benchmark
このスキルは、Claude Code、Gemini、GitHub Copilotなどの様々なAIプラットフォームでエージェントの開発と管理をサポートする、包括的なAIエージェントオペレーティングシステムを提供します。スキル、本能、メモリ最適化、継続学習、セキュリティスキャンなどの機能を含み、実稼働可能なAIエージェントの構築を目指します。
npx skills add affaan-m/everything-claude-code --skill benchmarkBefore / After 効果比較
1 组AIエージェントを個別に開発・統合する場合、プラットフォーム間の設定やデバッグに多大な時間を要し、開発サイクルが長期化します。
ECCシステムを活用することで、AIエージェントの標準化された開発、メモリ最適化、クロスプラットフォーム互換性が実現し、開発時間を大幅に短縮します。
Language: English | Português (Brasil) | 简体中文 | 繁體中文 | 日本語 | 한국어 | Türkçe | Русский | Tiếng Việt | ไทย
ECC

182K+ stars | 28K+ forks | 170+ contributors | 12+ language ecosystems | Anthropic Hackathon Winner
Language / 语言 / 語言 / Dil / Язык / Ngôn ngữ
English | Português (Brasil) | 简体中文 | 繁體中文 | 日本語 | 한국어 | Türkçe | Русский | Tiếng Việt | ไทย
The harness-native operator system for agentic work. From an Anthropic hackathon winner.
Not just configs. A complete system: skills, instincts, memory optimization, continuous learning, security scanning, and research-first development. Production-ready agents, skills, hooks, rules, MCP configurations, and legacy command shims evolved over 10+ months of intensive daily use building real products.
Works across Claude Code, Codex, Cursor, OpenCode, Gemini, Zed, GitHub Copilot, and other AI agent harnesses.
ECC v2.0.0-rc.1 adds the public Hermes operator story on top of that reusable layer: start with the Hermes setup guide, then review the rc.1 release notes and cross-harness architecture.
OSS stays free. This repo is MIT-licensed forever. ECC Pro is the hosted GitHub App for private repos. Sponsors and Pro subscribers fund the work — that's why a single maintainer ships weekly across 7 harnesses.
The Guides
This repo is the raw code only. The guides explain everything.
| Topic | What You'll Learn |
|---|---|
| Token Optimization | Model selection, system prompt slimming, background processes |
| Memory Persistence | Hooks that save/load context across sessions automatically |
| Continuous Learning | Auto-extract patterns from sessions into reusable skills |
| Verification Loops | Checkpoint vs continuous evals, grader types, pass@k metrics |
| Parallelization | Git worktrees, cascade method, when to scale instances |
| Subagent Orchestration | The context problem, iterative retrieval pattern |
What's New
v2.0.0-rc.1 — Surface Refresh, Operator Workflows, and ECC 2.0 Alpha (Apr 2026)
- Dashboard GUI — New Tkinter-based desktop application (
ecc_dashboard.pyornpm run dashboard) with dark/light theme toggle, font customization, and project logo in header and taskbar. - Public surface synced to the live repo — metadata, catalog counts, plugin manifests, and install-facing docs now match the actual OSS surface: 60 agents, 232 skills, and 75 legacy command shims.
- Operator and outbound workflow expansion —
brand-voice,social-graph-ranker,connections-optimizer,customer-billing-ops,ecc-tools-cost-audit,google-workspace-ops,project-flow-ops, andworkspace-surface-auditround out the operator lane. - Media and launch tooling —
manim-video,remotion-video-creation, and upgraded social publishing surfaces make technical explainers and launch content part of the same system. - Framework and product surface growth —
nestjs-patterns, richer Codex/OpenCode install surfaces, and expanded cross-harness packaging keep the repo usable beyond Claude Code alone. - ECC 2.0 alpha is in-tree — the Rust control-plane prototype in
ecc2/now builds locally and exposesdashboard,start,sessions,status,stop,resume, anddaemoncommands. It is usable as an alpha, not yet a general release. - Operator status snapshots —
ecc status --markdown --write status.mdturns the local state store into a portable handoff covering readiness, active sessions, skill-run health, install health, pending governance events, and linked work items from Linear/GitHub/handoffs. Useecc work-items upsert ...for manual entries,ecc work-items sync-github --repo owner/repofor PR/issue queue state, andecc status --exit-codeto fail automation when readiness needs attention. - Ecosystem hardening — AgentShield, ECC Tools cost controls, billing portal work, and website refreshes continue to ship around the core plugin instead of drifting into separate silos.
v1.9.0 — Selective Install & Language Expansion (Mar 2026)
- Selective install architecture — Manifest-driven install pipeline with
install-plan.jsandinstall-apply.jsfor targeted component installation. State store tracks what's installed and enables incremental updates. - 6 new agents —
typescript-reviewer,pytorch-build-resolver,java-build-resolver,java-reviewer,kotlin-reviewer,kotlin-build-resolverexpand language coverage to 10 languages. - New skills —
pytorch-patternsfor deep learning workflows,documentation-lookupfor API reference research,bun-runtimeandnextjs-turbopackfor modern JS toolchains, plus 8 operational domain skills andmcp-server-patterns. - Session & state infrastructure — SQLite state store with query CLI, session adapters for structured recording, skill evolution foundation for self-improving skills.
