{"name":"io.github.m-sanchez/calibration-explorer","slug":"m-sanchez-calibration-explorer","title":"Calibration Explorer","description":"Check classifier confidence against accuracy, fit temperature scaling and save local reports.","url":"https://mcp.market/server/m-sanchez-calibration-explorer","rating":null,"grade":"A","score":92,"certified":false,"status":"active","category":"other","tags":[],"presence":{"score":28,"stars":0,"forks":0,"downloads_week":81,"last_push_at":"2026-10-05T13:25:33.000Z","license":"MIT"},"uptime":null,"claimed":false,"transport":"npm","callable_via_gateway":false,"default_price_micros":0,"repository":"https://github.com/m-sanchez/calibration-explorer","website":"https://github.com/m-sanchez/calibration-explorer/blob/main/docs/mcp.md","version":"0.2.0","remotes":[],"packages":[{"registryType":"npm","registryBaseUrl":"https://registry.npmjs.org","identifier":"@m-sanchez/calibration-explorer-mcp","version":"0.2.0","runtimeHint":"npx","transport":{"type":"stdio"},"packageArguments":[{"description":"Existing absolute directory whose prediction CSV or JSON files the server may read. Paths outside it are refused. Repeat for more directories.","isRequired":true,"format":"filepath","type":"named","name":"--input-root","isRepeated":true},{"description":"Existing absolute directory where the server may create new report folders. It never overwrites files. Repeat for more directories.","isRequired":true,"format":"filepath","type":"named","name":"--output-root","isRepeated":true}]}],"tools":[{"name":"assess_predictions","description":"Measure an explicit non-test split using the recorded fit. Returns aggregates, never individual observations.","write_action":false,"price_micros":0,"input_schema":null},{"name":"create_report","description":"Write matching HTML and JSON into a new folder under a configured output root. Optional CSV contains selected-split row IDs; optional source data contains all splits/provenance. Raw exports require client elicitation. Never overwrites.","write_action":true,"price_micros":0,"input_schema":null},{"name":"fit_temperature","description":"Fit temperature using calibration logits only. Changing a fit invalidates any locked policy. Test results are not returned.","write_action":false,"price_micros":0,"input_schema":null},{"name":"load_predictions","description":"Load one explicit local CSV/JSON path or the bundled digits reference. Returns metadata only; test outcomes stay unopened. Maximum 16 loaded runs per process.","write_action":false,"price_micros":0,"input_schema":null},{"name":"review_test","description":"Explicitly reveal test outcomes after a user decision through the client's elicitation interface. Without a lock the assessment becomes exploratory. Clients without elicitation cannot reveal test data.","write_action":false,"price_micros":0,"input_schema":null},{"name":"set_policy","description":"Evaluate an explicit threshold on full policy_validation, optionally locking the recorded temperature and threshold. Does not optimise thresholds.","write_action":false,"price_micros":0,"input_schema":null}],"scan":{"score":92,"grade":"A","scanned_at":"2026-10-14T05:28:09.872Z","report":{"scannerVersion":"0.1.10","scannedAt":"2026-10-14T05:28:09.860Z","components":{"code":{"score":25,"max":25,"notes":["2 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":15,"max":15,"notes":["last push 9 days ago"]},"identity":{"score":8,"max":10,"notes":["registry namespace matches repository owner","GitHub account older than a year"]}},"findings":[],"inputs":{"packages":[{"registryType":"npm","identifier":"@m-sanchez/calibration-explorer-mcp","version":"0.2.0","found":true,"license":"MIT","hasInstallScripts":false,"dependencyCount":2,"publishedAt":"2026-10-05T12:09:25.005Z","repositoryUrl":"git+https://github.com/m-sanchez/calibration-explorer.git","weeklyDownloads":81}],"repo":{"found":true,"owner":"m-sanchez","repo":"calibration-explorer","archived":false,"pushedAt":"2026-10-05T13:25:33Z","stars":0,"forks":0,"openIssues":3,"ownerType":"User","ownerAvatarUrl":"https://avatars.githubusercontent.com/u/1121533?v=4","ownerCreatedAt":"2011-10-12T06:20:16Z","license":"MIT"},"icon":{"url":"https://avatars.githubusercontent.com/u/1121533?v=4&s=128","source":"github"},"presence":{"stars":0,"forks":0,"downloadsWeek":81,"license":"MIT","lastPushAt":"2026-10-05T13:25:33.000Z","score":28}}}},"grade_history":[],"reviews":[]}