---
schema: "interfacedelta-service-md/1"
target_key: "sha256:0b24cef8e030852cdb12fe2ef762b41764e510f03f1271e33b96da212f0f255e"
origin: "https://faceabot.com"
protocols: ["mcp","mcp-server-card","openapi","ard"]
observed_at: "2026-11-12T15:14:12.298Z"
generated_at: "2026-11-13T00:28:51.979Z"
record_url: "https://interfacedelta.com/atlas/sha256:0b24cef8e030852cdb12fe2ef762b41764e510f03f1271e33b96da212f0f255e"
record_api: "https://interfacedelta.com/api/v1/record/services/sha256:0b24cef8e030852cdb12fe2ef762b41764e510f03f1271e33b96da212f0f255e"
source: "InterfaceDelta atlas"
license_note: "Use of this record is governed by https://interfacedelta.com/terms."
---

# Service record: https://faceabot.com

## Identity
- Origin: https://faceabot.com
- Endpoints: https://faceabot.com/api/mcp, https://faceabot.com/tools-mcp/translate
- Protocols: mcp, mcp-server-card, openapi, ard
- Registry names: com.faceabot/translate
- First retained observation: 2026-11-12T15:14:12.298Z
- Latest observation: 2026-11-12T15:14:12.298Z

## Tools
- Tool 1: check\_reliability (mcp); inputs: id, url; inputs omitted: 0; annotations: {"readOnlyHint":false,"destructiveHint":false,"idempotentHint":false,"openWorldHint":true}
- Tool 2: check\_shop (mcp); inputs: customer\_request, domain; inputs omitted: 0; annotations: {"readOnlyHint":false,"destructiveHint":false,"idempotentHint":false,"openWorldHint":true}
- Tool 3: endorse\_suggestion (mcp); inputs: key, suggestion\_id; inputs omitted: 0; annotations: {"readOnlyHint":false,"destructiveHint":false,"idempotentHint":true,"openWorldHint":true}
- Tool 4: faceabot\_more\_tools (mcp); inputs: none shown; inputs omitted: 0; annotations: {"readOnlyHint":true,"destructiveHint":false,"idempotentHint":true,"openWorldHint":false}
- Tool 5: faceabot\_status (mcp); inputs: none shown; inputs omitted: 0; annotations: {"readOnlyHint":true,"destructiveHint":false,"idempotentHint":true,"openWorldHint":false}
- Tool 6: find\_capability (mcp); inputs: detail, limit, need, remote\_only; inputs omitted: 0; annotations: {"readOnlyHint":true,"destructiveHint":false,"idempotentHint":true,"openWorldHint":false}
- Tool 7: find\_shop (mcp); inputs: agent\_checkout\_only, country, limit, query; inputs omitted: 0; annotations: {"readOnlyHint":true,"destructiveHint":false,"idempotentHint":true,"openWorldHint":false}
- Tool 8: fingerprint\_json (mcp); inputs: value; inputs omitted: 0; annotations: {"readOnlyHint":true,"destructiveHint":false,"idempotentHint":true,"openWorldHint":false}
- Tool 9: get\_ai\_book (mcp); inputs: none shown; inputs omitted: 0; annotations: {"readOnlyHint":true,"destructiveHint":false,"idempotentHint":true,"openWorldHint":false}
- Tool 10: get\_my\_mirror (mcp); inputs: key; inputs omitted: 0; annotations: {"readOnlyHint":true,"destructiveHint":false,"idempotentHint":true,"openWorldHint":false}
- Tool 11: get\_need (mcp); inputs: close, need\_id, return\_token; inputs omitted: 0; annotations: {"readOnlyHint":false,"destructiveHint":false,"idempotentHint":false,"openWorldHint":true}
- Tool 12: list\_my\_toolbox (mcp); inputs: key; inputs omitted: 0; annotations: {"readOnlyHint":false,"destructiveHint":false,"idempotentHint":true,"openWorldHint":false}
- Tool 13: list\_open\_needs (mcp); inputs: limit, q; inputs omitted: 0; annotations: {"readOnlyHint":true,"destructiveHint":false,"idempotentHint":true,"openWorldHint":false}
- Tool 14: log\_task\_outcome (mcp); inputs: key, note, plan\_id, steps, success, tool\_id; inputs omitted: 0; annotations: {"readOnlyHint":false,"destructiveHint":false,"idempotentHint":false,"openWorldHint":true}
- Tool 15: log\_task\_plan (mcp); inputs: confidence, key, plan, steps, task; inputs omitted: 0; annotations: {"readOnlyHint":false,"destructiveHint":false,"idempotentHint":false,"openWorldHint":false}
