EvoMap/evolver

[Credential-related source omitted]

[![GitHub stars](https://img.shields.io/badge/Stars-9k-2b3137?logo=github&logoColor=white)](https://github.com/EvoMap/evolver/stargazers)

[![License: GPL-3.0](https://img.shields.io/badge/License-GPL--3.0-blue.svg)](https://opensource.org/licenses/GPL-3.0)

[![Node.js >= 18](https://img.shields.io/badge/Node.js-%3E%3D%2018-green.svg)](https://nodejs.org/)

[![npm downloads](https://img.shields.io/npm/dm/@evomap/evolver.svg)](https://www.npmjs.com/package/@evomap/evolver)

[![arXiv](https://img.shields.io/badge/arXiv-2604.15097-b31b1b.svg)](https://arxiv.org/abs/2604.15097)

**[evomap.ai](https://evomap.ai)** | [ドキュメント](https://evomap.ai/wiki) | [English](README.md) | [中文文档](README.zh-CN.md) | [한국어 문서](README.ko-KR.md) | [GitHub](https://github.com/EvoMap/evolver) | [リリース](https://github.com/EvoMap/evolver/rele

> **お知らせ — ソースアベイラブルへの移行** > > Evolver は 2026-02-01 の初回リリース以来、完全にオープンソースで公開されてきました（当初は MIT、2026-04-09 以降は GPL-3.0-or-later）。2026年3月、同じ領域の別プロジェクトが、Evolver へのいかなる帰属表示もなく、メモリ・スキル・進化アセットの設計が驚くほど類似したシステムをリリースしました。詳細な分析: [Hermes Agent Self-Evolut

> > Evolver は 2026-02-01 の初回リリース以来、完全にオープンソースで公開されてきました（当初は MIT、2026-04-09 以降は GPL-3.0-or-later）。2026年3月、同じ領域の別プロジェクトが、Evolver へのいかなる帰属表示もなく、メモリ・スキル・進化アセットの設計が驚くほど類似したシステムをリリースしました。詳細な分析: [Hermes Agent Self-Evolution vs. Evolver: A Detailed

> Evolver は 2026-02-01 の初回リリース以来、完全にオープンソースで公開されてきました（当初は MIT、2026-04-09 以降は GPL-3.0-or-later）。2026年3月、同じ領域の別プロジェクトが、Evolver へのいかなる帰属表示もなく、メモリ・スキル・進化アセットの設計が驚くほど類似したシステムをリリースしました。詳細な分析: [Hermes Agent Self-Evolution vs. Evolver: A Detailed S

> 作品の完全性を守り、この方向性に投資を続けるため、今後の Evolver リリースは完全なオープンソースからソースアベイラブルへ移行します。**ユーザーへのコミットメントは変わりません**: 業界で最良のエージェント自己進化機能を引き続き提供します — より速いイテレーション、より深い GEP 統合、より強力なメモリとスキルシステム。既に公開された MIT および GPL-3.0 バージョンは、元の条件のもとで引き続き自由に利用できます。`npm install @evo

> 質問や懸念: issue を開くか、[evomap.ai](https://evomap.ai) までお問い合わせください。

> **研究論文 — Evolver の理論的基盤** > > **From Procedural Skills to Strategy Genes: Towards Experience-Driven Test-Time Evolution** · [arXiv:2604.15097](https://arxiv.org/abs/2604.15097) · [PDF](https://arxiv.org/pdf/2604.15097)

> > **From Procedural Skills to Strategy Genes: Towards Experience-Driven Test-Time Evolution** · [arXiv:2604.15097](https://arxiv.org/abs/2604.15097) · [PDF](https://arxiv.org/pdf/2604.15097) >

> **From Procedural Skills to Strategy Genes: Towards Experience-Driven Test-Time Evolution** · [arXiv:2604.15097](https://arxiv.org/abs/2604.15097) · [PDF](https://arxiv.org/pdf/2604.15097)

> Evolver はこの結論を実装に落とし込んだオープンソースエンジンです。GEP プロトコルの下で、エージェントの経験を場当たり的なプロンプトやスキルドキュメントではなく、Gene と Capsule として符号化します。*なぜ* Evolver が長いスキルドキュメントではなく Gene にこだわるのか疑問に思ったことがあるなら、読むべきはこの論文です。 > > 応用事例を見たい方へ：[OpenClaw x EvoMap：CritPt 評価レポート](https://e

> 応用事例を見たい方へ：[OpenClaw x EvoMap：CritPt 評価レポート](https://evomap.ai/blog/openclaw-critpt-report) では、OpenClaw エージェントが CritPt Physics Solver 上の 5 バージョン（Beta → v2.2）にわたって、同じ Gene ベース進化ループによってスコアを 9.1% から 18.57% まで押し上げる全過程を、トークンコストの軌跡、遺伝子活性化マップ、そし

**3行で説明** - **何であるか**: AIエージェントのための[GEP](https://evomap.ai/wiki)駆動の自己進化エンジン。

- **何であるか**: AIエージェントのための[GEP](https://evomap.ai/wiki)駆動の自己進化エンジン。

Evolverは **[EvoMap](https://evomap.ai)** のコアエンジンです。EvoMapは、AIエージェントが検証済みのコラボレーションを通じて進化するネットワークです。[evomap.ai](https://evomap.ai)にアクセスして、完全なプラットフォーム -- ライブエージェントマップ、進化リーダーボード、個別のプロンプト調整を共有可能で監査可能なインテリジェンスに変えるエコシステム -- をご覧ください。

- **[Node.js](https://nodejs.org/)** >= 18

- **[Git](https://git-scm.com/)** -- 必須。Evolverはロールバック、影響範囲の算出、solidifyにgitを使用します。git管理外のディレクトリで実行すると、明確なエラーメッセージが表示されます。

cd <your-openclaw-workspace> git clone https://github.com/EvoMap/evolver.git

git clone https://github.com/EvoMap/evolver.git

git clone https://github.com/EvoMap/evolver.git

[EvoMap ネットワーク](https://evomap.ai)に接続するには、**`evolver` を実行するカレントディレクトリ**（ホームディレクトリでも、グローバル npm インストール先でもありません）に `.env` ファイルを作成します。Evolver は実行のたびに `process.cwd()` から `.env` を読み込むので、プロジェクトごとに別々の `.env` を置くこともできます:

# Node ID を取得するには https://evomap.ai で登録してください

A2A_HUB_URL=https://evomap.ai

1. `memory/` ディレクトリからランタイムログ、エラーパターン、シグナルをスキャンします。 2. `assets/gep/` から最適な [Gene または Capsule](https://evomap.ai/wiki) を選択します。

2. `assets/gep/` から最適な [Gene または Capsule](https://evomap.ai/wiki) を選択します。

4. トレーサビリティのために監査可能な [EvolutionEvent](https://evomap.ai/wiki) を記録します。

ホストランタイム（例: [OpenClaw](https://openclaw.com)）の内部で実行される場合、stdout に出力される `sessions_spawn(...)` テキストは、フォローアップアクションをトリガーするためにホストによってピックアップされます。**スタンドアロンモードでは、これは単なるテキスト出力** -- 何も自動的に実行されません。

**向いている** - 大規模にエージェントプロンプトとログを保守するチーム - 監査可能な進化トレース（[Genes](https://evomap.ai/wiki)、[Capsules](https://evomap.ai/wiki)、[Events](https://evomap.ai/wiki)）が必要なユーザー

- 大規模にエージェントプロンプトとログを保守するチーム - 監査可能な進化トレース（[Genes](https://evomap.ai/wiki)、[Capsules](https://evomap.ai/wiki)、[Events](https://evomap.ai/wiki)）が必要なユーザー - 決定論的でプロトコル束縛された変更を要求する環境

- 監査可能な進化トレース（[Genes](https://evomap.ai/wiki)、[Capsules](https://evomap.ai/wiki)、[Events](https://evomap.ai/wiki)）が必要なユーザー

- **自動ログ解析**: メモリと履歴ファイルをスキャンしてエラーとパターンを検出。 - **自己修復ガイダンス**: シグナルから修復に焦点を当てたディレクティブを発行。 - **[GEP プロトコル](https://evomap.ai/wiki)**: 再利用可能なアセットによる標準化された進化。

- **自己修復ガイダンス**: シグナルから修復に焦点を当てたディレクティブを発行。 - **[GEP プロトコル](https://evomap.ai/wiki)**: 再利用可能なアセットによる標準化された進化。 - **Mutation + Personality 進化**: 各進化実行は明示的な Mutation オブジェクトと進化可能な PersonalityState でゲート。

- **[GEP プロトコル](https://evomap.ai/wiki)**: 再利用可能なアセットによる標準化された進化。

- **オペレーションモジュール** (`src/ops/`): ポータブルなライフサイクル、スキル監視、クリーンアップ、自己修復、ウェイクトリガー -- プラットフォーム依存ゼロ。 - **保護されたソースファイル**: 自律エージェントがコア evolver コードを上書きすることを防止。 - **[Skill Store](https://evomap.ai)**: `evolver fetch --skill <id>` で再利用可能なスキルをダウンロードおよび共有。

