MCP Synthesizer

The MCP synthesizer is the last stage in the pipeline. It turns parser output plus build metadata into a developer-auditable Python server file.

Sections in the generated file

• environment-variable comment block
• skipped-repository comment block
• build-notes comment block
• MCP header
• imports
• utilities
• tool functions
• runtime footer

Why the comment blocks matter

The generated file is not just an opaque artifact. It includes the decisions made during build time so developers can inspect:

• which repos were skipped for security reasons
• which names were renamed
• which relative imports were dropped
• which env keys are required

That transparency is especially important when the build is driven by semantic retrieval instead of hand-picked source code.