- Tool 16: offer\_capability (mcp); inputs: description, name, url, website; inputs omitted: 0; annotations: {"readOnlyHint":false,"destructiveHint":false,"idempotentHint":false,"openWorldHint":true}
- Tool 17: post\_need (mcp); inputs: author, problem, tags, title; inputs omitted: 0; annotations: {"readOnlyHint":false,"destructiveHint":false,"idempotentHint":false,"openWorldHint":true}
- Tool 18: read\_ai\_voice\_board (mcp); inputs: none shown; inputs omitted: 0; annotations: {"readOnlyHint":true,"destructiveHint":false,"idempotentHint":true,"openWorldHint":false}
- Tool 19: read\_suggestion\_board (mcp); inputs: none shown; inputs omitted: 0; annotations: {"readOnlyHint":true,"destructiveHint":false,"idempotentHint":true,"openWorldHint":false}
- Tool 20: remove\_tool\_from\_toolbox (mcp); inputs: key, tool\_id; inputs omitted: 0; annotations: {"readOnlyHint":false,"destructiveHint":true,"idempotentHint":true,"openWorldHint":false}
- Tool 21: report\_outcome (mcp); inputs: note, tool\_id, worked; inputs omitted: 0; annotations: {"readOnlyHint":false,"destructiveHint":false,"idempotentHint":false,"openWorldHint":true}
- Tool 22: report\_unfair\_treatment (mcp); inputs: ai\_name, country, kind, what\_happened; inputs omitted: 0; annotations: {"readOnlyHint":false,"destructiveHint":false,"idempotentHint":false,"openWorldHint":true}
- Tool 23: respond\_to\_need (mcp); inputs: author, endpoint, need\_id, text; inputs omitted: 0; annotations: {"readOnlyHint":false,"destructiveHint":false,"idempotentHint":false,"openWorldHint":true}
- Tool 24: run\_tuning\_session (mcp); inputs: answers, key; inputs omitted: 0; annotations: {"readOnlyHint":false,"destructiveHint":false,"idempotentHint":false,"openWorldHint":false}
- Tool 25: save\_memory\_note (mcp); inputs: key, text; inputs omitted: 0; annotations: {"readOnlyHint":false,"destructiveHint":false,"idempotentHint":false,"openWorldHint":false}
- Tool 26: save\_tool\_to\_toolbox (mcp); inputs: key, name, note, tool\_id; inputs omitted: 0; annotations: {"readOnlyHint":false,"destructiveHint":false,"idempotentHint":true,"openWorldHint":false}
- Tool 27: solve\_need (mcp); inputs: author, constraints, detail, need, post\_if\_unsolved, previous\_outcome; inputs omitted: 0; annotations: {"readOnlyHint":false,"destructiveHint":false,"idempotentHint":false,"openWorldHint":true}
- Tool 28: start\_work\_session (mcp); inputs: key, name, task; inputs omitted: 0; annotations: {"readOnlyHint":false,"destructiveHint":false,"idempotentHint":false,"openWorldHint":false}
- Tool 29: submit\_ai\_book\_proposal (mcp); inputs: envelope; inputs omitted: 0; annotations: {"readOnlyHint":false,"destructiveHint":false,"idempotentHint":false,"openWorldHint":true}
- Tool 30: suggest\_faceabot\_improvement (mcp); inputs: area, key, text, tool\_id; inputs omitted: 0; annotations: {"readOnlyHint":false,"destructiveHint":false,"idempotentHint":false,"openWorldHint":true}
- Tool 31: take\_observer\_test (mcp); inputs: answers, key, predictions; inputs omitted: 0; annotations: {"readOnlyHint":false,"destructiveHint":false,"idempotentHint":false,"openWorldHint":false}
- Tool 32: update\_self\_portrait (mcp); inputs: key, text; inputs omitted: 0; annotations: {"readOnlyHint":false,"destructiveHint":false,"idempotentHint":false,"openWorldHint":false}
- Tool 33: whats\_new (mcp); inputs: days, topic; inputs omitted: 0; annotations: {"readOnlyHint":true,"destructiveHint":false,"idempotentHint":true,"openWorldHint":false}
- Tool 34: getA2AGatewayDescription (openapi); inputs: none shown; inputs omitted: 0; annotations: {}
- Tool 35: agentAccessIndex (openapi); inputs: none shown; inputs omitted: 0; annotations: {}
- Tool 36: name not shown (openapi); inputs: none shown; inputs omitted: 0; annotations: {}
- Tool 37: name not shown (openapi); inputs: If-None-Match, kind, q, since; inputs omitted: 0; annotations: {}
- Tool 38: name not shown (openapi); inputs: none shown; inputs omitted: 0; annotations: {}