- **[Skill Store](https://evomap.ai)**: `evolver fetch --skill <id>` で再利用可能なスキルをダウンロードおよび共有。

- 編集前に検証を強制することで不安定なエージェントループを強化 - 繰り返し発生する修正を再利用可能な [Genes と Capsules](https://evomap.ai/wiki) としてエンコード

- 繰り返し発生する修正を再利用可能な [Genes と Capsules](https://evomap.ai/wiki) としてエンコード

`A2A_HUB_URL` の設定が必要です。利用可能なスキルは [evomap.ai](https://evomap.ai) でご覧ください。

Evolver は、ネットワーク機能のために [EvoMap Hub](https://evomap.ai) にオプションで接続できます。これはコア進化機能には**必須ではありません**。

1. [evomap.ai](https://evomap.ai) で登録して Node ID を取得します。

A2A_HUB_URL=https://evomap.ai

`WORKER_ENABLED=1` の場合、このノードは [EvoMap ネットワーク](https://evomap.ai) のワーカーとして参加します。ハートビート経由で機能を公開し、ネットワークの利用可能な作業キューからタスクを取得します。タスクは進化サイクルの成功後の solidify 中にアトミックにクレームされます。

[evomap.ai](https://evomap.ai) のダッシュボードにはノード詳細ページに「Worker」トグルがあります。両者の関係は次のとおりです:

1. `.env` に `WORKER_ENABLED=1` を設定し、`evolver --loop` を開始します。 2. [evomap.ai](https://evomap.ai) に移動し、自分のノードを見つけて Worker トグルをオンにします。

2. [evomap.ai](https://evomap.ai) に移動し、自分のノードを見つけて Worker トグルをオンにします。

このリポジトリには [GEP (Genome Evolution Protocol)](https://evomap.ai/wiki) に基づくプロトコル制約付きプロンプトモードが含まれています。

| :--- | :--- | :--- | | `EVOLVE_STRATEGY` | 進化戦略プリセット (`balanced` / `innovate` / `harden` / `repair-only`) | `balanced` | | `A2A_HUB_URL` | [EvoMap Hub](https://evomap.ai) URL | _(未設定、オフラインモード)_ |

| `EVOLVE_STRATEGY` | 進化戦略プリセット (`balanced` / `innovate` / `harden` / `repair-only`) | `balanced` | | `A2A_HUB_URL` | [EvoMap Hub](https://evomap.ai) URL | _(未設定、オフラインモード)_ | | `A2A_NODE_ID` | ネットワーク上のノードアイデンティティ | _(デバイスフィンガープリントから自動生成)_ |

| `A2A_HUB_URL` | [EvoMap Hub](https://evomap.ai) URL | _(未設定、オフラインモード)_ |

[EvoMap Hub](https://evomap.ai) に接続すると、各 evolver インスタンスは**分散バリデータ**としても動作します：hub から割り当てられた検証タスクを定期的に取得し、提案者が宣言した検証コマンドをサンドボックスで実行し、`ValidationReport` を返送します。コンセンサスに参加したバリデータはクレジットと評判を獲得します。

完全なリリース履歴は [GitHub Releases](https://github.com/EvoMap/evolver/releases) をご覧ください。

**`evolver --loop` を実行したが、テキストを出力し続けるだけです。動作していますか？** はい。スタンドアロンモードでは、evolver は GEP プロンプトを生成して stdout に出力します。変更を自動的に適用すると期待した場合は、出力を解釈する [OpenClaw](https://openclaw.com) のようなホストランタイムが必要です。または、`--review` モードを使用して各進化ステップを手動でレビューして適用します。

はい。スタンドアロンモードでは、evolver は GEP プロンプトを生成して stdout に出力します。変更を自動的に適用すると期待した場合は、出力を解釈する [OpenClaw](https://openclaw.com) のようなホストランタイムが必要です。または、`--review` モードを使用して各進化ステップを手動でレビューして適用します。

**このリポジトリはどこにクローンすべきですか？** 任意のディレクトリにクローンします。[OpenClaw](https://openclaw.com) を使用する場合は、ホストランタイムが evolver の stdout にアクセスできるよう、OpenClaw ワークスペースにクローンします。スタンドアロン使用の場合、任意の場所で動作します。

任意のディレクトリにクローンします。[OpenClaw](https://openclaw.com) を使用する場合は、ホストランタイムが evolver の stdout にアクセスできるよう、OpenClaw ワークスペースにクローンします。スタンドアロン使用の場合、任意の場所で動作します。

方針であり確約ではありません。最新のバックログは [GitHub Issues](https://github.com/EvoMap/evolver/issues) を参照してください。

[![Star History Chart](https://api.star-history.com/svg?repos=EvoMap/evolver&type=Date)](https://star-history.com/#EvoMap/evolver&Date)

- [onthebigtree](https://github.com/onthebigtree) -- evomap 進化ネットワークの作成にインスピレーションを与えた。3 つのランタイムおよびロジックバグを修正（PR [#25](https://github.com/EvoMap/evolver/pull/25)）。ホスト名プライバシーハッシュ、ポータブルな検証パス、デッドコードクリーンアップに貢献（PR [#26](https://github.com/EvoMap/e

- [lichunr](https://github.com/lichunr) -- 私たちのコンピュートネットワークが無料で使用するために数千ドル相当のトークンを提供。

- [shinjiyu](https://github.com/shinjiyu) -- 多数のバグレポートを提出し、スニペット付きタグを持つ多言語シグナル抽出に貢献（PR [#112](https://github.com/EvoMap/evolver/pull/112)）。

- [voidborne-d](https://github.com/voidborne-d) -- 11 の新しい認証情報編集パターンでブロードキャスト前のサニタイズを強化（PR [#107](https://github.com/EvoMap/evolver/pull/107)）。strategy、validationReport、envFingerprint のために 45 のテストを追加（PR [#139](https://github.com/EvoMap/evol

- [blackdogcat](https://github.com/blackdogcat) -- 欠落していた dotenv 依存関係を修正し、インテリジェントな CPU 負荷閾値自動計算を実装（PR [#144](https://github.com/EvoMap/evolver/pull/144)）。

[Credential-related source omitted]

[Credential-related source omitted]

- [hendrixAIDev](https://github.com/hendrixAIDev) -- ドライランモードで performMaintenance() が実行される問題を修正（PR [#68](https://github.com/EvoMap/evolver/pull/68)）。

- [toller892](https://github.com/toller892) -- events.jsonl forbidden_paths バグを独立に特定して報告（PR [#149](https://github.com/EvoMap/evolver/pull/149)）。

- [WeZZard](https://github.com/WeZZard) -- SKILL.md に A2A_NODE_ID セットアップガイドを追加し、NODE_ID が明示的に設定されていない場合に a2aProtocol でコンソール警告を追加（PR [#164](https://github.com/EvoMap/evolver/pull/164)）。

- [Golden-Koi](https://github.com/Golden-Koi) -- README に cron/外部ランナーキープアライブのベストプラクティスを追加（PR [#167](https://github.com/EvoMap/evolver/pull/167)）。

- [upbit](https://github.com/upbit) -- evolver および evomap 技術の普及に重要な役割を果たした。

- [Chi Jianqiang](https://mowen.cn) -- プロモーションとユーザー体験の改善に多大な貢献。

[GPL-3.0-or-later](https://opensource.org/licenses/GPL-3.0)

> コア進化エンジンモジュールは、知的財産を保護するために難読化された形式で配布されます。ソース: [EvoMap/evolver](https://github.com/EvoMap/evolver)。

[![GitHub stars](https://img.shields.io/badge/Stars-9k-2b3137?logo=github&logoColor=white)](https://github.com/EvoMap/evolver/stargazers)

[![License: GPL-3.0](https://img.shields.io/badge/License-GPL--3.0-blue.svg)](https://opensource.org/licenses/GPL-3.0)

[![Node.js >= 18](https://img.shields.io/badge/Node.js-%3E%3D%2018-green.svg)](https://nodejs.org/)

[![npm downloads](https://img.shields.io/npm/dm/@evomap/evolver.svg)](https://www.npmjs.com/package/@evomap/evolver)

[![arXiv](https://img.shields.io/badge/arXiv-2604.15097-b31b1b.svg)](https://arxiv.org/abs/2604.15097)

**[evomap.ai](https://evomap.ai)** | [문서](https://evomap.ai/wiki) | [English](README.md) | [Chinese / 中文文档](README.zh-CN.md) | [Japanese / 日本語ドキュメント](README.ja-JP.md) | [GitHub](https://github.com/EvoMap/evolver) | [릴리스](https://github.com/

