ] Mermaid diagrams have citations
- [ ] Terminology matches existing docs

Troubleshooting

Thread not found: Try topic keywords, widen date range

Too many threads: Add file: filter, narrow dates

Topic ≠ code: Code is truth; note as "planned" or "historical"

Doc structure unclear: Read first, match existing patterns