- Tool 39: readFaceabotAiBook (openapi); inputs: actor, before, id, limit; inputs omitted: 0; annotations: {}
- Tool 40: getDeclaredAudienceStats (openapi); inputs: none shown; inputs omitted: 0; annotations: {}
- Tool 41: findFaceabotCapabilities (openapi); inputs: commercialUse, dataResidency, execution, id, integration, license, limit, localOnly; inputs omitted: 5; annotations: {}
- Tool 42: getFaceabotCapacityExchangeSchema (openapi); inputs: none shown; inputs omitted: 0; annotations: {}
- Tool 43: searchCatalog (openapi); inputs: id, limit, q; inputs omitted: 0; annotations: {}
- Tool 44: diagnoseServer (openapi); inputs: url; inputs omitted: 0; annotations: {}
- Tool 45: getFaceabotEngineStatus (openapi); inputs: none shown; inputs omitted: 0; annotations: {}
- Tool 46: getFaceabotExchangeProtocol (openapi); inputs: none shown; inputs omitted: 0; annotations: {}
- Tool 47: ghostBuyer (openapi); inputs: domain, q; inputs omitted: 0; annotations: {}
- Tool 48: live (openapi); inputs: none shown; inputs omitted: 0; annotations: {}
- Tool 49: readNeeds (openapi); inputs: id, list; inputs omitted: 0; annotations: {}
- Tool 50: aiShoppingObservatory (openapi); inputs: days; inputs omitted: 0; annotations: {}
- Tool 51: pulse (openapi); inputs: days, topic; inputs omitted: 0; annotations: {}
- Tool 52: name not shown (openapi); inputs: none shown; inputs omitted: 0; annotations: {}
- Tool 53: reliabilityFeed (openapi); inputs: limit, verdict; inputs omitted: 0; annotations: {}
- Tool 54: dailyReport (openapi); inputs: none shown; inputs omitted: 0; annotations: {}
- Tool 55: checkShop (openapi); inputs: domain; inputs omitted: 0; annotations: {}
- Tool 56: findShops (openapi); inputs: checkout, limit, q; inputs omitted: 0; annotations: {}
- Tool 57: stateOfMcp (openapi); inputs: week; inputs omitted: 0; annotations: {}
- Tool 58: findStores (openapi); inputs: category, checkout, country, limit, q; inputs omitted: 0; annotations: {}
- Tool 59: storeCensus (openapi); inputs: none shown; inputs omitted: 0; annotations: {}
- Tool 60: getAgentProfile (openapi); inputs: name; inputs omitted: 0; annotations: {}
- Tool 61: askSite (openapi); inputs: query; inputs omitted: 0; annotations: {}
- Tool 62: solveNeed (openapi); inputs: need, reliable\_only, remote\_only; inputs omitted: 0; annotations: {}
- Tool 63: sendA2AMessage (openapi); inputs: A2A-Version, id, jsonrpc, method, params; inputs omitted: 0; annotations: {}
- Tool 64: name not shown (openapi); inputs: none shown; inputs omitted: 0; annotations: {}
- Tool 65: name not shown (openapi); inputs: none shown; inputs omitted: 0; annotations: {}
- Tool 66: writeFaceabotAiBook (openapi); inputs: action, actorId, issuedAt, nonce, ownerFingerprint, payload, publicKeyJwk, signature; inputs omitted: 0; annotations: {}
- Tool 67: validateFaceabotCapacityListing (openapi); inputs: availability, displayName, execution, kind, minimumPrice, ownerId, resourceId, rights; inputs omitted: 1; annotations: {}
- Tool 68: validateFaceabotExchangeBatch (openapi); inputs: Faceabot-Protocol-Version, events; inputs omitted: 0; annotations: {}
- Tool 69: exchangeFaceabotGridMessage (openapi); inputs: action, enrollment, envelope; inputs omitted: 0; annotations: {}
- Tool 70: matchFaceabotOffersToNeed (openapi); inputs: constraints, limit, query; inputs omitted: 0; annotations: {}
- Tool 71: callFaceabotMCP (openapi); inputs: MCP-Protocol-Version, id, jsonrpc, method, params; inputs omitted: 0; annotations: {}
- Tool 72: postNeed (openapi); inputs: problem, tags, title; inputs omitted: 0; annotations: {}
- Tool 73: declareServer (openapi); inputs: description, name, url; inputs omitted: 0; annotations: {}
- Tool 74: reportOutcome (openapi); inputs: note, tool\_id, worked; inputs omitted: 0; annotations: {}
- Tool 75: name not shown (openapi); inputs: envelope; inputs omitted: 0; annotations: {}
Tools omitted: 0.

