{"id":308139,"recorded_at":"2026-10-26T23:41:25.795381Z","observed_at":"2026-10-26T23:41:25.795331Z","subject_kind":"endpoint","subject":"f77348c4-6560-464a-adc7-fbd7aba03960","kind":"mcp.tools","method":"probe.mcp/1","body":{"count":6,"tools":[{"description":"Ranks AI models for one task by performance only (price shown, never used for the rank). Tasks cover text, coding, agents, websites/UI/games/data viz, image generation and editing, video from text or image, video editing, text to speech, transcription, music and embeddings.","inputSchema":{"additionalProperties":false,"properties":{"license":{"default":"all","description":"open = open weights only, closed = proprietary only","enum":["all","open","closed"],"type":"string"},"limit":{"default":10,"maximum":25,"minimum":1,"type":"integer"},"task":{"description":"Task slug","enum":["overall","coding","agents","websites","ui-components","game-development","data-visualization","3d-scenes","svg-graphics","web-apps","full-stack","mobile-apps","image-generation","image-editing","graphics-and-logos","text-to-video","image-to-video","video-editing","text-to-speech","transcription","music","embeddings"],"type":"string"}},"required":["task"],"type":"object"},"name":"best_for_task"},{"description":"For a model you use today, finds a cheaper model at most five performance-index points lower for the same usage.","inputSchema":{"additionalProperties":false,"properties":{"input_tokens":{"default":1000000,"minimum":0,"type":"integer"},"model":{"type":"string"},"output_tokens":{"default":250000,"minimum":0,"type":"integer"}},"required":["model"],"type":"object"},"name":"cheaper_alternative"},{"description":"Monthly API cost at base rates for up to five models and a token volume, with the volume translated into words and pages.","inputSchema":{"additionalProperties":false,"properties":{"input_tokens":{"default":1000000,"minimum":0,"type":"integer"},"models":{"items":{"type":"string"},"maxItems":5,"minItems":1,"type":"array"},"output_tokens":{"default":250000,"minimum":0,"type":"integer"}},"required":["models"],"type":"object"},"name":"estimate_cost"},{"description":"Searches and filters the catalog of language models by name, provider, licence and privacy, sorted by performance, coding, agentic index, price or context.","inputSchema":{"additionalProperties":false,"properties":{"license":{"default":"all","enum":["all","open","closed"],"type":"string"},"limit":{"default":10,"maximum":25,"minimum":1,"type":"integer"},"privacy":{"default":"any","enum":["any","zdr","eu"],"type":"string"},"query":{"description":"Part of a name, id or provider","type":"string"},"sort":{"default":"performance","enum":["performance","coding","agentic","price","context"],"type":"string"}},"type":"object"},"name":"find_models"},{"description":"Price, context window, performance/coding/agentic index with rank, licence, privacy, cost for a usage volume and cheaper or open alternatives for one language model.","inputSchema":{"additionalProperties":false,"properties":{"input_tokens":{"default":1000000,"minimum":0,"type":"integer"},"model":{"description":"Model id like \"anthropic/claude-opus-5.5\" or a name like \"Claude Opus 5.5\"","type":"string"},"output_tokens":{"default":250000,"minimum":0,"type":"integer"}},"required":["model"],"type":"object"},"name":"get_model"},{"description":"Returns