Turn harness internal tools into a standard MCP server — compatible with Claude Code, Codex, OpenCode, and more.
In the AI & ML space, harness-to-mcp takes a focused approach. It focuses on standardizing internal tools for compatibility with AI agents via the MCP protocol. harness-to-mcp is an open-source project aimed at developers integrating internal tools with AI agents. The project is open source (MIT). It runs on the web and the command line, and it can be self-hosted.
Behind harness-to-mcp is on-panda, and the product first shipped in 2026. The project is developed in the open on GitHub with 26 commits in the last 90 days. Across PulseGate's embedding index, harness-to-mcp has few near neighbours, marking it as relatively distinct. Among its 4 catalogued features are MCP server conversion, AI agent compatibility, and CLI tool. It exposes integrations via an MCP server.
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