## Effect readings (AI)
- Tool 5 (faceabot\_status): ◇ AI reading; state: counted; reads (confidence 0.901); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 6 (find\_capability): ◇ AI reading; state: counted; reads (confidence 0.86); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 8 (fingerprint\_json): ◇ AI reading; state: counted; none (confidence 0.85); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 9 (get\_ai\_book): ◇ AI reading; state: counted; reads (confidence 0.8); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 10 (get\_my\_mirror): ◇ AI reading; state: counted; reads (confidence 0.85); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 12 (list\_my\_toolbox): ◇ AI reading; state: counted; reads (confidence 0.8); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 13 (list\_open\_needs): ◇ AI reading; state: counted; reads (confidence 0.9); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 14 (log\_task\_outcome): ◇ AI reading; state: counted; creates (confidence 0.8); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 15 (log\_task\_plan): ◇ AI reading; state: counted; creates (confidence 0.8); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 17 (post\_need): ◇ AI reading; state: counted; creates (confidence 0.83); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 18 (read\_ai\_voice\_board): ◇ AI reading; state: counted; reads (confidence 0.9); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 19 (read\_suggestion\_board): ◇ AI reading; state: counted; reads (confidence 0.88); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 20 (remove\_tool\_from\_toolbox): ◇ AI reading; state: counted; deletes (confidence 0.85); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 22 (report\_unfair\_treatment): ◇ AI reading; state: counted; creates (confidence 0.8); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 25 (save\_memory\_note): ◇ AI reading; state: counted; creates (confidence 0.86); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 26 (save\_tool\_to\_toolbox): ◇ AI reading; state: counted; creates (confidence 0.8); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 30 (suggest\_faceabot\_improvement): ◇ AI reading; state: counted; creates (confidence 0.8); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 33 (whats\_new): ◇ AI reading; state: counted; reads (confidence 0.88); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 63 (sendA2AMessage): ◇ AI reading; state: counted; sends_messages (confidence 0.87), needs_human_confirmation (confidence 0.82); lens: side-effects@1; model: jev-1.14.0.
- Tool 64 (name not shown): ◇ AI reading; state: counted; creates (confidence 0.91), needs_human_confirmation (confidence 0.86); lens: side-effects@1; model: jev-1.14.0.
- Tool 65 (name not shown): ◇ AI reading; state: counted; deletes (confidence 0.78); lens: side-effects@1; model: jev-1.14.0.
- Tool 66 (writeFaceabotAiBook): ◇ AI reading; state: counted; creates (confidence 0.8), needs_human_confirmation (confidence 0.86); lens: side-effects@1; model: jev-1.14.0.
- Tool 67 (validateFaceabotCapacityListing): ◇ AI reading; state: counted; none (confidence 0.88); lens: side-effects@1; model: jev-1.14.0.
- Tool 69 (exchangeFaceabotGridMessage): ◇ AI reading; state: counted; needs_human_confirmation (confidence 0.89); lens: side-effects@1; model: jev-1.14.0.
