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netresearch/claude-coach-plugin

Agent Skill: Self-improving learning system - detects friction, proposes improvements | Claude Code compatible

Works withClaude Code~Codex CLI~Cursor
npx add-skill netresearch/claude-coach-plugin

name: coach description: "Use when Claude makes repeated mistakes, users correct behavior, tool failures indicate missing knowledge, or managing learning via /coach commands." license: "(MIT AND CC-BY-SA-4.0). See LICENSE-MIT and LICENSE-CC-BY-SA-4.0" compatibility: "Requires python3 (for signal detection, aggregation, and analysis scripts)." metadata: author: Netresearch DTT GmbH version: "2.4.7" repository: https://github.com/netresearch/claude-coach-plugin allowed-tools: Bash(python3:) Bash(python:) Bash(sqlite3:*) Read Write Glob Grep

Coach - Self-Improving Learning System

Coach enables Claude to learn from friction and improve over time. It detects learning opportunities (user corrections, repeated instructions, tool failures, tone escalation), extracts actionable improvement candidates, and proposes changes requiring explicit user approval.

Core Principle: No silent writes. All improvements require user approval via /coach approve.

Activation Triggers

Activate when: user corrections ("no", "stop", "don't"), repeated instructions, tool/command failures, tone escalation (ALL CAPS, "!!!"), skill supplements ("also remember..."), deprecated-tool warnings, explicit /coach commands, or session end.

Signal Categories (Priority Order)

  1. COMMAND_FAILURE (Highest) - Non-zero exit, stderr patterns
  2. USER_CORRECTION (High) - Explicit correction language
  3. SKILL_SUPPLEMENT (High) - Additional guidance for a skill
  4. VERSION_ISSUE (Medium-High) - Deprecated/outdated warnings
  5. REPETITION (Medium) - Semantically similar instruction repeated
  6. TONE_ESCALATION (Low) - Frustration indicators

Candidate Types

TypeDescriptionExample
ruleStable constraint"Never edit generated files"
checklistWorkflow step"Run tests after code change"
snippetRepeatable command"Preflight check script"
skillSkill update suggestion"Add X guidance to Y skill"
antipatternThings to never do"Never assume tool exists"

Workflow Summary

  1. Detection — hooks capture events → ~/.claude-coach/events.sqlite
  2. Generation — aggregate signals into proposals (fingerprints dedupe)
  3. Scope — project vs global per path/language
  4. Review/coach review approves/rejects/edits
  5. Apply — approved rules → CLAUDE.md
  6. Retro/coach retro maps manual work to skill gaps, opens PRs at source repos

File Locations

~/.claude-coach/
├── events.sqlite      # Raw friction events
├── candidates.json    # Pending proposals
└── ledger.sqlite      # Cross-repo fingerprints

~/.claude/ or <repo>/.claude/
├── CLAUDE.md          # Rules destination
├── checklists/        # Workflow checklists
└── snippets/          # Reusable commands

Scripts

Execute from ${CLAUDE_PLUGIN_ROOT}/scripts/:

ScriptPurpose
init_coach.pyInitialize coach system
detect_signals.pyPattern detection for friction
aggregate.pyTurn signals into candidates
skill_analyzer.pyAnalyze skills and scan for outdated tools
apply.pyApply approved proposals

Proactive Commands

  • /coach scan — Check for outdated CLI tools and dependencies
  • /coach retro — Session retrospective: analyze manual work, create PRs to improve skills at source

For detailed architecture, schemas, and patterns, see references/ directory.

Related Skills