{"name":"io.github.guidance-ai/guidance-lark-mcp","slug":"guidance-ai-guidance-lark-mcp","title":null,"description":"Validate and test llguidance grammars with batch testing and documentation","url":"https://mcp.market/server/guidance-ai-guidance-lark-mcp","rating":null,"grade":"B","score":77,"certified":false,"status":"active","category":"other","tags":[],"presence":{"score":10,"stars":0,"forks":0,"downloads_week":21,"last_push_at":"2026-03-06T02:23:40.000Z","license":"MIT"},"uptime":null,"claimed":false,"transport":"pypi","callable_via_gateway":false,"default_price_micros":0,"repository":"https://github.com/guidance-ai/guidance-lark-mcp","website":null,"version":"0.1.2","remotes":[],"packages":[{"registryType":"pypi","identifier":"guidance-lark-mcp","version":"0.1.2","transport":{"type":"stdio"}}],"tools":[{"name":"generate_with_grammar","description":"Generate text using an OpenAI model constrained by an llguidance grammar. Uses the OpenAI Responses API with a custom tool grammar format, so output is guaranteed to conform to the grammar. Use this to test how well a grammar guides actual LLM generation.","write_action":false,"price_micros":0,"input_schema":null},{"name":"get_llguidance_documentation","description":"Fetch the llguidance grammar syntax documentation.","write_action":false,"price_micros":0,"input_schema":null},{"name":"run_batch_validation_tests","description":"Run batch validation tests from a JSON file against an llguidance grammar. Test file should contain array of {input, should_parse, description?} objects. Returns high-level statistics (total, passed, failed, success_rate) and detailed information for failed tests.","write_action":true,"price_micros":0,"input_schema":null},{"name":"validate_grammar","description":"Validate llguidance grammar completeness and consistency using llguidance's built-in validator. Returns validation result with any errors or warnings.","write_action":false,"price_micros":0,"input_schema":null}],"scan":{"score":77,"grade":"B","scanned_at":"2026-09-28T06:07:56.946Z","report":{"scannerVersion":"0.1.10","scannedAt":"2026-09-28T06:07:56.923Z","components":{"code":{"score":25,"max":25,"notes":["4 source files scanned"]},"reliability":{"score":-1,"max":20,"notes":["no gateway calls yet and no remote to probe"]},"poisoning":{"score":-1,"max":15,"notes":["tools not inspected (local package is not executed); not counted"]},"auth":{"score":12,"max":15,"notes":["local package, no credentials required"]},"maintenance":{"score":4,"max":15,"notes":["last push 206 days ago"]},"identity":{"score":9,"max":10,"notes":["registry namespace matches repository owner","GitHub account older than a year"]}},"findings":[],"inputs":{"packages":[{"registryType":"pypi","identifier":"guidance-lark-mcp","version":"0.1.2","found":true,"weeklyDownloads":21,"license":"MIT","dependencyCount":6,"publishedAt":"2026-03-06T02:15:48.852528Z","repositoryUrl":"https://github.com/guidance-ai/guidance-lark-mcp.git"}],"repo":{"found":true,"owner":"guidance-ai","repo":"guidance-lark-mcp","archived":false,"pushedAt":"2026-03-06T02:23:40Z","stars":0,"forks":0,"openIssues":0,"ownerType":"Organization","ownerAvatarUrl":"https://avatars.githubusercontent.com/u/142035062?v=4","ownerCreatedAt":"2023-08-11T15:23:27Z","license":"MIT"},"icon":{"url":"https://avatars.githubusercontent.com/u/142035062?v=4&s=128","source":"github"},"presence":{"stars":0,"forks":0,"downloadsWeek":21,"license":"MIT","lastPushAt":"2026-03-06T02:23:40.000Z","score":10}}}},"grade_history":[],"reviews":[]}