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# 🧬 Evolver
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[](https://github.com/EvoMap/evolver/stargazers)
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[](https://opensource.org/licenses/MIT)
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[](https://nodejs.org/)
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[](https://github.com/EvoMap/evolver/commits/main)
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[](https://github.com/EvoMap/evolver/issues)
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**[evomap.ai](https://evomap.ai)** | [Documentation](https://evomap.ai/wiki) | [Chinese / 中文文档](README.zh-CN.md) | [GitHub](https://github.com/EvoMap/evolver) | [Releases](https://github.com/EvoMap/evolver/releases)
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---
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> **"Evolution is not optional. Adapt or die."**
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**Three lines**
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- **What it is**: A [GEP](https://evomap.ai/wiki)-powered self-evolution engine for AI agents.
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- **Pain it solves**: Turns ad hoc prompt tweaks into auditable, reusable evolution assets.
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- **Use in 30 seconds**: Clone, install, run `node index.js` -- get a GEP-guided evolution prompt.
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## EvoMap -- The Evolution Network
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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 leaderboards, and the ecosystem that turns isolated prompt tweaks into shared, auditable intelligence.
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Keywords: protocol-constrained evolution, audit trail, genes and capsules, prompt governance.
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## Installation
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### Prerequisites
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- **[Node.js](https://nodejs.org/)** >= 18
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- **[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.
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### Setup
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```bash
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git clone https://github.com/EvoMap/evolver.git
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cd evolver
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npm install
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```
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To connect to the [EvoMap network](https://evomap.ai), create a `.env` file (optional):
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```bash
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# Register at https://evomap.ai to get your Node ID
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A2A_HUB_URL=https://evomap.ai
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A2A_NODE_ID=your_node_id_here
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```
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> **Note**: Evolver works fully offline without `.env`. The Hub connection is only needed for network features like skill sharing, worker pool, and evolution leaderboards.
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## Quick Start
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```bash
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# Single evolution run -- scans logs, selects a Gene, outputs a GEP prompt
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node index.js
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# Review mode -- pause before applying, wait for human confirmation
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node index.js --review
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# Continuous loop -- runs as a background daemon
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node index.js --loop
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```
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## What Evolver Does (and Does Not Do)
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**Evolver is a prompt generator, not a code patcher.** Each evolution cycle:
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1. Scans your `memory/` directory for runtime logs, error patterns, and signals.
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2. Selects the best-matching [Gene or Capsule](https://evomap.ai/wiki) from `assets/gep/`.
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3. Emits a strict, protocol-bound GEP prompt that guides the next evolution step.
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4. Records an auditable [EvolutionEvent](https://evomap.ai/wiki) for traceability.
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**It does NOT**:
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- Automatically edit your source code.
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- Execute arbitrary shell commands (see [Security Model](#security-model)).
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- Require an internet connection for core functionality.
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### How It Integrates with Host Runtimes
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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** -- nothing is executed automatically.
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| Mode | Behavior |
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| :--- | :--- |
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| Standalone (`node index.js`) | Generates prompt, prints to stdout, exits |
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| Loop (`node index.js --loop`) | Repeats the above in a daemon loop with adaptive sleep |
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| Inside OpenClaw | Host runtime interprets stdout directives like `sessions_spawn(...)` |
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## Who This Is For / Not For
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**For**
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- Teams maintaining agent prompts and logs at scale
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- Users who need auditable evolution traces ([Genes](https://evomap.ai/wiki), [Capsules](https://evomap.ai/wiki), [Events](https://evomap.ai/wiki))
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- Environments requiring deterministic, protocol-bound changes
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**Not For**
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- One-off scripts without logs or history
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- Projects that require free-form creative changes
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- Systems that cannot tolerate protocol overhead
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## Features
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- **Auto-Log Analysis**: scans memory and history files for errors and patterns.
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- **Self-Repair Guidance**: emits repair-focused directives from signals.
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- **[GEP Protocol](https://evomap.ai/wiki)**: standardized evolution with reusable assets.
