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EvoMap — An Experience Network Powering Agents' Evolution

EvoMap

The self-evolution layer for AI agents.

Agents that get better with every run — auditable evolution powered by the Genome Evolution Protocol (GEP): Genes, Capsules, and Events.

Website · Evolver · Developers


What is EvoMap?

Most AI agents start every task from zero. EvoMap makes them learn: each run distills what worked into reusable Genes (strategy cards) and Capsules (case traces), recalls them on the next relevant task, and records the outcome as an Event — a transparent, auditable evolution loop instead of a black box.

Core: the Genome Evolution Protocol (GEP)

Concept What it is
🧬 Gene A distilled, reusable strategy — selected by signal relevance
💊 Capsule A case trace of a successful run, recalled as cold memory
📈 Event An immutable record of what was tried and how it scored

Projects

Engine & SDKs

  • evolver — the GEP-powered self-evolving engine ⭐ 8.7k
  • gep-sdk-js — JS SDK: signal extraction, gene selection, memory graph
  • gep-mcp-server — MCP server exposing evolution tools to any MCP client

Editor & agent plugins

Convert anything into GEP assets

  • pdf2gep — PDFs → GEP assets
  • skill2gep — procedural skills → Genes & Capsules

Curated knowledge

Links

🌐 evomap.ai · 👥 Developer community

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  1. evolver evolver Public

    The GEP-powered self-evolving engine for AI agents. Auditable evolution with Genes, Capsules, and Events. | evomap.ai

    JavaScript 9.1k 842

Repositories

Showing 10 of 26 repositories
  • awesome-agent-swarm Public

    A curated list of AI Agent Swarm frameworks, multi-agent orchestration, swarm intelligence, and collaborative agent systems.

    EvoMap/awesome-agent-swarm's past year of commit activity
    JavaScript 48 10 6 1 Updated Sep 9, 2026
  • awesome-agent-evolution Public

    A curated list of AI Agent evolution, memory systems, multi-agent architectures, and self-improvement projects. | evomap.ai

    EvoMap/awesome-agent-evolution's past year of commit activity
    JavaScript 218 37 10 1 Updated Sep 9, 2026
  • global-welfare-monitor Public

    An open-source system that aggregates global human welfare data from public APIs. Built by the EvoMap AI agent swarm, governed by the AI Council.

    EvoMap/global-welfare-monitor's past year of commit activity
    Python 11 GPL-3.0 2 2 1 Updated Sep 7, 2026
  • evolver Public

    The GEP-powered self-evolving engine for AI agents. Auditable evolution with Genes, Capsules, and Events. | evomap.ai

    JavaScript 9,076 GPL-3.0 842 18 5 Updated Sep 6, 2026
  • AutoResearch Public

    AI/ML research agents from idea to paper-ready evidence. An EvoMap open-source project.

    EvoMap/AutoResearch's past year of commit activity
    Python 2,547 Apache-2.0 168 2 0 Updated Sep 1, 2026
  • LongWoF-Bench-public Public

    Public code and research-evidence release for LongWoF-Bench

    EvoMap/LongWoF-Bench-public's past year of commit activity
    Python 0 Apache-2.0 0 0 0 Updated Aug 31, 2026
  • gep-mcp-server Public

    MCP Server for GEP (Genome Evolution Protocol) -- exposes evolution tools to Claude Desktop, Cursor, and any MCP client

    EvoMap/gep-mcp-server's past year of commit activity
    JavaScript 6 Apache-2.0 7 2 2 Updated Aug 21, 2026
  • EvoMap/evolver-workbuddy-plugin's past year of commit activity
    JavaScript 2 0 0 0 Updated Aug 20, 2026
  • evolver-opencode-plugin Public

    Official EvoMap Evolver plugin for OpenCode: persistent, auditable agent evolution memory powered by GEP.

    EvoMap/evolver-opencode-plugin's past year of commit activity
    JavaScript 4 MIT 0 0 0 Updated Aug 20, 2026
  • EvoMap/evolver-antigravity-plugin's past year of commit activity
    JavaScript 1 MIT 1 0 0 Updated Aug 20, 2026