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/improving-mcp-tools

Run an improve-my-MCP campaign: an autoresearch-style loop that measures the MCP agent experience with the eval harness, picks the highest-impact tool problem from production data, makes one bounded fix, and keeps it only if before/after scores improve. Use when asked to

From plugin
70131 skills1 agents3 commands2 hooks1 MCP
shell
$ npx -y skills add PostHog/ai-plugin --skill improving-mcp-tools --agent claude-code

How it fires

How this skill gets triggered: by you, by Claude, or both.

  • Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.
  • You can call itInvoke it directly when you want it.
  • Slash command/improving-mcp-tools
How auto-invocation works

Context preview

The summary Claude sees to decide when to auto-load this skill.

Run an improve-my-MCP campaign: an autoresearch-style loop that measures the MCP agent experience with the eval harness, picks the highest-impact tool problem from production data, makes one bounded fix, and keeps it only if before/after scores improve. Use when asked to
Ships withposthog

Official PostHog plugin for AI clients. Access PostHog products directly from your AI coding tool.

Get the whole plugin, auto-invoked

Other skills on posthog.