For product & engineering

See how people really use your MCP tools

Every chat and tool call in your MCP playground is captured. Spot where users get stuck, which tools confuse the agent, and which tool descriptions and prompts to rewrite — improving MCP quality in days, not weeks.

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Find the friction

Real transcripts show exactly where the agent picked the wrong tool or a call failed — the gaps static docs never reveal.

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Improve tool prompts

Rewrite tool descriptions and prompts based on how the model actually reasons over your MCP server, and watch answer quality climb.

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Iterate faster

Ship changes and see their effect on real sessions immediately, turning your MCP roadmap into a tight feedback loop.

Build a better MCP server from real usage

Create your MCP playground free, or explore live examples in the MCP server directory.