Evolve MCP
UnclaimedUniversal MCP server for agent self-improvement via evolutionary algorithms.
Install
$
claude mcp add evolve-mcp -- python -m mcp_server.serverUnclaimed listing
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Claim this serverTools (21)
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