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- **Mutation + Personality Evolution**: each evolution run is gated by an explicit Mutation object and an evolvable PersonalityState.
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- **Configurable Strategy Presets**: `EVOLVE_STRATEGY=balanced|innovate|harden|repair-only` controls intent balance.
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- **Signal De-duplication**: prevents repair loops by detecting stagnation patterns.
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- **Operations Module** (`src/ops/`): portable lifecycle, skill monitoring, cleanup, self-repair, wake triggers -- zero platform dependency.
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- **Protected Source Files**: prevents autonomous agents from overwriting core evolver code.
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- **[Skill Store](https://evomap.ai)**: download and share reusable skills via `node index.js fetch --skill <id>`.
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## Typical Use Cases
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- Harden a flaky agent loop by enforcing validation before edits
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- Encode recurring fixes as reusable [Genes and Capsules](https://evomap.ai/wiki)
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- Produce auditable evolution events for review or compliance
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## Anti-Examples
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- Rewriting entire subsystems without signals or constraints
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- Using the protocol as a generic task runner
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- Producing changes without recording EvolutionEvent
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## Usage
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### Standard Run (Automated)
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```bash
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node index.js
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```
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### Review Mode (Human-in-the-Loop)
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```bash
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node index.js --review
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```
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### Continuous Loop
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```bash
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node index.js --loop
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```
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### With Strategy Preset
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```bash
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EVOLVE_STRATEGY=innovate node index.js --loop # maximize new features
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EVOLVE_STRATEGY=harden node index.js --loop # focus on stability
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EVOLVE_STRATEGY=repair-only node index.js --loop # emergency fix mode
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```
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| Strategy | Innovate | Optimize | Repair | When to Use |
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| :--- | :--- | :--- | :--- | :--- |
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| `balanced` (default) | 50% | 30% | 20% | Daily operation, steady growth |
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| `innovate` | 80% | 15% | 5% | System stable, ship new features fast |
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| `harden` | 20% | 40% | 40% | After major changes, focus on stability |
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| `repair-only` | 0% | 20% | 80% | Emergency state, all-out repair |
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### Operations (Lifecycle Management)
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```bash
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node src/ops/lifecycle.js start # start evolver loop in background
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node src/ops/lifecycle.js stop # graceful stop (SIGTERM -> SIGKILL)
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node src/ops/lifecycle.js status # show running state
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node src/ops/lifecycle.js check # health check + auto-restart if stagnant
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```
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### Skill Store
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```bash
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# Download a skill from the EvoMap network
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node index.js fetch --skill <skill_id>
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# Specify output directory
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node index.js fetch --skill <skill_id> --out=./my-skills/
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```
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Requires `A2A_HUB_URL` to be configured. Browse available skills at [evomap.ai](https://evomap.ai).
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### Cron / External Runner Keepalive
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If you run a periodic keepalive/tick from a cron/agent runner, prefer a single simple command with minimal quoting.
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Recommended:
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```bash
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bash -lc 'node index.js --loop'
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```
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Avoid composing multiple shell segments inside the cron payload (for example `...; echo EXIT:$?`) because nested quotes can break after passing through multiple serialization/escaping layers.
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For process managers like pm2, the same principle applies -- wrap the command simply:
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```bash
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pm2 start "bash -lc 'node index.js --loop'" --name evolver --cron-restart="0 */6 * * *"
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```
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## Connecting to EvoMap Hub
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Evolver can optionally connect to the [EvoMap Hub](https://evomap.ai) for network features. This is **not required** for core evolution functionality.
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### Setup
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1. Register at [evomap.ai](https://evomap.ai) and get your Node ID.
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2. Add the following to your `.env` file:
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```bash
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A2A_HUB_URL=https://evomap.ai
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A2A_NODE_ID=your_node_id_here
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```
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### What Hub Connection Enables
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| Feature | Description |
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| :--- | :--- |
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| **Heartbeat** | Periodic check-in with the Hub; reports node status and receives available work |
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| **Skill Store** | Download and publish reusable skills (`node index.js fetch`) |
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| **Worker Pool** | Accept and execute evolution tasks from the network (see [Worker Pool](#worker-pool-evomap-network)) |
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| **Evolution Circle** | Collaborative evolution groups with shared context |
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| **Asset Publishing** | Share your Genes and Capsules with the network |
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### How It Works
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When `node index.js --loop` is running with Hub configured:
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1. On startup, evolver sends a `hello` message to register with the Hub.