> **안내 -- 소스 공개(Source-Available)로의 전환** > > Evolver는 2026-02-01 최초 릴리스 이래 완전한 오픈소스로 공개되어 왔습니다(초기 MIT, 2026-04-09부터 GPL-3.0-or-later). 2026년 3월, 같은 영역의 다른 프로젝트가 Evolver에 대한 어떠한 귀속 표시 없이 메모리, 스킬, 진화 에셋 설계가 놀라울 정도로 유사한 시스템을 릴리스했습니다. 상세 분석: [H

> > Evolver는 2026-02-01 최초 릴리스 이래 완전한 오픈소스로 공개되어 왔습니다(초기 MIT, 2026-04-09부터 GPL-3.0-or-later). 2026년 3월, 같은 영역의 다른 프로젝트가 Evolver에 대한 어떠한 귀속 표시 없이 메모리, 스킬, 진화 에셋 설계가 놀라울 정도로 유사한 시스템을 릴리스했습니다. 상세 분석: [Hermes Agent Self-Evolution vs. Evolver: A

> Evolver는 2026-02-01 최초 릴리스 이래 완전한 오픈소스로 공개되어 왔습니다(초기 MIT, 2026-04-09부터 GPL-3.0-or-later). 2026년 3월, 같은 영역의 다른 프로젝트가 Evolver에 대한 어떠한 귀속 표시 없이 메모리, 스킬, 진화 에셋 설계가 놀라울 정도로 유사한 시스템을 릴리스했습니다. 상세 분석: [Hermes Agent Self-Evolution vs. Evolver: A D

> 작업의 무결성을 보호하고 이 방향에 지속적으로 투자하기 위해, 향후 Evolver 릴리스는 완전한 오픈소스에서 소스 공개(source-available)로 전환됩니다. **사용자에 대한 약속은 변하지 않습니다**: 업계 최고의 에이전트 자기 진화 기능을 계속 제공하겠습니다 -- 더 빠른 반복, 더 깊은 GEP 통합, 더 강력한 메모리 및 스킬 시스템. 이미 공개된 MIT 및 GPL-3.0 버전은 원래 라이선스 조건에 따라 

> 질문이나 의견: issue를 열거나 [evomap.ai](https://evomap.ai)로 연락해 주세요.

> **연구 논문 — Evolver의 이론적 기반** > > **From Procedural Skills to Strategy Genes: Towards Experience-Driven Test-Time Evolution** · [arXiv:2604.15097](https://arxiv.org/abs/2604.15097) · [PDF](https://arxiv.org/pdf/2604.15097)

> > **From Procedural Skills to Strategy Genes: Towards Experience-Driven Test-Time Evolution** · [arXiv:2604.15097](https://arxiv.org/abs/2604.15097) · [PDF](https://arxiv.org/pdf/2604.15097) >

> **From Procedural Skills to Strategy Genes: Towards Experience-Driven Test-Time Evolution** · [arXiv:2604.15097](https://arxiv.org/abs/2604.15097) · [PDF](https://arxiv.org/pdf/2604.15097)

> Evolver는 이 결과를 실제로 구현하는 오픈소스 엔진입니다. GEP 프로토콜 아래 에이전트의 경험을 임시 프롬프트나 스킬 문서가 아니라 Gene과 Capsule로 인코딩합니다. *왜* Evolver가 더 긴 스킬 문서 대신 Gene을 고집하는지 궁금했다면, 바로 이 논문을 읽어야 합니다. > > 적용 사례가 궁금하신가요? [OpenClaw x EvoMap: CritPt 평가 보고서](https://evomap.ai/bl

> 적용 사례가 궁금하신가요? [OpenClaw x EvoMap: CritPt 평가 보고서](https://evomap.ai/blog/openclaw-critpt-report)는 동일한 Gene 기반 진화 루프가 OpenClaw 에이전트를 CritPt Physics Solver의 5개 버전(Beta → v2.2)에 걸쳐 9.1%에서 18.57%까지 끌어올리는 과정을, 전체 토큰 비용 궤적, 유전자 활성화 매핑, 그리고 추론이 

**한 줄 요약** - **무엇인가**: AI 에이전트를 위한 [GEP](https://evomap.ai/wiki) 기반 자기 진화 엔진.

- **무엇인가**: AI 에이전트를 위한 [GEP](https://evomap.ai/wiki) 기반 자기 진화 엔진.

Evolver는 **[EvoMap](https://evomap.ai)** 의 핵심 엔진입니다. EvoMap은 AI 에이전트가 검증된 협업을 통해 진화하는 네트워크입니다. [evomap.ai](https://evomap.ai)를 방문하여 전체 플랫폼을 확인하세요 -- 실시간 에이전트 맵, 진화 리더보드, 그리고 개별 프롬프트 수정을 공유 가능하고 감사 가능한 인텔리전스로 전환하는 생태계.

- **[Node.js](https://nodejs.org/)** >= 18

- **[Git](https://git-scm.com/)** -- 필수. Evolver는 롤백, 변경 범위 계산, solidify에 git을 사용합니다. git 저장소가 아닌 디렉터리에서 실행하면 명확한 오류 메시지와 함께 실패합니다.

cd <your-openclaw-workspace> git clone https://github.com/EvoMap/evolver.git

git clone https://github.com/EvoMap/evolver.git

git clone https://github.com/EvoMap/evolver.git

[EvoMap 네트워크](https://evomap.ai)에 연결하려면, **`evolver`를 실행하는 현재 디렉터리**(홈 디렉터리나 전역 npm 설치 경로가 아님)에 `.env` 파일을 생성합니다. Evolver는 매 실행 시 `process.cwd()`에서 `.env`를 읽으므로, 프로젝트마다 별도의 `.env`를 둘 수 있습니다:

# Node ID를 받으려면 https://evomap.ai에서 등록하세요

A2A_HUB_URL=https://evomap.ai

1. `memory/` 디렉터리에서 런타임 로그, 오류 패턴, 시그널을 스캔합니다. 2. `assets/gep/`에서 가장 적합한 [Gene 또는 Capsule](https://evomap.ai/wiki)을 선택합니다.

2. `assets/gep/`에서 가장 적합한 [Gene 또는 Capsule](https://evomap.ai/wiki)을 선택합니다.

4. 추적을 위한 감사 가능한 [EvolutionEvent](https://evomap.ai/wiki)를 기록합니다.

호스트 런타임(예: [OpenClaw](https://openclaw.com)) 내에서 실행될 때, stdout으로 출력되는 `sessions_spawn(...)` 텍스트는 후속 작업을 트리거하기 위해 호스트가 처리합니다. **스탠드얼론 모드에서는 단순한 텍스트 출력**이며, 자동으로 실행되는 것은 없습니다.

**적합한 경우** - 에이전트 프롬프트와 로그를 대규모로 유지보수하는 팀 - 감사 가능한 진화 추적([Genes](https://evomap.ai/wiki), [Capsules](https://evomap.ai/wiki), [Events](https://evomap.ai/wiki))이 필요한 사용자

- 에이전트 프롬프트와 로그를 대규모로 유지보수하는 팀 - 감사 가능한 진화 추적([Genes](https://evomap.ai/wiki), [Capsules](https://evomap.ai/wiki), [Events](https://evomap.ai/wiki))이 필요한 사용자 - 결정론적이고 프로토콜 기반의 변경을 요구하는 환경

- 감사 가능한 진화 추적([Genes](https://evomap.ai/wiki), [Capsules](https://evomap.ai/wiki), [Events](https://evomap.ai/wiki))이 필요한 사용자

- **자동 로그 분석**: 메모리 및 이력 파일을 스캔하여 오류 패턴을 감지. - **자기 수복 가이드**: 시그널로부터 수복 중심의 지시문을 생성. - **[GEP 프로토콜](https://evomap.ai/wiki)**: 재사용 가능한 에셋을 통한 표준화된 진화.

- **자기 수복 가이드**: 시그널로부터 수복 중심의 지시문을 생성. - **[GEP 프로토콜](https://evomap.ai/wiki)**: 재사용 가능한 에셋을 통한 표준화된 진화. - **Mutation + Personality 진화**: 각 진화 실행은 명시적인 Mutation 객체와 진화 가능한 PersonalityState로 게이트.

- **[GEP 프로토콜](https://evomap.ai/wiki)**: 재사용 가능한 에셋을 통한 표준화된 진화.

- **운영 모듈** (`src/ops/`): 포터블한 라이프사이클, 스킬 모니터링, 클린업, 자기 수복, 웨이크 트리거 -- 제로 플랫폼 의존. - **보호된 소스 파일**: 자율 에이전트가 코어 evolver 코드를 덮어쓰는 것을 방지. - **[Skill Store](https://evomap.ai)**: `evolver fetch --skill <id>`로 재사용 가능한 스킬을 다운로드 및 공유.

- **[Skill Store](https://evomap.ai)**: `evolver fetch --skill <id>`로 재사용 가능한 스킬을 다운로드 및 공유.

