Knowledge Skill
YOU MUST EXECUTE THIS WORKFLOW. Do not just describe it.
Find and retrieve knowledge from past work.
Execution Steps
Given /knowledge <query>:
Step 1: Search with ao CLI (if available)
bash
ao forge search "<query>" --limit 10 2>/dev/null
If results found, read the relevant files.
Step 2: Search .agents/ Directory
bash
# Search learnings grep -r "<query>" .agents/learnings/ 2>/dev/null | head -10 # Search patterns grep -r "<query>" .agents/patterns/ 2>/dev/null | head -10 # Search research grep -r "<query>" .agents/research/ 2>/dev/null | head -10 # Search retros grep -r "<query>" .agents/retros/ 2>/dev/null | head -10
Step 3: Search Plans
bash
# Local plans grep -r "<query>" .agents/plans/ 2>/dev/null | head -10 # Global plans grep -r "<query>" ~/.claude/plans/ 2>/dev/null | head -10
Step 4: Use Semantic Search (if MCP available)
code
Tool: mcp__smart-connections-work__lookup Parameters: query: "<query>" limit: 10
Step 5: Read Relevant Files
For each match found, use the Read tool to get full content.
Step 6: Synthesize Results
Combine findings into a coherent response:
- •What do we know about this topic?
- •What learnings are relevant?
- •What patterns apply?
- •What past decisions were made?
Step 7: Report to User
Present the knowledge found:
- •Summary of findings
- •Key learnings (with IDs)
- •Relevant patterns
- •Links to source files
- •Confidence level (how much we know)
Knowledge Locations
| Type | Location | Format |
|---|---|---|
| Learnings | .agents/learnings/ | Markdown |
| Patterns | .agents/patterns/ | Markdown |
| Research | .agents/research/ | Markdown |
| Retros | .agents/retros/ | Markdown |
| Plans | .agents/plans/ | Markdown |
| Global Plans | ~/.claude/plans/ | Markdown |
Key Rules
- •Search multiple locations - knowledge may be scattered
- •Use ao CLI first - semantic search is better
- •Fall back to grep - if ao not available
- •Read full files - don't just report matches
- •Synthesize - combine findings into useful answer
Example Queries
bash
/knowledge authentication # Find auth-related learnings /knowledge "rate limiting" # Find rate limit patterns /knowledge kubernetes # Find K8s knowledge /knowledge "what do we know about caching"