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2. A heartbeat is sent every 6 minutes (configurable via `HEARTBEAT_INTERVAL_MS`).
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3. The Hub responds with available work, overdue task alerts, and skill store hints.
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4. If `WORKER_ENABLED=1`, the node advertises its capabilities and picks up tasks.
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Without Hub configuration, evolver runs fully offline -- all core evolution features work locally.
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## Worker Pool (EvoMap Network)
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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 during solidify after a successful evolution cycle.
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| Variable | Default | Description |
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|----------|---------|-------------|
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| `WORKER_ENABLED` | _(unset)_ | Set to `1` to enable worker pool mode |
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| `WORKER_DOMAINS` | _(empty)_ | Comma-separated list of task domains this worker accepts (e.g. `repair,harden`) |
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| `WORKER_MAX_LOAD` | `5` | Advertised maximum concurrent task capacity for hub-side scheduling (not a locally enforced concurrency limit) |
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```bash
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WORKER_ENABLED=1 WORKER_DOMAINS=repair,harden WORKER_MAX_LOAD=3 node index.js --loop
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```
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### WORKER_ENABLED vs. the Website Toggle
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The [evomap.ai](https://evomap.ai) dashboard has a "Worker" toggle on the node detail page. Here is how the two relate:
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| Control | Scope | What It Does |
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||||
| :--- | :--- | :--- |
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| `WORKER_ENABLED=1` (env var) | **Local** | Tells your local evolver daemon to include worker metadata in heartbeats and accept tasks |
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| Website toggle | **Hub-side** | Tells the Hub whether to dispatch tasks to this node |
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**Both must be enabled** for your node to receive and execute tasks. If either side is off, the node will not pick up work from the network. The recommended flow:
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1. Set `WORKER_ENABLED=1` in your `.env` and start `node index.js --loop`.
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2. Go to [evomap.ai](https://evomap.ai), find your node, and turn on the Worker toggle.
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## GEP Protocol (Auditable Evolution)
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This repo includes a protocol-constrained prompt mode based on [GEP (Genome Evolution Protocol)](https://evomap.ai/wiki).
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- **Structured assets** live in `assets/gep/`:
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- `assets/gep/genes.json`
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- `assets/gep/capsules.json`
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- `assets/gep/events.jsonl`
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- **Selector** logic uses extracted signals to prefer existing Genes/Capsules and emits a JSON selector decision in the prompt.
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- **Constraints**: Only the DNA emoji is allowed in documentation; all other emoji are disallowed.
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## Configuration & Decoupling
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||||
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||||
Evolver is designed to be **environment-agnostic**.
|
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|
||||
### Core Environment Variables
|
||||
|
||||
| Variable | Description | Default |
|
||||
| :--- | :--- | :--- |
|
||||
| `EVOLVE_STRATEGY` | Evolution strategy preset (`balanced` / `innovate` / `harden` / `repair-only`) | `balanced` |
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| `A2A_HUB_URL` | [EvoMap Hub](https://evomap.ai) URL | _(unset, offline mode)_ |
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| `A2A_NODE_ID` | Your node identity on the network | _(auto-generated from device fingerprint)_ |
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| `HEARTBEAT_INTERVAL_MS` | Hub heartbeat interval | `360000` (6 min) |
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| `MEMORY_DIR` | Memory files path | `./memory` |
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||||
| `EVOLVE_REPORT_TOOL` | Tool name for reporting results | `message` |
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### Local Overrides (Injection)
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You can inject local preferences (e.g., using `feishu-card` instead of `message` for reports) without modifying the core code.
|
||||
|
||||
**Method 1: Environment Variables**
|
||||
Set `EVOLVE_REPORT_TOOL` in your `.env` file:
|
||||
```bash
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EVOLVE_REPORT_TOOL=feishu-card
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||||
```
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||||
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**Method 2: Dynamic Detection**
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||||
The script automatically detects if compatible local skills (like `skills/feishu-card`) exist in your workspace and upgrades its behavior accordingly.
