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Evolve MCP

Unclaimed

by privkeyio

Universal MCP server for agent self-improvement via evolutionary algorithms.

Install

$claude mcp add evolve-mcp -- python -m mcp_server.server

Set up this server

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This server needs project-specific setup. Follow the project instructions; no reusable public launch command is available yet.

Project instructions
agentsaigenetic-algorithmsgoosemcppython

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Unclaimed listing

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Security profile

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21 of 21 tools

Documented tools (21)

From project documentation. A server handshake does not verify each tool’s description or behavior.

add_safety_pattern

Add custom pattern

analyze_prompt

Get complexity metrics

cancel_evolution

Stop a running cycle

check_evolution_trigger

Should evolve?

check_safety

Quick text check

crossover_variants

Combine two variants

detect_anomalies

Find anomalies

evaluate_variant

Calculate fitness score

explain_fitness

Detailed breakdown

generate_ab_pair

Create A/B test pair

generate_population

Create variant population

get_evolution_status

Check cycle progress

get_metrics_window

Aggregated metrics

list_fitness_functions

List available

mutate_prompt

Apply specific mutation

record_metrics

Log performance data

register_fitness_function

Add custom metric

resume_evolution

Resume from checkpoint

start_evolution

Begin an evolution cycle

update_fitness_weights

Adjust weights

validate_variant

Full safety check

Tool change history

Compared across complete checks of the same configuration. Tools were listed, not invoked. Input-schema changes are not measured here.

No complete tool checks yet.

FAQ

Questions about Evolve MCP Server

How do I connect Evolve MCP Server to Claude?
The listing records `claude mcp add evolve-mcp -- python -m mcp_server.server` as its setup step. Run it, then follow the repository's instructions for the client configuration; the listing names Claude Code, ChatGPT as compatible clients.
Is Evolve MCP Server free?
The listed licence is MIT. Check the upstream terms for permitted use and commercial requirements; a public repository does not by itself mean the software is free or open source. Connected APIs and hosted services may have separate charges.
What can Evolve MCP Server do?
Evolve MCP Server documents 21 tools to the agent, including add_safety_pattern, analyze_prompt, cancel_evolution. The descriptions above come from project documentation. A live handshake does not test individual tool behavior.