mcp-server

evolver – Self‑evolving AI agents with auditable gene‑based upgrades

Name: evolver – Self‑evolving AI agents with auditable gene‑based upgrades
Author: EvoMap

Boost your AI product’s adaptability with evolver’s GEP‑driven engine, letting founders track agent evolution via Genes, Capsules, and Events. Ideal for teams building autonomous, memory‑rich agents.

From the repo · “The GEP-powered self-evolving engine for AI agents. Auditable evolution with Genes, Capsules, and Events. | evomap.ai”

8,690 stars+6★ this week840 forksJavaScriptGuide quality 9/10 · reviewed Oct 20Updated 10/16/2026100% free · open source

What it does

Evolver creates self-evolving AI agents with auditable evolution using Genes, Capsules, and Events, allowing startup founders to build adaptive AI systems

When to use it

•When you need AI agents that can adapt to changing environments or requirements
•When you want to build AI systems with transparent and explainable decision-making processes
•When you need to integrate AI agents with other systems or services that require auditable evolution

Ready-to-paste prompt

node index.js --genes 10 --capsules 5 --events 20

Heads up: Make sure you have Node.js version 16 or higher installed, as Evolver uses modern JavaScript features that may not be compatible with older versions

Saves to your device

Use with Claude

New

Skip the builder — one click puts this in Claude, Cursor, Antigravity and more.

🛠️ Technical setup

Expect 20–40 minutes in a terminal — or let your AI agent drive it.

Try it instantly — no install

Claude Code

mkdir -p ~/.claude/skills/evolver && curl -fsSL https://workflowstacks.com/api/skills/evolver/claude-skill -o ~/.claude/skills/evolver/SKILL.md

Open in another AI app

Opens the app with this repo with the prompt ready to go — no copy-paste needed.

Connect the whole catalog (MCP)

claude mcp add --transport http workflowstacks https://workflowstacks.com/api/mcp

Adds a WorkflowStacks connector to Claude Code: search and load any skill here by chatting.

How evolver – Self‑evolving AI agents with auditable gene‑based upgrades works

Codeflow

Free to inspect

Evolver – Self‑evolving AI agents with auditable gene‑based upgrades is a very large JavaScript project (~139k lines across 225 code files, plus 222 test files). It is a full software project: use it through its install path rather than reading it end to end. Last commit this month, GPL-3.0 license, has a test suite.

Size

Very large codebase

~139k lines · 225 code files · days to read — use, don't read

Setup

Developer setup

A real software project. Use it via its install path; don't expect to read it all.

Runs on

Node.js

No API keys detected

JavaScript 100%

Where to start reading

1
README.md
Start here — what it does and how to install it
2
SKILL.md
The instructions the AI actually follows
3
index.js
Where the program starts running
4
package.json
Dependencies and the commands it exposes
5
src/atp/cli.js
Inside src/ — the main logic begins here

What's in each folder

src/Core code — the actual logic201 files

examples/Examples you can copy3 files

scripts/Helper scripts22 files

conformance/Folder2 files

test/Tests — proof it works222 files

.github/CI / automation (GitHub Actions)3 files

assets/Images & static assets2 files

READMEHas testsDocumentedCI checksExamples includedGPL-3.0 licenseUpdated this month

Use with Claude

New

Skip the builder — one click puts this in Claude, Cursor, Antigravity and more.

🛠️ Technical setup

Expect 20–40 minutes in a terminal — or let your AI agent drive it.

Try it instantly — no install

Claude Code

mkdir -p ~/.claude/skills/evolver && curl -fsSL https://workflowstacks.com/api/skills/evolver/claude-skill -o ~/.claude/skills/evolver/SKILL.md

Open in another AI app

Opens the app with this repo with the prompt ready to go — no copy-paste needed.

Connect the whole catalog (MCP)

claude mcp add --transport http workflowstacks https://workflowstacks.com/api/mcp

Adds a WorkflowStacks connector to Claude Code: search and load any skill here by chatting.

Quick Actions

Details

Creator

EvoMap

Language

JavaScript

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