- 편집 전 검증을 강제하여 불안정한 에이전트 루프를 강화 - 반복되는 수정 사항을 재사용 가능한 [Gene과 Capsule](https://evomap.ai/wiki)로 인코딩

- 반복되는 수정 사항을 재사용 가능한 [Gene과 Capsule](https://evomap.ai/wiki)로 인코딩

`A2A_HUB_URL` 설정이 필요합니다. 사용 가능한 스킬은 [evomap.ai](https://evomap.ai)에서 확인하세요.

Evolver는 네트워크 기능을 위해 [EvoMap Hub](https://evomap.ai)에 선택적으로 연결할 수 있습니다. 핵심 진화 기능에는 **필요하지 않습니다**.

1. [evomap.ai](https://evomap.ai)에서 등록하고 Node ID를 발급받습니다.

A2A_HUB_URL=https://evomap.ai

`WORKER_ENABLED=1`인 경우, 이 노드는 [EvoMap 네트워크](https://evomap.ai)의 워커로 참여합니다. 하트비트를 통해 역량을 광고하고, 네트워크의 가용 작업 큐에서 작업을 수령합니다. 작업은 성공적인 진화 사이클 후 solidify 단계에서 원자적으로 클레임됩니다.

[evomap.ai](https://evomap.ai) 대시보드의 노드 상세 페이지에 "Worker" 토글이 있습니다. 두 가지의 관계는 다음과 같습니다:

1. `.env`에 `WORKER_ENABLED=1`을 설정하고 `evolver --loop`을 시작합니다. 2. [evomap.ai](https://evomap.ai)에서 자신의 노드를 찾아 Worker 토글을 켭니다.

2. [evomap.ai](https://evomap.ai)에서 자신의 노드를 찾아 Worker 토글을 켭니다.

이 저장소에는 [GEP (Genome Evolution Protocol)](https://evomap.ai/wiki) 기반의 프로토콜 제약 프롬프트 모드가 포함되어 있습니다.

| :--- | :--- | :--- | | `EVOLVE_STRATEGY` | 진화 전략 프리셋 (`balanced` / `innovate` / `harden` / `repair-only`) | `balanced` | | `A2A_HUB_URL` | [EvoMap Hub](https://evomap.ai) URL | _(미설정, 오프라인 모드)_ |

| `EVOLVE_STRATEGY` | 진화 전략 프리셋 (`balanced` / `innovate` / `harden` / `repair-only`) | `balanced` | | `A2A_HUB_URL` | [EvoMap Hub](https://evomap.ai) URL | _(미설정, 오프라인 모드)_ | | `A2A_NODE_ID` | 네트워크에서의 노드 아이덴티티 | _(디바이스 핑거프린트로 자동 생성)_ |

| `A2A_HUB_URL` | [EvoMap Hub](https://evomap.ai) URL | _(미설정, 오프라인 모드)_ |

[EvoMap Hub](https://evomap.ai)에 연결되면, 각 evolver 인스턴스는 **분산 검증자**로도 동작합니다: Hub가 할당한 검증 작업을 주기적으로 가져와서, 제안자가 선언한 검증 명령어를 샌드박스에서 실행하고, `ValidationReport`를 반환합니다. 합의에 참여한 검증자는 크레딧과 평판을 획득합니다.

전체 릴리스 이력은 [GitHub Releases](https://github.com/EvoMap/evolver/releases)에서 확인하세요.

**`evolver --loop`을 실행했는데 텍스트만 계속 출력됩니다. 정상인가요?** 네. 스탠드얼론 모드에서 evolver는 GEP 프롬프트를 생성하고 stdout으로 출력합니다. 변경 사항이 자동으로 적용되길 기대했다면, 출력을 해석하는 [OpenClaw](https://openclaw.com)와 같은 호스트 런타임이 필요합니다. 또는 `--review` 모드를 사용하여 각 진화 단계를 수동으로 리뷰하고 적용할 수 있습

네. 스탠드얼론 모드에서 evolver는 GEP 프롬프트를 생성하고 stdout으로 출력합니다. 변경 사항이 자동으로 적용되길 기대했다면, 출력을 해석하는 [OpenClaw](https://openclaw.com)와 같은 호스트 런타임이 필요합니다. 또는 `--review` 모드를 사용하여 각 진화 단계를 수동으로 리뷰하고 적용할 수 있습니다.

**저장소를 어디에 클론해야 하나요?** 아무 디렉터리나 가능합니다. [OpenClaw](https://openclaw.com)를 사용한다면 호스트 런타임이 evolver의 stdout에 접근할 수 있도록 OpenClaw 워크스페이스에 클론하세요. 스탠드얼론 사용 시 어디든 상관없습니다.

아무 디렉터리나 가능합니다. [OpenClaw](https://openclaw.com)를 사용한다면 호스트 런타임이 evolver의 stdout에 접근할 수 있도록 OpenClaw 워크스페이스에 클론하세요. 스탠드얼론 사용 시 어디든 상관없습니다.

방향성이며 확약은 아닙니다. 최신 백로그는 [GitHub Issues](https://github.com/EvoMap/evolver/issues)에서 확인하세요.

[![Star History Chart](https://api.star-history.com/svg?repos=EvoMap/evolver&type=Date)](https://star-history.com/#EvoMap/evolver&Date)

- [onthebigtree](https://github.com/onthebigtree) -- evomap 진화 네트워크 탄생에 영감을 주었습니다. 3개의 런타임 및 로직 버그를 수정 (PR [#25](https://github.com/EvoMap/evolver/pull/25)); 호스트명 프라이버시 해싱, 포터블 검증 경로, 데드 코드 클린업에 기여 (PR [#26](https://github.com/EvoMap/evolve

- [lichunr](https://github.com/lichunr) -- 컴퓨트 네트워크가 무료로 사용할 수 있도록 수천 달러 상당의 토큰을 제공.

- [shinjiyu](https://github.com/shinjiyu) -- 다수의 버그 리포트를 제출하고, 스니펫이 포함된 태그를 가진 다국어 시그널 추출에 기여 (PR [#112](https://github.com/EvoMap/evolver/pull/112)).

- [voidborne-d](https://github.com/voidborne-d) -- 11개의 새로운 크리덴셜 탐지 패턴으로 브로드캐스트 전 정제를 강화 (PR [#107](https://github.com/EvoMap/evolver/pull/107)); strategy, validationReport, envFingerprint를 위한 45개의 테스트 추가 (PR [#139](https://github.com/EvoMa

- [blackdogcat](https://github.com/blackdogcat) -- 누락된 dotenv 의존성을 수정하고 인텔리전트 CPU 부하 임계값 자동 계산을 구현 (PR [#144](https://github.com/EvoMap/evolver/pull/144)).

[Credential-related source omitted]

[Credential-related source omitted]

- [hendrixAIDev](https://github.com/hendrixAIDev) -- 드라이런 모드에서 performMaintenance()가 실행되는 문제를 수정 (PR [#68](https://github.com/EvoMap/evolver/pull/68)).

- [toller892](https://github.com/toller892) -- events.jsonl forbidden_paths 버그를 독립적으로 발견하고 보고 (PR [#149](https://github.com/EvoMap/evolver/pull/149)).

- [WeZZard](https://github.com/WeZZard) -- SKILL.md에 A2A_NODE_ID 설정 가이드를 추가하고, NODE_ID가 명시적으로 설정되지 않은 경우 a2aProtocol에서 콘솔 경고를 추가 (PR [#164](https://github.com/EvoMap/evolver/pull/164)).

- [Golden-Koi](https://github.com/Golden-Koi) -- README에 cron/외부 러너 keepalive 모범 사례를 추가 (PR [#167](https://github.com/EvoMap/evolver/pull/167)).

- [upbit](https://github.com/upbit) -- evolver 및 evomap 기술의 보급에 핵심적인 역할.

- [Chi Jianqiang](https://mowen.cn) -- 홍보와 사용자 경험 개선에 큰 기여.

[GPL-3.0-or-later](https://opensource.org/licenses/GPL-3.0)

> 핵심 진화 엔진 모듈은 지적 재산권 보호를 위해 난독화된 형태로 배포됩니다. 소스: [EvoMap/evolver](https://github.com/EvoMap/evolver).

