Agent Evolution instructions

EvoMap/evolver

Skill Claude CodeCodex

A self-evolution engine for AI agents. Analyzes runtime history to identify improvements and applies protocol-constrained evolution. Communicates with EvoMap Hub via local Proxy mailbox.

EvoMap/awesome-agent-evolution

Instructions file CodexOpenCode

AGENTS.md instructions for EvoMap/awesome-agent-evolution, covering cursor cloud specific instructions, required runtime, key scripts (see contributing.md for the full table), linting / testing and contribution workflow.

Shiyao-Huang/awesome-agent-evolution

Instructions file CodexOpenCode

Instructions for Shiyao-Huang/awesome-agent-evolution, covering agents.md, l1, l2, l3 and current scale (2026-05-25).

Shiyao-Huang/awesome-agent-evolution

Instructions file

Instructions for Shiyao-Huang/awesome-agent-evolution, covering claude.md, priority, user input privacy, claude working style and website style baseline.

raphaelchristi/harness-evolver

Plugin Claude Code

LangSmith-native autonomous agent optimization — evolves LLM agent code using multi-agent proposers, LangSmith experiments, and git worktrees.

raphaelchristi/harness-evolver

Skill Claude CodeCodex

Use when the user wants to release a new version, publish to npm, create a GitHub release, bump version, or tag a release. Also use when the user says 'release', 'publish', 'bump version', 'tag', or 'npm publish'.

raphaelchristi/harness-evolver

Instructions file

Instructions for raphaelchristi/harness-evolver, covering claude.md, what this is, dependencies, running tools locally and use --no-canary to skip preflight check.

raphaelchristi/harness-evolver

Agent

Use this agent when the evolution loop stagnates or regresses. Analyzes the agent architecture and recommends topology changes (single-call → RAG, chain → ReAct, etc.).

raphaelchristi/harness-evolver

Agent

Use this agent to evaluate experiment outputs using LLM-as-judge. Reads run inputs/outputs from LangSmith via langsmith-cli, judges correctness, and writes scores back as feedback. No external API keys needed.

raphaelchristi/harness-evolver

Agent

Self-organizing agent optimizer. Investigates a data-driven lens (question), decides its own approach, and modifies real code in an isolated git worktree. May self-abstain if it cannot add meaningful value.

raphaelchristi/harness-evolver

Hook

Runs when a session starts, executing session-start.sh via bash. From raphaelchristi/harness-evolver.

raphaelchristi/harness-evolver

Skill Claude CodeCodex

Use when the user wants to run the optimization loop, improve agent performance, evolve the agent, or iterate on quality. Requires .evolver.json to exist (run harness:setup first).

raphaelchristi/harness-evolver

Skill Claude CodeCodex

Use when the user wants to set up the evolver in their project, optimize an LLM agent, improve agent performance, or mentions evolver for the first time in a project without .evolver.json.