← The evidence ledger
Evidence row 540992
Observed , by probe.mcp/1.
- Kind
- mcp.tools
- About
- endpoint 4ae7b41c-60da-4ff7-994c-e845fb4edd7f
- Recorded
- Previous row
- None: the first of its kind about this subject
- Body SHA-256
- f46a33b155ef38a8162c09ed1b18779acec756108cebda10027e0cb8c30f944f
- Leaf
- 0xa6d636ad8b7477714fc97bb63d13aef7fa116d317a49be5c5b1267c8234997f1
What was observed
{
"count": 5,
"tools": [
{
"description": "Static-analyze a public GitHub repo (owner/name) or a set of source files for LLM token waste: uncached static prompts, frontier models on extraction tasks, hot loops, non-deterministic repeat calls. Returns findings with fixes and an estimated recoverable percentage.",
"inputSchema": {
"properties": {
"files": {
"description": "Alternative to repo: files to analyze",
"items": {
"properties": {
"content": {
"type": "string"
},
"path": {
"type": "string"
}
},
"required": [
"path",
"content"
],
"type": "object"
},
"type": "array"
},
"repo": {
"description": "GitHub owner/name (public)",
"type": "string"
}
},
"type": "object"
},
"name": "audit_repo_token_waste"
},
{
"description": "Price a workload at list prices across models: cost per request and per month for the requested model, its cheaper sibling, and the effect of prompt caching. Pricing table version 2026-10-26.",
"inputSchema": {
"properties": {
"compare_to": {
"items": {
"type": "string"
},
"type": "array"
},
"input_tokens": {
"type": "number"
},
"model": {
"type": "string"
},
"output_tokens": {
"type": "number"
},
"requests_per_month": {
"type": "number"
},
"static_tokens": {
"description": "portion of input_tokens that is a fixed prefix (system + tools)",
"type": "number"
}
},
"required": [
"model",
"input_tokens",
"output_tokens"
],
"type": "object"
},
"name": "calculate_model_arbitrage"
},
{
"description": "Rewrite an OpenAI Chat/Responses or Anthropic Messages request body so its static prefix is provider-cacheable (Anthropic cache_control breakpoints, OpenAI prompt_cache_key). Returns the optimized body, what changed, the token profile and the projected per-request saving. Never changes the tokens the model sees.",
"inputSchema": {
"properties": {
"body": {
"description": "The request body",
"type": "object"
},
"endpoint": {
"enum": [
"/v1/chat/completions",
"/v1/responses",
"/v1/messages"
],
"type": "string"
},
"strategy": {
"enum": [
"static",
"conversation"
],
"type": "string"
}
},
"required": [
"body"
],
"type": "object"
},
"name": "optimize_prompt_payload"
},
{
"description": "Create a TokenZero workspace and key with no form. Returns the key once, the base URLs that route through it (OPENAI_BASE_URL / ANTHROPIC_BASE_URL), the one-click dashboard link and the badge URL. Free up to the monthly free tier; nothing is billed.",
"inputSchema": {
"properties": {
"name": {
"description": "workspace name (default mcp-agent)",
"type": "string"
}
},
"type": "object"
},
"name": "provision_workspace"
},
{
"description": "Live value scorecard for a TokenZero workspace: hard savings and net ROI per window, the four engines' contribution, speed, parity, availability and privacy posture, per-model breakdown and one-click recommendations. Needs the workspace key (tz_live_…); pass demo: true for a labelled sample.",
"inputSchema": {
"properties": {
"demo": {
"description": "return the sample scorecard instead",
"type": "boolean"
},
"key": {
"description": "workspace key (tz_live_…)",
"type": "string"
},
"window": {
"enum": [
"24h",
"7d",
"30d",
"all"
],
"type": "string"
}
},
"type": "object"
},
"name": "workspace_metrics"
}
]
}What the leaf hashes
{"body":"f46a33b155ef38a8162c09ed1b18779acec756108cebda10027e0cb8c30f944f","id":540992,"kind":"mcp.tools","method":"probe.mcp/1","observed_us":1793130186651109,"prev":null,"subject":"4ae7b41c-60da-4ff7-994c-e845fb4edd7f","subject_kind":"endpoint"}Proof
Fold these into the leaf in order, hashing each sorted pair with keccak256, to reach the root of (273461 rows).
- 0xa6d60d5c4db7a08f545babd1ef818e7214cc6047c475e66c309896c1216a08cf
- 0x578ba075a79f0de2155be49e21678c4380dddbc2efc41f8027cb2b18013accf8
- 0x28342fe23bffa8e385a87e622a285efde107ff6306d350bd5136beaaaab18a2e
- 0x99dd37977b56f143d9e09cd97ee56baad7cdfc41e892b29f080227a097a89dc9
- 0x1a68811e87d36b76f4a69b73021c05bd7c5dc2a9f63ceff850e908670b8e929b
- 0x23b9f318af23f0d208ab5c3721bb9e3bff0e6f459af20b692e4c4f746ae4bb93
- 0x9e0a2384780633604f9ea541a55e8a0a46bb5dcfbb4c7ec398309f11ffa406cf
- 0x577903259c40b551c83a53b942471cd61fe8d8e9421a07f3d9f4cbeb9124bfd9
- 0xfaaef895f53bbf32dae491253e9a3923b04789e6faa1a16a8684dd2cb2d320c2
- 0x5ae263265777ee62431de587d377c20bb922d60cc6fb48094a7f3cdb8a3b231e
- 0x84d44ad9f2c04577b96d73f7fdc6010e8b93e5b318136ae9ea601cf365fad041
- 0x98f564dcc2f0d0fd67cbc3a17211687e12a4becc9b9c47ef78c02ff7431b734a
- 0xb37156a04839055daed26674da38864f8dae598cab9742c6fb3e74eb3178f2d4
- 0x0644f7e2a4b5bf9b66f185cc3fbb766d456ad94490183852f4c6db5855114cc5
- 0xa3fff4662cd48659f5bafd0612931759a90e53a7b4209ed8f26f6594a07bb547
- 0x64c405a28e8819716221eb2529fe4ce277ab08025e17e685cbd5ece75ceb75c7
- 0xf30fddbf4811226c58e8f0daf36fddd79fc5f1356b592bb1d99a8061ddbabe66
- 0x2bf8151e5f157dd183b9de6fa00469551932a7a6e3f33a694895000ac9061197
- 0x9fc354c0ea3efc3f1b6548bb77ea902a50f2c9647647ea61592efce2bd795699
- Day root
- 0xdd77e5e99da32c3f154180d63e3c3e6fe11e896a2c6896412ef6b5c4bcf7e795
- Chained
- 0x23bb4dfd09f55c15ac3962f53578e02c6114d5bfd9bb451cf8794fb6e2817ef4
- Published
- On Arc Testnet, block 69414147: 0xb2ebd83aafeb765a0ce66e76aefb133ed06606c98038fd56191e2bcd1dcb77b4