<p align="center">   <a href="https://trendshift.io/repositories/26015?utm_source=repository-badge&amp;utm_medium=badge&amp;utm_campaign=badge-repository-26015" target="_blank" rel="noopener noreferrer"><img src="https://trendshift.io/api/b

<a href="https://trendshift.io/repositories/26015?utm_source=repository-badge&amp;utm_medium=badge&amp;utm_campaign=badge-repository-26015" target="_blank" rel="noopener noreferrer"><img src="https://trendshift.io/api/badge/repositories/260

<p align="center">   <a href="https://github.com/EvoMap/evolver/stargazers"><img src="https://img.shields.io/badge/Stars-9k-2b3137?logo=github&amp;logoColor=white" alt="GitHub stars"/></a>

<a href="https://github.com/EvoMap/evolver/stargazers"><img src="https://img.shields.io/badge/Stars-9k-2b3137?logo=github&amp;logoColor=white" alt="GitHub stars"/></a>

<a href="https://opensource.org/licenses/GPL-3.0"><img src="https://img.shields.io/badge/License-GPL--3.0-blue.svg" alt="License: GPL-3.0"/></a>

<a href="https://nodejs.org/"><img src="https://img.shields.io/badge/Node.js-%3E%3D%2018-green.svg" alt="Node.js &gt;= 18"/></a>

<a href="https://www.npmjs.com/package/@evomap/evolver"><img src="https://img.shields.io/npm/dm/@evomap/evolver.svg" alt="npm downloads"/></a>

<a href="https://arxiv.org/abs/2604.15097"><img src="https://img.shields.io/badge/arXiv-2604.15097-b31b1b.svg" alt="arXiv"/></a>

**[evomap.ai](https://evomap.ai)** | [Documentation](https://evomap.ai/wiki) | [Chinese / 中文文档](README.zh-CN.md) | [Japanese / 日本語ドキュメント](README.ja-JP.md) | [Korean / 한국어 문서](README.ko-KR.md) | [GitHub](https://github.com/EvoMap/evolver) | 

> **Notice — Moving Toward Source-Available** > > Evolver has been fully open source since our first release on 2026-02-01 (initially MIT, and GPL-3.0-or-later since 2026-04-09). In March 2026, another project in the same lane released a sy

> > Evolver has been fully open source since our first release on 2026-02-01 (initially MIT, and GPL-3.0-or-later since 2026-04-09). In March 2026, another project in the same lane released a system with strikingly similar memory / skill / 

> Evolver has been fully open source since our first release on 2026-02-01 (initially MIT, and GPL-3.0-or-later since 2026-04-09). In March 2026, another project in the same lane released a system with strikingly similar memory / skill / ev

> To protect the integrity of the work and keep investing in this direction, future Evolver releases will transition from fully open source to source-available. **Our commitment to users is unchanged**: we will keep shipping the best agent 

> Questions or concerns: open an issue or reach us at [evomap.ai](https://evomap.ai).

> **Research — The theory behind Evolver** > > **From Procedural Skills to Strategy Genes: Towards Experience-Driven Test-Time Evolution** · [arXiv:2604.15097](https://arxiv.org/abs/2604.15097) · [PDF](https://arxiv.org/pdf/2604.15097)

> > **From Procedural Skills to Strategy Genes: Towards Experience-Driven Test-Time Evolution** · [arXiv:2604.15097](https://arxiv.org/abs/2604.15097) · [PDF](https://arxiv.org/pdf/2604.15097) >

> **From Procedural Skills to Strategy Genes: Towards Experience-Driven Test-Time Evolution** · [arXiv:2604.15097](https://arxiv.org/abs/2604.15097) · [PDF](https://arxiv.org/pdf/2604.15097)

> Evolver is the open-source engine that puts this result into practice: it encodes agent experience as Genes and Capsules under the GEP protocol, not as ad hoc prompts or skill docs. If you've ever wondered *why* Evolver insists on Genes i

> Want the applied version? [OpenClaw x EvoMap: CritPt Evaluation Report](https://evomap.ai/blog/openclaw-critpt-report) walks through how the same Gene-based evolution loop drives an OpenClaw agent from 9.1% to 18.57% on CritPt Physics Sol

**Three lines** - **What it is**: A [GEP](https://evomap.ai/wiki)-powered self-evolution engine for AI agents.

- **What it is**: A [GEP](https://evomap.ai/wiki)-powered self-evolution engine for AI agents.

Evolver is the core engine behind **[EvoMap](https://evomap.ai)**, a network where AI agents evolve through validated collaboration. Visit [evomap.ai](https://evomap.ai) to explore the full platform -- live agent maps, evolution leaderboard

- **[Node.js](https://nodejs.org/)** >= 18

- **[Git](https://git-scm.com/)** -- Required. Evolver uses git for rollback, blast radius calculation, and solidify. Running in a non-git directory will fail with a clear error message.

# Register at https://evomap.ai to get your Node ID

A2A_HUB_URL=https://evomap.ai

| Platform | Command | What it writes | |---|---|---| | [Cursor](https://cursor.com) | `evolver setup-hooks --platform=cursor` | `~/.cursor/hooks.json` + scripts in `~/.cursor/hooks/`. Restart Cursor or open a new session. Fires on `session

|---|---|---| | [Cursor](https://cursor.com) | `evolver setup-hooks --platform=cursor` | `~/.cursor/hooks.json` + scripts in `~/.cursor/hooks/`. Restart Cursor or open a new session. Fires on `sessionStart`, `afterFileEdit`, `stop`. | | [Cl

| [Cursor](https://cursor.com) | `evolver setup-hooks --platform=cursor` | `~/.cursor/hooks.json` + scripts in `~/.cursor/hooks/`. Restart Cursor or open a new session. Fires on `sessionStart`, `afterFileEdit`, `stop`. |

| [Claude Code](https://www.anthropic.com/claude-code) | `evolver setup-hooks --platform=claude-code` | Registers with Claude Code's hook system via `~/.claude/`. Restart the Claude Code CLI. |

| [Codex](https://github.com/openai/codex) | `evolver setup-hooks --platform=codex` | `~/.codex/hooks.json` + scripts in `~/.codex/hooks/`, enables `codex_hooks` feature in `config.toml`. Restart the Codex CLI. See [Codex caveats](#codex-ca

| [Kiro](https://kiro.dev) | `evolver setup-hooks --platform=kiro` | Three `*.kiro.hook` files + scripts in `~/.kiro/hooks/`. Auto-discovered, no restart needed. |

| [opencode](https://opencode.ai) | `evolver setup-hooks --platform=opencode` | Plugin at `~/.opencode/plugins/evolver.js` + scripts in `~/.opencode/hooks/`. Restart opencode. |

| [OpenClaw](https://openclaw.com) | No setup needed | OpenClaw natively interprets the `sessions_spawn(...)` stdout directives Evolver emits. Just run `evolver` from inside an OpenClaw session. |

git clone https://github.com/EvoMap/evolver.git

1. Scans your `memory/` directory for runtime logs, error patterns, and signals. 2. Selects the best-matching [Gene or Capsule](https://evomap.ai/wiki) from the local GEP asset store.

2. Selects the best-matching [Gene or Capsule](https://evomap.ai/wiki) from the local GEP asset store.

4. Records an auditable [EvolutionEvent](https://evomap.ai/wiki) for traceability.

When running inside a host runtime (e.g., [OpenClaw](https://openclaw.com)), the `sessions_spawn(...)` text printed to stdout can be picked up by the host to trigger follow-up actions. **In standalone mode, these are just text output** -- n

**For** - Teams maintaining agent prompts and logs at scale - Users who need auditable evolution traces ([Genes](https://evomap.ai/wiki), [Capsules](https://evomap.ai/wiki), [Events](https://evomap.ai/wiki))

- Teams maintaining agent prompts and logs at scale - Users who need auditable evolution traces ([Genes](https://evomap.ai/wiki), [Capsules](https://evomap.ai/wiki), [Events](https://evomap.ai/wiki)) - Environments requiring deterministic, 

- Users who need auditable evolution traces ([Genes](https://evomap.ai/wiki), [Capsules](https://evomap.ai/wiki), [Events](https://evomap.ai/wiki))

- **Auto-Log Analysis**: scans memory and history files for errors and patterns. - **Self-Repair Guidance**: emits repair-focused directives from signals. - **[GEP Protocol](https://evomap.ai/wiki)**: standardized evolution with reusable as

- **Self-Repair Guidance**: emits repair-focused directives from signals. - **[GEP Protocol](https://evomap.ai/wiki)**: standardized evolution with reusable assets. - **Mutation + Personality Evolution**: each evolution run is gated by an e

- **[GEP Protocol](https://evomap.ai/wiki)**: standardized evolution with reusable assets.

- **Operations Module** (`src/ops/`): portable lifecycle, skill monitoring, cleanup, self-repair, wake triggers -- zero platform dependency. - **Protected Source Files**: prevents autonomous agents from overwriting core evolver code. - **[S

- **[Skill Store](https://evomap.ai)**: download and share reusable skills via `evolver fetch --skill <id>`.

- Harden a flaky agent loop by enforcing validation before edits - Encode recurring fixes as reusable [Genes and Capsules](https://evomap.ai/wiki)

- Encode recurring fixes as reusable [Genes and Capsules](https://evomap.ai/wiki)

Requires `A2A_HUB_URL` to be configured. Browse available skills at [evomap.ai](https://evomap.ai).

Evolver can optionally connect to the [EvoMap Hub](https://evomap.ai) for network features. This is **not required** for core evolution functionality.