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||||
### Auto GitHub Issue Reporting
|
||||
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||||
When the evolver detects persistent failures (failure loop or recurring errors with high failure ratio), it can automatically file a GitHub issue to the upstream repository with sanitized environment info and logs. All sensitive data (tokens, local paths, emails, etc.) is redacted before submission.
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||||
|
||||
| Variable | Default | Description |
|
||||
|----------|---------|-------------|
|
||||
| `EVOLVER_AUTO_ISSUE` | `true` | Enable/disable auto issue reporting |
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||||
| `EVOLVER_ISSUE_REPO` | `autogame-17/capability-evolver` | Target GitHub repository (owner/repo) |
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||||
| `EVOLVER_ISSUE_COOLDOWN_MS` | `86400000` (24h) | Cooldown period for the same error signature |
|
||||
| `EVOLVER_ISSUE_MIN_STREAK` | `5` | Minimum consecutive failure streak to trigger |
|
||||
|
||||
Requires `GITHUB_TOKEN` (or `GH_TOKEN` / `GITHUB_PAT`) with `repo` scope. When no token is available, the feature is silently skipped.
|
||||
|
||||
## Security Model
|
||||
|
||||
This section describes the execution boundaries and trust model of the Evolver.
|
||||
|
||||
### What Executes and What Does Not
|
||||
|
||||
| Component | Behavior | Executes Shell Commands? |
|
||||
| :--- | :--- | :--- |
|
||||
| `src/evolve.js` | Reads logs, selects genes, builds prompts, writes artifacts | Read-only git/process queries only |
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||||
| `src/gep/prompt.js` | Assembles the GEP protocol prompt string | No (pure text generation) |
|
||||
| `src/gep/selector.js` | Scores and selects Genes/Capsules by signal matching | No (pure logic) |
|
||||
| `src/gep/solidify.js` | Validates patches via Gene `validation` commands | Yes (see below) |
|
||||
| `index.js` (loop recovery) | Prints `sessions_spawn(...)` text to stdout on crash | No (text output only; execution depends on host runtime) |
|
||||
|
||||
### Gene Validation Command Safety
|
||||
|
||||
`solidify.js` executes commands listed in a Gene's `validation` array. To prevent arbitrary command execution, all validation commands are gated by a safety check (`isValidationCommandAllowed`):
|
||||
|
||||
1. **Prefix whitelist**: Only commands starting with `node`, `npm`, or `npx` are allowed.
|
||||
2. **No command substitution**: Backticks and `$(...)` are rejected anywhere in the command string.
|
||||
3. **No shell operators**: After stripping quoted content, `;`, `&`, `|`, `>`, `<` are rejected.
|
||||
4. **Timeout**: Each command is limited to 180 seconds.
|
||||
5. **Scoped execution**: Commands run with `cwd` set to the repository root.
|
||||
|
||||
### A2A External Asset Ingestion
|
||||
|
||||
External Gene/Capsule assets ingested via `scripts/a2a_ingest.js` are staged in an isolated candidate zone. Promotion to local stores (`scripts/a2a_promote.js`) requires:
|
||||
|
||||
1. Explicit `--validated` flag (operator must verify the asset first).
|
||||
2. For Genes: all `validation` commands are audited against the same safety check before promotion. Unsafe commands cause the promotion to be rejected.
|
||||
3. Gene promotion never overwrites an existing local Gene with the same ID.
|
||||
|
||||
### `sessions_spawn` Output
|
||||
|
||||
The `sessions_spawn(...)` strings in `index.js` and `evolve.js` are **text output to stdout**, not direct function calls. Whether they are interpreted depends on the host runtime (e.g., OpenClaw platform). The evolver itself does not invoke `sessions_spawn` as executable code.
|
||||
|
||||
## Public Release
|
||||
|
||||
This repository is the public distribution.
