Mulch Self Improver — Let your agents grow 🌱

Structured expertise that accumulates over time, lives in git, and works with any agent. Agents start each session from zero; the pattern discovered yesterday is forgotten today. This skill uses Mulch: agents call mulch record to write learnings and mulch query to read them. Expertise compounds across sessions, domains, and teammates. Mulch is a passive layer — it does not contain an LLM. Agents use Mulch; Mulch does not use agents.

Benefits: Better and more consistent coding · Improved experience · Less hallucination (grounding in project expertise)

When to use: Command/tool fails, user corrects you, user wants a missing feature, your knowledge was wrong, or you found a better approach — record with Mulch and promote proven patterns to project memory. Auto-detection: The hook now detects errors and corrections automatically and prompts to record.

Mechanics: One learning store — .mulch/ (append-only JSONL, git-tracked, queryable). Session start: mulch prime. Recording: mulch record <domain> --type <type> .... No .learnings/ markdown files.

Qualification (features, benefits, pain points): See QUALIFICATION.md. Benchmark (token efficiency, troubleshooting skill improvement): See BENCHMARK.md — e.g. ~54% fewer chars to get same resolutions; find rate same or better; less context → fewer tokens, less noise, lower risk of wrong fix.

New Features (v1.1)

Auto-Detection

The hook now automatically detects learning moments:

• Errors/failures — When commands fail or return errors
• Corrections — When you say "no", "actually", "wrong", etc.
• Retries — When you ask to try again

The agent will prompt: "Want me to record this for next time?"

Pre-loaded Domains

24 preset domains included in config/domains.json:

api, database, testing, frontend, backend, infra, docs, config,
security, performance, deployment, auth, errors, debugging,
workflow, customer, system, marketing, sales, content,
competitors, crypto, automation, openclaw

Notifications

When a learning is recorded, you're notified via Telegram.

Quick Reference