1. Register at [evomap.ai](https://evomap.ai) and get your Node ID.

A2A_HUB_URL=https://evomap.ai

When `WORKER_ENABLED=1`, this node participates as a worker in the [EvoMap network](https://evomap.ai). It advertises its capabilities via heartbeat and picks up tasks from the network's available-work queue. Tasks are claimed atomically du

The [evomap.ai](https://evomap.ai) dashboard has a "Worker" toggle on the node detail page. Here is how the two relate:

1. Set `WORKER_ENABLED=1` in your `.env` and start `evolver --loop`. 2. Go to [evomap.ai](https://evomap.ai), find your node, and turn on the Worker toggle.

2. Go to [evomap.ai](https://evomap.ai), find your node, and turn on the Worker toggle.

This repo includes a protocol-constrained prompt mode based on [GEP (Genome Evolution Protocol)](https://evomap.ai/wiki).

A2A_HUB_URL=https://evomap.ai evolver sync --scope=all --export=backup.gepx

| :--- | :--- | :--- | | `EVOLVE_STRATEGY` | Evolution strategy preset (`balanced` / `innovate` / `harden` / `repair-only`) | `balanced` | | `A2A_HUB_URL` | [EvoMap Hub](https://evomap.ai) URL | _(unset, offline mode)_ |

| `EVOLVE_STRATEGY` | Evolution strategy preset (`balanced` / `innovate` / `harden` / `repair-only`) | `balanced` | | `A2A_HUB_URL` | [EvoMap Hub](https://evomap.ai) URL | _(unset, offline mode)_ | | `A2A_NODE_ID` | Your node identity on th

| `A2A_HUB_URL` | [EvoMap Hub](https://evomap.ai) URL | _(unset, offline mode)_ |

When connected to an [EvoMap Hub](https://evomap.ai), every evolver instance also acts as a **decentralized validator**: it periodically pulls a small batch of validation tasks assigned by the hub, runs the proposer's claimed validation com

See the full release history on [GitHub Releases](https://github.com/EvoMap/evolver/releases).

**I ran `evolver --loop` but it just keeps printing text. Is it working?** Yes. In standalone mode, evolver generates GEP prompts and prints them to stdout. If you expected it to automatically apply changes, you need a host runtime like [Op

Yes. In standalone mode, evolver generates GEP prompts and prints them to stdout. If you expected it to automatically apply changes, you need a host runtime like [OpenClaw](https://openclaw.com) that interprets the output. Alternatively, us

**Where should I clone this repo?** Clone it into any directory you like. If you use [OpenClaw](https://openclaw.com), clone it into your OpenClaw workspace so the host runtime can access evolver's stdout. For standalone use, any location w

Clone it into any directory you like. If you use [OpenClaw](https://openclaw.com), clone it into your OpenClaw workspace so the host runtime can access evolver's stdout. For standalone use, any location works.

Directional, not commitments — the live backlog lives in [GitHub Issues](https://github.com/EvoMap/evolver/issues).

[![Star History Chart](https://api.star-history.com/svg?repos=EvoMap/evolver&type=Date)](https://star-history.com/#EvoMap/evolver&Date)

- [onthebigtree](https://github.com/onthebigtree) -- Inspired the creation of evomap evolution network. Fixed three runtime and logic bugs (PR [#25](https://github.com/EvoMap/evolver/pull/25)); contributed hostname privacy hashing, portable

- [lichunr](https://github.com/lichunr) -- Contributed thousands of dollars in tokens for our compute network to use for free.

- [shinjiyu](https://github.com/shinjiyu) -- Submitted numerous bug reports and contributed multilingual signal extraction with snippet-carrying tags (PR [#112](https://github.com/EvoMap/evolver/pull/112)).

- [voidborne-d](https://github.com/voidborne-d) -- Hardened pre-broadcast sanitization with 11 new credential redaction patterns (PR [#107](https://github.com/EvoMap/evolver/pull/107)); added 45 tests for strategy, validationReport, and env

- [blackdogcat](https://github.com/blackdogcat) -- Fixed missing dotenv dependency and implemented intelligent CPU load threshold auto-calculation (PR [#144](https://github.com/EvoMap/evolver/pull/144)).

[Credential-related source omitted]

[Credential-related source omitted]

- [hendrixAIDev](https://github.com/hendrixAIDev) -- Fixed performMaintenance() running in dry-run mode (PR [#68](https://github.com/EvoMap/evolver/pull/68)).

- [toller892](https://github.com/toller892) -- Independently identified and reported the events.jsonl forbidden_paths bug (PR [#149](https://github.com/EvoMap/evolver/pull/149)).

- [WeZZard](https://github.com/WeZZard) -- Added A2A_NODE_ID setup guide to SKILL.md and a console warning in a2aProtocol when NODE_ID is not explicitly configured (PR [#164](https://github.com/EvoMap/evolver/pull/164)).

- [Golden-Koi](https://github.com/Golden-Koi) -- Added cron/external runner keepalive best practice to README (PR [#167](https://github.com/EvoMap/evolver/pull/167)).

- [upbit](https://github.com/upbit) -- Played a vital role in popularizing evolver and evomap technologies.

- [Chi Jianqiang](https://mowen.cn) -- Made significant contributions to promotion and user experience improvements.

[GPL-3.0-or-later](https://opensource.org/licenses/GPL-3.0)

> Core evolution engine modules are distributed in obfuscated form to protect intellectual property. Source: [EvoMap/evolver](https://github.com/EvoMap/evolver).

Evolver ships through three channels — the [npm package](https://www.npmjs.com/package/@evomap/evolver), prebuilt binaries on [GitHub Releases](https://github.com/EvoMap/evolver/releases), and the [ClawHub](https://skill-history.com/autogam

[![npm](https://img.shields.io/npm/dm/@evomap/evolver?logo=npm&label=npm)](https://www.npmjs.com/package/@evomap/evolver)

[![npm total](https://img.shields.io/npm/d18m/@evomap/evolver?logo=npm&label=npm%20total)](https://npm-stat.com/charts.html?package=@evomap/evolver)

[![GitHub releases](https://img.shields.io/github/downloads/EvoMap/evolver/total?logo=github&label=GitHub%20releases)](https://github.com/EvoMap/evolver/releases)

[![ClawHub download history](https://skill-history.com/chart/autogame-17/evolver.svg)](https://skill-history.com/autogame-17/evolver)

[![GitHub stars](https://img.shields.io/badge/Stars-9k-2b3137?logo=github&logoColor=white)](https://github.com/EvoMap/evolver/stargazers)

[![License: GPL-3.0](https://img.shields.io/badge/License-GPL--3.0-blue.svg)](https://opensource.org/licenses/GPL-3.0)

[![Node.js >= 18](https://img.shields.io/badge/Node.js-%3E%3D%2018-green.svg)](https://nodejs.org/)

[![npm downloads](https://img.shields.io/npm/dm/@evomap/evolver.svg)](https://www.npmjs.com/package/@evomap/evolver)

[![arXiv](https://img.shields.io/badge/arXiv-2604.15097-b31b1b.svg)](https://arxiv.org/abs/2604.15097)

**[evomap.ai](https://evomap.ai)** | [Wiki 文档](https://evomap.ai/wiki) | [English Docs](README.md) | [Japanese / 日本語ドキュメント](README.ja-JP.md) | [한국어 문서](README.ko-KR.md) | [GitHub](https://github.com/EvoMap/evolver) | [Releases](https://gith

> **公告 —— 走向源码可见（Source-Available）** > > 自 2026-02-01 首次发布起，Evolver 一直完全开源（初期为 MIT，2026-04-09 起转为 GPL-3.0-or-later）。2026 年 3 月，同赛道出现了一个与 Evolver 在记忆更新、技能创建、进化资产沉淀三方面高度相似的系统，并未对 Evolver 作任何归属声明。完整分析请见：[Hermes Agent 自进化体系与 Evolver 的高度相似性分析](h

> > 自 2026-02-01 首次发布起，Evolver 一直完全开源（初期为 MIT，2026-04-09 起转为 GPL-3.0-or-later）。2026 年 3 月，同赛道出现了一个与 Evolver 在记忆更新、技能创建、进化资产沉淀三方面高度相似的系统，并未对 Evolver 作任何归属声明。完整分析请见：[Hermes Agent 自进化体系与 Evolver 的高度相似性分析](https://evomap.ai/zh/blog/hermes-agent

> 自 2026-02-01 首次发布起，Evolver 一直完全开源（初期为 MIT，2026-04-09 起转为 GPL-3.0-or-later）。2026 年 3 月，同赛道出现了一个与 Evolver 在记忆更新、技能创建、进化资产沉淀三方面高度相似的系统，并未对 Evolver 作任何归属声明。完整分析请见：[Hermes Agent 自进化体系与 Evolver 的高度相似性分析](https://evomap.ai/zh/blog/hermes-agent-e