- Orchestration overhaul — Harness audit scoring made deterministic, orchestration status and launcher compatibility hardened, observer loop prevention with 5-layer guard.
- Observer reliability — Memory explosion fix with throttling and tail sampling, sandbox access fix, lazy-start logic, and re-entrancy guard.
- 12 language ecosystems — New rules for Java, PHP, Perl, Kotlin/Android/KMP, C++, and Rust join existing TypeScript, Python, Go, and common rules.
- Community contributions — Korean and Chinese translations, biome hook optimization, video processing skills, operational skills, PowerShell installer, Antigravity IDE support.
- CI hardening — 19 test failure fixes, catalog count enforcement, install manifest validation, and full test suite green.
v1.8.0 — Harness Performance System (Mar 2026)
- Harness-first release — ECC is now explicitly framed as an agent harness performance system, not just a config pack.
- Hook reliability overhaul — SessionStart root fallback, Stop-phase session summaries, and script-based hooks replacing fragile inline one-liners.
- Hook runtime controls —
ECC_HOOK_PROFILE=minimal|standard|strictandECC_DISABLED_HOOKS=...for runtime gating without editing hook files. - New harness commands —
/harness-audit,/loop-start,/loop-status,/quality-gate,/model-route. - NanoClaw v2 — model routing, skill hot-load, session branch/search/export/compact/metrics.
- Cross-harness parity — behavior tightened across Claude Code, Cursor, OpenCode, and Codex app/CLI.
- 997 internal tests passing — full suite green after hook/runtime refactor and compatibility updates.
v1.7.0 — Cross-Platform Expansion & Presentation Builder (Feb 2026)
- Codex app + CLI support — Direct
AGENTS.md-based Codex support, installer targeting, and Codex docs frontend-slidesskill — Zero-dependency HTML presentation builder with PPTX conversion guidance and strict viewport-fit rules- 5 new generic business/content skills —
article-writing,content-engine,market-research,investor-materials,investor-outreach - Broader tool coverage — Cursor, Codex, and OpenCode support tightened so the same repo ships cleanly across all major harnesses
- 992 internal tests — Expanded validation and regression coverage across plugin, hooks, skills, and packaging
v1.6.0 — Codex CLI, AgentShield & Marketplace (Feb 2026)
- Codex CLI support — New
/codex-setupcommand generatescodex.mdfor OpenAI Codex CLI compatibility - 7 new skills —
search-first,swift-actor-persistence,swift-protocol-di-testing,regex-vs-llm-structured-text,content-hash-cache-pattern,cost-aware-llm-pipeline,skill-stocktake - AgentShield integration —
/security-scanskill runs AgentShield directly from Claude Code; 1282 tests, 102 rules - GitHub Marketplace — ECC Tools GitHub App live at github.com/marketplace/ecc-tools with free/pro/enterprise tiers
- 30+ community PRs merged — Contributions from 30 contributors across 6 languages
- 978 internal tests — Expanded validation suite across agents, skills, commands, hooks, and rules
v1.4.1 — Bug Fix (Feb 2026)
- Fixed instinct import content loss —
parse_instinct_file()was silently dropping all content after frontmatter (Action, Evidence, Examples sections) during/instinct-import. (#148, #161)
v1.4.0 — Multi-Language Rules, Installation Wizard & PM2 (Feb 2026)
- Interactive installation wizard — New
configure-eccskill provides guided setup with merge/overwrite detection - PM2 & multi-agent orchestration — 6 new commands (
/pm2,/multi-plan,/multi-execute,/multi-backend,/multi-frontend,/multi-workflow) for managing complex multi-service workflows - Multi-language rules architecture — Rules restructured from flat files into
common/+typescript/+python/+golang/directories. Install only the languages you need - Chinese (zh-CN) translations — Complete translation of all agents, commands, skills, and rules (80+ files)
- GitHub Sponsors support — Sponsor the project via GitHub Sponsors
- Enhanced CONTRIBUTING.md — Detailed PR templates for each contribution type
v1.3.0 — OpenCode Plugin Support (Feb 2026)
- Full OpenCode integration — 12 agents, 24 commands, 16 skills with hook support via OpenCode's plugin system (20+ event types)
- 3 native custom tools — run-tests, check-coverage, security-audit
- LLM documentation —
llms.txtfor comprehensive OpenCode docs
v1.2.0 — Unified Commands & Skills (Feb 2026)
- Python/Django support — Django patterns, security, TDD, and verification skills
- Java Spring Boot skills — Patterns, security, TDD, and verification for Spring Boot
- Session management —
/sessionscommand for session history - Continuous learning v2 — Instinct-based learning with confidence scoring, import/export, evolution
See the full changelog in Releases.
Quick Start
Get up and running in under 2 minutes:
Pick one path only
Most Claude Code users should use exactly one install path:
- Recommended default: install the Claude Code plugin, then copy only the rule folders you actually want.
- Use the manual installer only if you want finer-grained control, want to avoid the plugin path entirely, or your Claude Code build has trouble resolving the self-hosted marketplace entry.
- Do not stack install methods. The most common broken setup is:
/plugin installfirst, theninstall.sh --profile fullornpx ecc-install --profile fullafterward.
If you already layered multiple installs and things look duplicated, skip straight to Reset / Uninstall ECC.
Low-context / no-hooks path
If hooks feel too global or you only want ECC's rules, agents, commands, and core
...
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