cap-evolve

Optimizes any AI agent's skills, tools/MCP configuration, and prompts against your own evaluation set.

Servicefreeglobal

Optimizes any AI agent's skills, tools/MCP configuration, and prompts against your own evaluation set.

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Behind the summary, Matchbox keeps a richer profile of cap-evolve - the signals our matcher actually reads to decide when to surface it. It stays private; claim the listing to see and control it.

Problem & pain-point mapping
Who we surface it to (audience fit)
What it's a strong alternative to
Trust & credibility signals

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