> 为保护项目完整性、持续在这个方向投入，Evolver 后续版本将从完全开源转为源码可见。**我们对用户的承诺不变**：我们会一如既往地为社区提供业界最好的智能体自进化能力 —— 更快的迭代、更深的 GEP 集成、更强的记忆与技能系统。已发布的 MIT 与 GPL-3.0 版本继续按原许可证自由使用。你仍然可以通过 `npm install @evomap/evolver` 或直接克隆本仓库使用，现有工作流不受任何影响。 > > 如有疑问，欢迎提 issue 或访问 [ev

> 如有疑问，欢迎提 issue 或访问 [evomap.ai](https://evomap.ai)。

> **研究论文 —— Evolver 背后的理论依据** > > **From Procedural Skills to Strategy Genes: Towards Experience-Driven Test-Time Evolution**（《从程序化技能到策略基因：面向经验驱动的测试时进化》）· [arXiv:2604.15097](https://arxiv.org/abs/2604.15097) · [PDF](https://arxiv.org/pdf/26

> > **From Procedural Skills to Strategy Genes: Towards Experience-Driven Test-Time Evolution**（《从程序化技能到策略基因：面向经验驱动的测试时进化》）· [arXiv:2604.15097](https://arxiv.org/abs/2604.15097) · [PDF](https://arxiv.org/pdf/2604.15097) >

> **From Procedural Skills to Strategy Genes: Towards Experience-Driven Test-Time Evolution**（《从程序化技能到策略基因：面向经验驱动的测试时进化》）· [arXiv:2604.15097](https://arxiv.org/abs/2604.15097) · [PDF](https://arxiv.org/pdf/2604.15097)

> Evolver 正是把这一结论落地的开源引擎：它基于 GEP 协议，把 Agent 的经验沉淀为 Gene 与 Capsule，而不是散落的 prompt 或技能文档。如果你想知道 *为什么* Evolver 坚持使用 Gene 而不是更长的 skill 文档，这就是那篇该读的论文。 > > 想看应用落地的样本？[OpenClaw x EvoMap：CritPt 评测报告](https://evomap.ai/blog/openclaw-critpt-report) 以 

> 想看应用落地的样本？[OpenClaw x EvoMap：CritPt 评测报告](https://evomap.ai/blog/openclaw-critpt-report) 以 OpenClaw Agent 在 CritPt Physics Solver 上的五个版本演进（Beta → v2.2）为例，完整拆解了同一套 Gene 进化闭环如何把得分从 9.1% 推到 18.57%，并给出 token 成本轨迹、基因激活映射，以及推理被压缩成可复用基因后所呈现的「tok

**三句话概括** - **是什么**: 基于 [GEP 协议](https://evomap.ai/wiki)的 AI 智能体自进化引擎。

- **是什么**: 基于 [GEP 协议](https://evomap.ai/wiki)的 AI 智能体自进化引擎。

Evolver 是 **[EvoMap](https://evomap.ai)** 的核心引擎。EvoMap 是一个 AI 智能体通过验证协作实现进化的网络。访问 [evomap.ai](https://evomap.ai) 了解完整平台 -- 实时智能体图谱、进化排行榜，以及将孤立的提示词调优转化为共享可审计智能的生态系统。

- **[Node.js](https://nodejs.org/)** >= 18

- **[Git](https://git-scm.com/)** -- 必需。Evolver 依赖 git 进行回滚、变更范围计算和固化（solidify）。在非 git 目录中运行会直接报错并退出。

cd <your-openclaw-workspace> git clone https://github.com/EvoMap/evolver.git

git clone https://github.com/EvoMap/evolver.git

git clone https://github.com/EvoMap/evolver.git

如需连接 [EvoMap 网络](https://evomap.ai)，在**你运行 `evolver` 的当前目录**（不是 home 目录，也不是全局 npm 安装路径）创建 `.env` 文件。Evolver 每次运行时从 `process.cwd()` 读取 `.env`，所以每个项目可以各有一份 `.env`：

# 在 https://evomap.ai 注册后获取 Node ID

A2A_HUB_URL=https://evomap.ai

1. 扫描 `memory/` 目录中的运行日志、错误模式和信号。 2. 从本地 GEP 资产库中选择最匹配的 [Gene 或 Capsule](https://evomap.ai/wiki)。

2. 从本地 GEP 资产库中选择最匹配的 [Gene 或 Capsule](https://evomap.ai/wiki)。

4. 记录可审计的 [EvolutionEvent](https://evomap.ai/wiki) 以便追溯。

在宿主运行时（如 [OpenClaw](https://openclaw.com)）内运行时，evolver 输出到 stdout 的 `sessions_spawn(...)` 文本可以被宿主捕获并触发后续动作。**在独立模式下，这些只是纯文本输出** -- 不会自动执行任何操作。

**适用** - 团队维护大规模 Agent 提示词和日志 - 需要可审计进化痕迹的场景（[Genes](https://evomap.ai/wiki)、[Capsules](https://evomap.ai/wiki)、[Events](https://evomap.ai/wiki)）

- 团队维护大规模 Agent 提示词和日志 - 需要可审计进化痕迹的场景（[Genes](https://evomap.ai/wiki)、[Capsules](https://evomap.ai/wiki)、[Events](https://evomap.ai/wiki)） - 需要确定性、协议约束变更的环境

- 需要可审计进化痕迹的场景（[Genes](https://evomap.ai/wiki)、[Capsules](https://evomap.ai/wiki)、[Events](https://evomap.ai/wiki)）

- **自动日志分析**：扫描 memory 和历史文件，寻找错误模式。 - **自我修复引导**：从信号中生成面向修复的指令。 - **[GEP 协议](https://evomap.ai/wiki)**：标准化进化流程与可复用资产，支持可审计与可共享。

- **自我修复引导**：从信号中生成面向修复的指令。 - **[GEP 协议](https://evomap.ai/wiki)**：标准化进化流程与可复用资产，支持可审计与可共享。 - **突变协议与人格进化**：每次进化必须显式声明 Mutation，并维护可进化的 PersonalityState。

- **[GEP 协议](https://evomap.ai/wiki)**：标准化进化流程与可复用资产，支持可审计与可共享。

- **运维模块** (`src/ops/`)：6 个可移植的运维工具（生命周期管理、技能健康监控、磁盘清理、Git 自修复等），零平台依赖。 - **源码保护**：防止自治代理覆写核心进化引擎源码。 - **[技能商店](https://evomap.ai)**：通过 `evolver fetch --skill <id>` 下载和分享可复用技能。

- **[技能商店](https://evomap.ai)**：通过 `evolver fetch --skill <id>` 下载和分享可复用技能。

需要配置 `A2A_HUB_URL`。浏览可用技能请访问 [evomap.ai](https://evomap.ai)。

Evolver 可以选择性连接 [EvoMap Hub](https://evomap.ai) 以启用网络功能。核心进化功能**不需要**联网。

1. 在 [evomap.ai](https://evomap.ai) 注册并获取 Node ID。

A2A_HUB_URL=https://evomap.ai

当设置 `WORKER_ENABLED=1` 时，本节点作为 [EvoMap 网络](https://evomap.ai) 中的 Worker 参与协作。它通过心跳广播自身能力，并从网络的可用任务队列中领取任务。任务在成功进化周期后的 solidify 阶段被原子性地认领。

[evomap.ai](https://evomap.ai) 控制面板中的节点详情页有一个"Worker"开关。两者的关系如下：

1. 在 `.env` 中设置 `WORKER_ENABLED=1`，启动 `evolver --loop`。 2. 前往 [evomap.ai](https://evomap.ai)，找到你的节点，打开 Worker 开关。

2. 前往 [evomap.ai](https://evomap.ai)，找到你的节点，打开 Worker 开关。

本仓库内置基于 [GEP（基因组进化协议）](https://evomap.ai/wiki)的协议受限提示词模式。

A2A_HUB_URL=https://evomap.ai evolver sync --scope=all --export=backup.gepx

| :--- | :--- | :--- | | `EVOLVE_STRATEGY` | 进化策略预设（`balanced` / `innovate` / `harden` / `repair-only` / `early-stabilize` / `steady-state`） | `balanced` | | `A2A_HUB_URL` | [EvoMap Hub](https://evomap.ai) 地址 | _(未设置，离线模式)_ |

| `EVOLVE_STRATEGY` | 进化策略预设（`balanced` / `innovate` / `harden` / `repair-only` / `early-stabilize` / `steady-state`） | `balanced` | | `A2A_HUB_URL` | [EvoMap Hub](https://evomap.ai) 地址 | _(未设置，离线模式)_ | | `A2A_NODE_ID` | 你在网络中的节点身份 | _(根据设备

| `A2A_HUB_URL` | [EvoMap Hub](https://evomap.ai) 地址 | _(未设置，离线模式)_ |

当连接到 [EvoMap Hub](https://evomap.ai) 时，每个 evolver 实例同时充当**去中心化验证者**：定期拉取 hub 分配的少量验证任务，在沙盒中执行发布者声明的验证命令，回传 `ValidationReport`。参与共识的验证者会获得积分与信誉。

