Structured-output enforcer: extract and validate JSON from messy LLM text.
An MCP server that gives AI assistants the ability to enforce structured output: extract JSON from messy LLM text, gate it against a shape spec, and produce the retry feedback message when the model returns the wrong shape. with Claude Desktop, Cursor, Cline, Windsurf, Zed, and any other MCP client. Pull a JSON value out of messy LLM output. Tries the whole text, then a fenced json block, then…
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An MCP server that gives AI assistants the ability to enforce structured output: extract JSON from messy LLM text, gate it against a shape spec, and produce the retry feedback message when the model returns the wrong shape. with Claude Desktop, Cursor, Cline, Windsurf, Zed, and any other MCP client. Pull a JSON value out of messy LLM output. Tries the whole text, then a fenced json block, then the largest balanced / substring. Returns the parsed value plus which strategy succeeded.…