ai-toolkit

# ai-toolkit

> Professional-grade Claude Code toolkit: skills, agents, machine-enforced constitution, quality hooks.

## Documentation

- [README](README.md): Installation, usage, and feature overview
- [CHANGELOG](CHANGELOG.md): Version history
- [ARCHITECTURE](app/ARCHITECTURE.md): System design
- [CONSTITUTION](app/constitution.md): Safety rules

## Knowledge Base

- [Best Practices](kb/best-practices/README.md)
- [No Hardcoded Counts in Secondary Docs](kb/best-practices/no-hardcoded-counts.md)
- [Autonomous development in ai-toolkit](kb/history/completed/autonomous-development-plan.md)
- [Plan: Deep Coverage v3.0 — 100% Native Surface Utilization](kb/history/completed/deep-coverage-v3-20260423.md)
- [Plan: Drop Cascade hooks after 2026-07-01 sunset](kb/history/completed/drop-cascade-hooks-after-sunset-20260710.md)
- [Plan: DeepSeek Harness (dsh) Integration (Superseded)](kb/history/completed/dsh-integration-plan-superseded.md)
- [Plan: Native DSH Install Target](kb/history/completed/dsh-native-install-target-plan.md)
- [Plan: Ecosystem Deep Sweep — All 12 Supported Tools](kb/history/completed/ecosystem-deep-sweep-20260423.md)
- [Plan: Enterprise Config Inheritance — Multi-Repo Governance with `extends`](kb/history/completed/enterprise-config-inheritance-plan-20260412.md)
- [Spike: F2 MCP Context Trim — Hook Feasibility & Path Decision](kb/history/completed/f2-mcp-trim-spike-20260504.md)
- [Language Plugin Packs — REMOVED](kb/history/completed/language-packs-removed-20260727.md)
- [PRD: MCP Context Trim v4.0 — ABANDONED](kb/history/completed/mcp-context-trim-v4-prd-obsoleted-20260727.md)
- [Implementation Plan: Native Tool Output Filter](kb/history/completed/native-tool-output-filter-plan.md)
- [Removed: Nine Plugin Packs That Installed Nothing](kb/history/completed/no-op-plugin-packs-removed-20260727.md)
- [Plan: Offline-First SLM Profile — Lightweight Mode for Local Models](kb/history/completed/offline-slm-profile-plan-20260411.md)
- [Retirement: Native Tool-Output Filter](kb/history/completed/output-filter-retirement-20260726.md)
- [Plan: Output & Token Discipline](kb/history/completed/output-token-discipline-plan-20260504.md)
- [rtk Pack Integration](kb/history/completed/rtk-pack-integration-20260726.md)
- [Retirement: rtk-pack](kb/history/completed/rtk-pack-retirement-20260727.md)
- [Completed: Token-Usage Re-Measurement and rtk v0.49.0 Replay](kb/history/completed/token-usage-remeasurement-20260916.md)
- [Closed: Tool-Output Token Reduction](kb/history/completed/tool-output-token-reduction-closed-20260727.md)
- [How-To Guides](kb/howto/README.md)
- [Autonomous software development](kb/howto/autonomous-development.md)
- [Plan: Cloud Security Pack — Multi-Cloud Audit](kb/planning/cloud-security-pack-plan.md)
- [Ecosystem sync, 2026-09-23](kb/planning/ecosystem-sync-20260923.md)
- [Model compatibility refresh](kb/planning/model-compatibility-refresh-20260923.md)
- [SOP: Ecosystem Sync](kb/procedures/sop-ecosystem-sync.md)
- [SOP: AI Toolkit Maintenance](kb/procedures/sop-maintenance.md)
- [SOP: Post-Release Testing](kb/procedures/sop-post-release-testing.md)
- [SOP: Pre-Commit Gate](kb/procedures/sop-pre-commit.md)
- [SOP: Release Verification](kb/procedures/sop-release-verification.md)
- [SOP: Release Preparation](kb/procedures/sop-release.md)
- [Agents Catalog](kb/reference/agents-catalog.md)
- [Anti-Pattern Registry Format](kb/reference/anti-pattern-registry-format.md)
- [AI Toolkit Architecture](kb/reference/architecture-overview.md)
- [Config Benchmark](kb/reference/benchmark-config.md)
- [CI Integration](kb/reference/ci-integration.md)
- [Claude Ecosystem Benchmark Snapshot](kb/reference/claude-ecosystem-benchmark-snapshot.md)
- [Claude Ecosystem Expansion Foundations](kb/reference/claude-ecosystem-expansion-foundations.md)
- [CLI Reference](kb/reference/cli-reference.md)
- [AI Toolkit - Codex CLI Compatibility](kb/reference/codex-cli-compatibility.md)
- [Ecosystem Comparison](kb/reference/comparison.md)
- [Plan: Competitive Features — ai-toolkit](kb/reference/competitive-features-implementation.md)
- [AI Toolkit - GitHub Copilot Compatibility](kb/reference/copilot-compatibility.md)
- [Distribution Model](kb/reference/distribution-model.md)
- [DSH Compatibility (Retired)](kb/reference/dsh-compatibility.md)
- [Enterprise Config Inheritance Guide](kb/reference/enterprise-config-guide.md)
- [Extension API Reference](kb/reference/extension-api.md)
- [Global Install Model](kb/reference/global-install-model.md)
- [Hierarchical Override Pattern](kb/reference/hierarchical-override-pattern.md)
- [Hooks Catalog](kb/reference/hooks-catalog.md)
- [External Integrations](kb/reference/integrations.md)
- [Language Rules System](kb/reference/language-rules.md)
- [Licensing](kb/reference/licensing.md)
- [Manifest-Driven Install System](kb/reference/manifest-install.md)
- [MCP Editor Compatibility](kb/reference/mcp-editor-compatibility.md)
- [MCP Server Templates](kb/reference/mcp-templates.md)
- [Medplum Documentation Map](kb/reference/medplum-docs-map.md)
- [Merge-Friendly Install Model](kb/reference/merge-friendly-install-model.md)
- [Model compatibility for skills and agents](kb/reference/model-compatibility.md)
- [AI Toolkit - opencode Compatibility](kb/reference/opencode-compatibility.md)
- [Plugin Pack Conventions](kb/reference/plugin-pack-conventions.md)
- [Quick Wins Implementation Summary](kb/reference/quick-wins-implementation-summary.md)
- [Skill Templates](kb/reference/skill-templates.md)
- [Skills Catalog](kb/reference/skills-catalog.md)
- [Skills Unification Model](kb/reference/skills-unification.md)
- [Usage Statistics](kb/reference/stats.md)
- [Supported Tools Registry](kb/reference/supported-tools-registry.md)
- [Config Sync](kb/reference/sync.md)
- [Unique Features & Differentiators](kb/reference/unique-features.md)
- [Windows Support](kb/reference/windows-support.md)
- [Troubleshooting](kb/troubleshooting/README.md)
- [Claude App Plugin Loads Twice in Claude Code](kb/troubleshooting/plugin-double-load.md)