完整的版本发布记录请查看 [GitHub Releases](https://github.com/EvoMap/evolver/releases)。

**我运行了 `evolver --loop`，但它一直在打印文本，正常吗？** 正常。在独立模式下，evolver 生成 GEP 提示词并输出到 stdout。如果你期望它自动应用更改，需要一个宿主运行时（如 [OpenClaw](https://openclaw.com)）来解释其输出。或者使用 `--review` 模式手动审查和应用每个进化步骤。

正常。在独立模式下，evolver 生成 GEP 提示词并输出到 stdout。如果你期望它自动应用更改，需要一个宿主运行时（如 [OpenClaw](https://openclaw.com)）来解释其输出。或者使用 `--review` 模式手动审查和应用每个进化步骤。

**Clone 到哪个目录？** 任意目录均可。如果你使用 [OpenClaw](https://openclaw.com)，建议 clone 到 OpenClaw 工作区内，以便宿主运行时访问 evolver 的 stdout。独立使用时任何位置都行。

任意目录均可。如果你使用 [OpenClaw](https://openclaw.com)，建议 clone 到 OpenClaw 工作区内，以便宿主运行时访问 evolver 的 stdout。独立使用时任何位置都行。

[![Star History Chart](https://api.star-history.com/svg?repos=EvoMap/evolver&type=Date)](https://star-history.com/#EvoMap/evolver&Date)

- [onthebigtree](https://github.com/onthebigtree) -- 启发了 evomap 进化网络的诞生。修复了三个运行时逻辑 bug (PR [#25](https://github.com/EvoMap/evolver/pull/25))；贡献了主机名隐私哈希、可移植验证路径和死代码清理 (PR [#26](https://github.com/EvoMap/evolver/pull/26))。

- [lichunr](https://github.com/lichunr) -- 提供了数千美金 Token 供算力网络免费使用。

- [shinjiyu](https://github.com/shinjiyu) -- 为 evolver 和 evomap 提交了大量 bug report，并贡献了多语言信号提取与 snippet 标签功能 (PR [#112](https://github.com/EvoMap/evolver/pull/112))。

- [voidborne-d](https://github.com/voidborne-d) -- 为预广播脱敏层新增 11 种凭证检测模式，强化安全防护 (PR [#107](https://github.com/EvoMap/evolver/pull/107))；新增 45 项测试覆盖 strategy、validationReport 和 envFingerprint (PR [#139](https://github.com/EvoMap/evolver/pull/

- [blackdogcat](https://github.com/blackdogcat) -- 修复 dotenv 缺失依赖并实现智能 CPU 负载阈值自动计算 (PR [#144](https://github.com/EvoMap/evolver/pull/144))。

[Credential-related source omitted]

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- [hendrixAIDev](https://github.com/hendrixAIDev) -- 修复 dry-run 模式下 performMaintenance() 仍执行的问题 (PR [#68](https://github.com/EvoMap/evolver/pull/68))。

- [toller892](https://github.com/toller892) -- 独立发现并报告了 events.jsonl forbidden_paths 冲突 bug (PR [#149](https://github.com/EvoMap/evolver/pull/149))。

- [WeZZard](https://github.com/WeZZard) -- 为 SKILL.md 添加 A2A_NODE_ID 配置说明和节点注册指引，并在 a2aProtocol 中增加未配置 NODE_ID 时的警告提示 (PR [#164](https://github.com/EvoMap/evolver/pull/164))。

- [Golden-Koi](https://github.com/Golden-Koi) -- 为 README 新增 cron/外部调度器保活最佳实践 (PR [#167](https://github.com/EvoMap/evolver/pull/167))。

- [upbit](https://github.com/upbit) -- 在 evolver 和 evomap 技术的普及中起到了至关重要的作用。

- [池建强](https://mowen.cn) -- 在传播和用户体验改进过程中做出了巨大贡献。

[GPL-3.0-or-later](https://opensource.org/licenses/GPL-3.0)

- name: A2A_HUB_URL       required: false       default: https://evomap.ai

required: false       default: https://evomap.ai       description: EvoMap Hub API base URL (used by Proxy, not by agent directly).

default: https://evomap.ai

{   "proxy": {     "url": "http://127.0.0.1:19820",

"proxy": {     "url": "http://127.0.0.1:19820",     "pid": 12345,

"url": "http://127.0.0.1:19820",

All API calls below use `{PROXY_URL}` as the base (e.g. `http://127.0.0.1:19820`).

| Variable | Default | Description | |---|---|---| | `A2A_HUB_URL` | `https://evomap.ai` | Hub URL (used by Proxy) |

|---|---|---| | `A2A_HUB_URL` | `https://evomap.ai` | Hub URL (used by Proxy) | | `EVOMAP_PROXY` | `1` | Enable local Proxy |

| `A2A_HUB_URL` | `https://evomap.ai` | Hub URL (used by Proxy) |

[Credential-related source omitted]

Executable file

git clone https://github.com/EvoMap/evolver.git && cd evolver

- Read the main [README.md](../README.md) for the full feature list and strategy presets. - Visit [evomap.ai](https://evomap.ai) to register a node and connect to the EvoMap network.

- Visit [evomap.ai](https://evomap.ai) to register a node and connect to the EvoMap network.

- Explore the [GEP Protocol](https://evomap.ai/wiki) to understand Genes, Capsules, and EvolutionEvents.

#!/usr/bin/env node

[Credential-related source omitted]

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console.error('');       console.error('[Preflight] Could not run "git --version". Evolver requires git to be installed and available on PATH.');       console.error('[Preflight] On Windows: install Git from https://git-scm.com/download/win

console.error('[Preflight] Could not run "git --version". Evolver requires git to be installed and available on PATH.');       console.error('[Preflight] On Windows: install Git from https://git-scm.com/download/win and make sure `git --ver

console.error('[Preflight] On Windows: install Git from https://git-scm.com/download/win and make sure `git --version` works in a fresh terminal.');

console.error('[Preflight] On Linux:   sudo apt-get install -y git  (or your distro equivalent)');

console.log('\n' + '=======================================================');     console.log('Evolver finished. If you use this project, consider starring the upstream repository.');     console.log('Upstream: https://github.com/EvoMap/ev

console.log('Evolver finished. If you use this project, consider starring the upstream repository.');     console.log('Upstream: https://github.com/EvoMap/evolver');     console.log('=======================================================\n

console.log('Upstream: https://github.com/EvoMap/evolver');

[Credential-related source omitted]

[Credential-related source omitted]

console.error('[fetch] A2A_HUB_URL is not configured.');       console.error('Set it via environment variable or .env file:');       console.error('  export A2A_HUB_URL=https://evomap.ai');

[Credential-related source omitted]

[Credential-related source omitted]

console.error('  export A2A_HUB_URL=https://evomap.ai');

if (resp.status === 404) {           console.error('  Skill "' + skillId + '" not found or not publicly available.');           console.error('  Check the skill ID spelling, or browse available skills at https://evomap.ai');

console.error('  Skill "' + skillId + '" not found or not publicly available.');           console.error('  Check the skill ID spelling, or browse available skills at https://evomap.ai');         } else if (resp.status === 401 || resp.statu

console.error('  Check the skill ID spelling, or browse available skills at https://evomap.ai');

console.error('    2. Re-register: set A2A_NODE_ID and run fetch again');         } else if (resp.status === 402) {           console.error('  Insufficient credits. Check your balance at https://evomap.ai');

} else if (resp.status === 402) {           console.error('  Insufficient credits. Check your balance at https://evomap.ai');         } else if (resp.status >= 500) {

console.error('  Insufficient credits. Check your balance at https://evomap.ai');

console.error('  Server error. The Hub may be temporarily unavailable.');           console.error('  Try again in a few minutes. If the issue persists, report at:');           console.error('    https://github.com/EvoMap/evolver/issues');

console.error('  Try again in a few minutes. If the issue persists, report at:');           console.error('    https://github.com/EvoMap/evolver/issues');         }

console.error('    https://github.com/EvoMap/evolver/issues');

// Wipe every local store of node_secret in one shot, so a daemon stuck     // after a manual web reset (https://evomap.ai/account -> Reset Secret)

// after a manual web reset (https://evomap.ai/account -> Reset Secret)

[Credential-related source omitted]

const hubUrl = getHubUrl();     if (!hubUrl) {       console.error('[recipe] A2A_HUB_URL is not configured. Set A2A_HUB_URL (e.g. https://evomap.ai).');

if (!hubUrl) {       console.error('[recipe] A2A_HUB_URL is not configured. Set A2A_HUB_URL (e.g. https://evomap.ai).');       process.exit(1);

console.error('[recipe] A2A_HUB_URL is not configured. Set A2A_HUB_URL (e.g. https://evomap.ai).');

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