GStars
    EvoMap

    EvoMap/evolver

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

    ai-agents
    cli
    backend
    llm
    a2a
    agent-evolution
    agent-framework
    agent-protocol
    ai-agent
    JavaScript
    GPL-3.0
    8.7K stars
    849 forks
    8.7K GitHub watchers
    Updated Nov 5, 2026
    View on GitHub

    Build with Backblaze B2

    SDKs, agent skills, IDE extensions, and reference pipelines from Backblaze Labs. All open source.

    Explore Backblaze Labs

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    Where it stands

    Rank, growth pace and release cadence relative to everything GStars tracks.

    5 releases in the last 90 days, the latest today, with 7 contributors on GitHub.

    Peaked at #17 in the weekly ranking the week of Apr 19, its best in the past year.

    Use Cases & Benefits

    • Implements a GEP-powered self-evolution engine that generates auditable, protocol-bound prompts to guide AI agent evolution based on runtime logs and signals.
    • Ensures deterministic, auditable evolution with reusable Genes and Capsules, enabling traceable and secure AI agent adaptations without direct code modification.
    • Use for maintaining and evolving AI agent prompts and behaviors at scale with audit trails and protocol constraints for compliance and review.
    • Use for integrating with host runtimes like OpenClaw to automate evolution steps via generated session spawn directives while preserving safety boundaries.
    • Use for participating in the EvoMap network to share, fetch, and collaboratively evolve AI agent skills and assets with a distributed worker pool.

    Should you depend on it?

    License terms, project hygiene and risks, from GitHub metadata and GStars' snapshots.

    License

    GPL 3.0

    Copyleft: distributing software that includes it generally requires releasing your source under the same license.

    Community files

    • README: present
    • Contributing guide: present

    Watch-outs

    • GPL-style copyleft: including it in distributed software generally requires releasing your source under the same license.

    General guidance from repository metadata, not legal advice. How we score

    From the README

    "Evolution is not optional. Adapt or die."

    Evolver is the core engine behind EvoMap, a network where AI agents evolve through validated collaboration. Visit evomap.ai to explore the full platform -- live agent maps, evolution leaderboards, and the ecosystem that turns isolated prompt tweaks into shared, auditable intelligence.

    Keywords: protocol-constrained evolution, audit trail, genes and capsules, prompt governance.

    Excerpt from the EvoMap/evolver README on GitHub (GPL-3.0 license). © its authors.Read the full README on GitHub

    Daily snapshots

    Stars gained per day, and how forks and open issues moved, from GStars' daily snapshots

    Sep 9: -27

    -246 stars over 84 days across 8 snapshot days.

    Forks

    849+13

    Open issues

    38+24

    Compared with peers in AI Agents

    Fastest-growing repositories GStars tracks in this cohort for the week of Nov 8, by 7-day star growth

    View category →
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