
code-agent-insights-workflow
by numiadata
Local-first observability and memory for coding agents (Claude Code, Cursor, VS Code)
SKILL.md
name: code-agent-insights-workflow description: Mandatory workflow and conventions for working on code-agent-insights project (project)
Code Agent Insights Workflow
Purpose: Enforce best practices and prevent common mistakes when working on code-agent-insights.
Scope: This project only - mandatory workflow for AI agents and developers.
⚠️ CRITICAL: Before ANY Operation
1. Use Recall Tool FIRST (Mandatory)
Before debugging, investigating issues, or running commands:
# Check for past solutions
recall <issue-keywords>
# Example searches:
recall path normalization project_path # Path issues
recall sync default no-global # Sync conventions
recall indexing parser session # Indexing bugs
recall database foreign key # Database issues
Why: We've likely solved this before. Check past learnings to save 30+ minutes.
2. Check CLAUDE.md Conventions
Review the "Command Defaults & Conventions" section in CLAUDE.md:
- Command defaults (sync, index, clean)
- Flag behavior (--no-global, --force, --dry-run)
- Debugging protocol
3. Always Use Dry-Run First
For commands that modify data:
cai sync --dry-run # Preview before syncing
cai clean --dry-run # Preview before cleaning
cai index --force --verbose # Show what's happening
Command Defaults & Critical Flags
cai sync
- Default behavior: Project-only learnings (
--no-global) - NEVER run without:
--dry-runfirst - Rare cases only:
--global(includes global learnings)
# ✓ CORRECT workflow
cai sync --dry-run # 1. Preview
# Review output carefully
cai sync # 2. Apply (project-only by default)
# ❌ WRONG workflow
cai sync # Skipped preview!
cai sync --global # Includes irrelevant global learnings!
cai index
- Default: Incremental (new sessions only)
- Use --force: After parser fixes, path changes, schema updates
- Use --verbose: When debugging parse issues
cai index # Normal: index new sessions
cai index --force --verbose # After fixes: reindex all
cai clean
- ALWAYS use --dry-run first: Deletions are permanent
Debugging Protocol (Mandatory Steps)
When a user reports an issue, follow this order:
Step 1: Use Recall (5 seconds)
recall <error-keywords> <component-name>
Check if we've seen this before. Review past learnings.
Step 2: Check CLAUDE.md (30 seconds)
- Read "Command Defaults & Conventions"
- Check "When to Use Recall" section
- Review recent learnings in the auto-generated section
Step 3: Check Git History (1 minute)
git log --all --grep="<keyword>" --oneline
git show <commit-hash>
Look for recent fixes to the same component.
Step 4: Investigate Code (only after above)
Now you can dive into the code with context from past solutions.
Common Issues & Solutions
Issue: "cai correlate not finding sessions"
First action: recall path normalization project_path mismatch
Likely cause: Path inference bug (dashes vs slashes)
Solution documented in: Past learnings about inferProjectPath()
Issue: "Global learnings in project CLAUDE.md"
First action: recall sync default no-global
Root cause: Forgot to use default behavior
Solution: cai sync defaults to --no-global (project-only)
Issue: "Sessions not indexed"
First action: recall indexing discovery session jsonl
Check: Session file locations, parser updates, path resolution
Solution: Often needs cai index --force after parser changes
Saving New Learnings
When you discover something important:
# Use remember tool
remember --type pattern --scope project "Your learning here"
# Add relevant tags
--tags debugging,path-issues,sync,convention
# Then sync to CLAUDE.md (if appropriate)
cai sync --dry-run
cai sync
What NOT to Do
❌ Don't Skip Recall
# User: "cai correlate not working"
# ❌ WRONG: grep -r "correlate" packages/
# ✓ CORRECT: recall correlate sessions path
❌ Don't Skip Dry-Run
# ❌ WRONG: cai sync
# ✓ CORRECT: cai sync --dry-run, review, then cai sync
❌ Don't Assume Defaults
# ❌ WRONG: Assume sync includes global
# ✓ CORRECT: Check CLAUDE.md conventions
❌ Don't Repeat Past Mistakes
# ❌ WRONG: Debug path issues from scratch
# ✓ CORRECT: recall path normalization (finds past solutions)
Workflow Checklist
Before executing commands that modify data:
- Used
recalltool with relevant keywords - Checked CLAUDE.md "Command Defaults & Conventions"
- Ran command with
--dry-runflag first - Reviewed output carefully
- Verified scope (global vs project-specific)
- Ready to document new learnings if discovered
Key Principles
- Memory First: Check recall before debugging
- Preview First: Use --dry-run before applying
- Context First: Read CLAUDE.md conventions
- Document: Save learnings for next time
- Project-Only: Default to project-specific learnings
Success Metrics
- ✓ Zero repeated debugging of solved issues
- ✓ Zero accidental global learning pollution
- ✓ Zero data loss from skipped dry-runs
- ✓ 100% workflow checklist compliance
Remember: This project is about building memory and learning from the past. Practice what we preach!
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