the best-fitting language models for a use case and monthly API budget using the published AgentKernel Fit Score (performance, cost, context, features), with optional privacy and licence requirements.","inputSchema":{"additionalProperties":false,"properties":{"include_free":{"default":false,"type":"boolean"},"input_tokens":{"default":1000000,"description":"Input tokens per month","minimum":0,"type":"integer"},"monthly_budget_usd":{"default":10,"minimum":0,"type":"number"},"needs_vision":{"default":false,"type":"boolean"},"open_weights_only":{"default":false,"type":"boolean"},"output_tokens":{"default":250000,"description":"Output tokens per month","minimum":0,"type":"integer"},"priority":{"default":"balanced","enum":["balanced","quality","saving"],"type":"string"},"privacy":{"default":"any","description":"zdr = zero data retention, eu = zero retention in an EU region","enum":["any","zdr","eu"],"type":"string"},"use_case":{"enum":["everyday","coding","agents","documents"],"type":"string"}},"required":["use_case"],"type":"object"},"name":"recommend_models"}]},"body_sha256":"8798bd8c707c21fdd5088a59c313e3523b7396c3b2b2c79cf09a6a53bfcaee86","prev_id":null,"leaf":"0x8e66ab2f21d4d54add9e33ae58cf4ae873be15360d2431f92b6cb9deddee9d4e","leaf_text":"{\"body\":\"8798bd8c707c21fdd5088a59c313e3523b7396c3b2b2c79cf09a6a53bfcaee86\",\"id\":308139,\"kind\":\"mcp.tools\",\"method\":\"probe.mcp/1\",\"observed_us\":1793058085795331,\"prev\":null,\"subject\":\"f77348c4-6560-464a-adc7-fbd7aba03960\",\"subject_kind\":\"endpoint\"}","day":{"day":"2026-10-26","leaves":296695,"root":"0xf43e8dcc3d451a4788b26be904c55e8c4c0fa75c9666796c51db38d37e2c0df8","chained":"0x702d5ac508f08b0d1accf36af25822d8e5660367494edd17a642fb61e158a57a","anchor_chain":"eip155:5042002","anchor_tx":"0x495162f8936e19f0039918feebe6c307f327cd6bf8c37219620b1970041fa9ae","anchor_block":69251483},"proof":["0x8e665d9915a3104f6bf9cc7aeba1c01090656f5c2dc56b2a2528fa1d18655d3e","0x53a31869b0e7f81878e447cb3de36299d20e3adf838b2c306c82bebc1ae1591b","0x92c66ed8d449e1f1394572c43c6518fe548df07255f58da15efbedf4f93efdb7","0xb9bbc06a7a581afbb2700266c2c041a22cfd704f71fd1efec279271862eb28da","0xadc530fba7a983e044f1620ed8b1ae8e2311527e3187f4df55dcc57373803f6e","0xea1cb5e779fc7df9ab8031977063b694a1d594056daaa7169331fad1702b8fc0","0x46ec69e06eb941c349d719ca79f1d5cdb77d9d750ffb7be4e672db1dd7b0ec80","0x757511393895bf8bf50d38611820fefdc01b2e59615840642fc8ebe3bc0a80b5","0xa2dbfbb305c76bbf2107c06571bf81e6175882b7efa54da7a6353e5a8936d68c","0xb45d7f3c0bbf1dbd174936f74bee2215bba98889ae1b45f88dec07545b773ee4","0xf44f104cf96a81c75851a644746103fcbe6ade398683a18e789cc91eff4537ff","0x59a4efa65a01e4e2abdb3b8b7bb673db6d1c72e0f9d52dd2f94777b14a5b061c","0xc0cb184c9bdf71abcf18fda97bd59289153d120dbf8fee9f517b63bf303deb95","0xf0edabbb9ba0d643e5505d19d07637eb6f6aed0a1c7356af43ae7d84ae9ef0c5","0xf0bd63870f0bb378fa300bd33563050dcb7b3e02b44eb3ee550c1c534ec4b246","0x1ac20d30773e1f4f2f811540e9a99b5cca9177c9e2e029acc0d80cf3f1d11f0f","0xd21942ae3214eff88e08ab04884fd4b11958b51af9a0741b7668e2d07a2c56c9","0x9a9024edb5069d88a324facb310a5ce8e495214bbaa968f077bede437390194f","0x9b9ce5b74b9bab5121612ef6b64920a8d453cbf311096a423eef9702747e868a"]}