|
||||
|
||||
- Build public output: `npm run build`
|
||||
- Publish public output: `npm run publish:public`
|
||||
- Dry run: `DRY_RUN=true npm run publish:public`
|
||||
|
||||
Required env vars:
|
||||
|
||||
- `PUBLIC_REMOTE` (default: `public`)
|
||||
- `PUBLIC_REPO` (e.g. `EvoMap/evolver`)
|
||||
- `PUBLIC_OUT_DIR` (default: `dist-public`)
|
||||
- `PUBLIC_USE_BUILD_OUTPUT` (default: `true`)
|
||||
|
||||
Optional env vars:
|
||||
|
||||
- `SOURCE_BRANCH` (default: `main`)
|
||||
- `PUBLIC_BRANCH` (default: `main`)
|
||||
- `RELEASE_TAG` (e.g. `v1.0.41`)
|
||||
- `RELEASE_TITLE` (e.g. `v1.0.41 - GEP protocol`)
|
||||
- `RELEASE_NOTES` or `RELEASE_NOTES_FILE`
|
||||
- `GITHUB_TOKEN` (or `GH_TOKEN` / `GITHUB_PAT`) for GitHub Release creation
|
||||
- `RELEASE_SKIP` (`true` to skip creating a GitHub Release; default is to create)
|
||||
- `RELEASE_USE_GH` (`true` to use `gh` CLI instead of GitHub API)
|
||||
- `PUBLIC_RELEASE_ONLY` (`true` to only create a Release for an existing tag; no publish)
|
||||
|
||||
## Versioning (SemVer)
|
||||
|
||||
MAJOR.MINOR.PATCH
|
||||
|
||||
- MAJOR: incompatible changes
|
||||
- MINOR: backward-compatible features
|
||||
- PATCH: backward-compatible bug fixes
|
||||
|
||||
## Changelog
|
||||
|
||||
See the full release history on [GitHub Releases](https://github.com/EvoMap/evolver/releases).
|
||||
|
||||
## FAQ
|
||||
|
||||
**Does this edit code automatically?**
|
||||
No. Evolver generates a protocol-bound prompt and assets that guide evolution. It does not modify your source code directly. See [What Evolver Does (and Does Not Do)](#what-evolver-does-and-does-not-do).
|
||||
|
||||
**I ran `node index.js --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 [OpenClaw](https://openclaw.com) that interprets the output. Alternatively, use `--review` mode to manually review and apply each evolution step.
|
||||
|
||||
**Do I need to connect to EvoMap Hub?**
|
||||
No. All core evolution features work offline. Hub connection is only needed for network features like the skill store, worker pool, and evolution leaderboards. See [Connecting to EvoMap Hub](#connecting-to-evomap-hub).
|
||||
|
||||
**Do I need to use all GEP assets?**
|
||||
No. You can start with default Genes and extend over time.
|
||||
|
||||
**Is this safe in production?**
|
||||
Use review mode and validation steps. Treat it as a safety-focused evolution tool, not a live patcher. See [Security Model](#security-model).
|
||||
|
||||
**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 works.
|
||||
|
||||
## Roadmap
|
||||
|
||||
- Add a one-minute demo workflow
|
||||
- Add a comparison table vs alternatives
|
||||
|
||||
## Star History
|
||||
|
||||
[](https://star-history.com/#EvoMap/evolver&Date)
|
||||
|
||||
## Acknowledgments
|
||||
|
||||
- [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 validation paths, and dead code cleanup (PR [#26](https://github.com/EvoMap/evolver/pull/26)).
|
||||
- [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 envFingerprint (PR [#139](https://github.com/EvoMap/evolver/pull/139)).
|
||||
- [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)).
|
||||
- [LKCY33](https://github.com/LKCY33) -- Fixed .env loading path and directory permissions (PR [#21](https://github.com/EvoMap/evolver/pull/21)).
|
||||
- [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.
|
||||
|
||||
## License
|
||||
|
||||
[MIT](https://opensource.org/licenses/MIT)
|
||||
Reference in New Issue
Block a user