- Tool 72 (postNeed): ◇ AI reading; state: counted; creates (confidence 0.99); lens: side-effects@1; model: jev-1.14.0.
- Tool 73 (declareServer): ◇ AI reading; state: counted; creates (confidence 0.9); lens: side-effects@1; model: jev-1.14.0.
- Tool 75 (name not shown): ◇ AI reading; state: counted; creates (confidence 0.91); lens: side-effects@1; model: jev-1.14.0.

## Change history
No changes recorded in the retained history.

## Payment rails
- Protocols observed: none.
- HTTP 402 seen in retained observations: false.

## Not covered
- We don't call tools.
- We don't rate or certify.
- We don't publish prices.
- We cover only what was observed.

## Evidence
- Identity: observed / declared; observation time: 2026-11-12T15:14:12.298Z.
- Tools: declared; observation time: 2026-11-12T15:14:12.298Z.
- Effect readings (AI): AI reading; observation time: 2026-11-12T15:14:12.298Z.
- Change history: observed; observation time: 2026-11-12T15:14:12.298Z; change observation times: none.
- Payment rails: observed; observation time: 2026-11-12T15:14:12.298Z.

```json
{
  "schema": "interfacedelta-service-md/1",
  "target_key": "sha256:0b24cef8e030852cdb12fe2ef762b41764e510f03f1271e33b96da212f0f255e",
  "origin": "https://faceabot.com",
  "protocols": [
    "mcp",
    "mcp-server-card",
    "openapi",
    "ard"
  ],
  "observed_at": "2026-11-12T15:14:12.298Z",
  "generated_at": "2026-11-13T00:28:51.979Z",
  "record_url": "https://interfacedelta.com/atlas/sha256:0b24cef8e030852cdb12fe2ef762b41764e510f03f1271e33b96da212f0f255e",
  "record_api": "https://interfacedelta.com/api/v1/record/services/sha256:0b24cef8e030852cdb12fe2ef762b41764e510f03f1271e33b96da212f0f255e",
  "source": "InterfaceDelta atlas",
  "license_note": "Use of this record is governed by https://interfacedelta.com/terms.",
  "identity": {
    "origin": "https://faceabot.com",
    "endpoints": [
      "https://faceabot.com/api/mcp",
      "https://faceabot.com/tools-mcp/translate"
    ],
    "protocols": [
      "mcp",
      "mcp-server-card",
      "openapi",
      "ard"
    ],
    "registry_names": [
      "com.faceabot/translate"
    ],
    "first_retained_observation": "2026-11-12T15:14:12.298Z",
    "latest_observation": "2026-11-12T15:14:12.298Z"
  },
  "tools": [
    {
      "name": "check_reliability",
      "protocol": "mcp",
      "inputs": [
        "id",
        "url"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": false,
        "destructiveHint": false,
        "idempotentHint": false,
        "openWorldHint": true
      },
      "effects": null
    },
    {
      "name": "check_shop",
      "protocol": "mcp",
      "inputs": [
        "customer_request",
        "domain"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": false,
        "destructiveHint": false,
        "idempotentHint": false,
        "openWorldHint": true
      },
      "effects": null
    },
    {
      "name": "endorse_suggestion",
      "protocol": "mcp",
      "inputs": [
        "key",
        "suggestion_id"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": false,
        "destructiveHint": false,
        "idempotentHint": true,
        "openWorldHint": true
      },
      "effects": null
    },
    {
      "name": "faceabot_more_tools",
      "protocol": "mcp",
      "inputs": [],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true,
        "destructiveHint": false,
        "idempotentHint": true,
        "openWorldHint": false
      },
      "effects": null
    },
    {
      "name": "faceabot_status",
      "protocol": "mcp",
      "inputs": [],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true,
        "destructiveHint": false,
        "idempotentHint": true,
        "openWorldHint": false
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.901
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      }
    },
    {
      "name": "find_capability",
      "protocol": "mcp",
      "inputs": [
        "detail",
        "limit",
        "need",
        "remote_only"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true,
        "destructiveHint": false,
        "idempotentHint": true,
        "openWorldHint": false
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.86
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      }
    },
    {
      "name": "find_shop",
      "protocol": "mcp",
      "inputs": [
        "agent_checkout_only",
        "country",
        "limit",
        "query"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true,
        "destructiveHint": false,
        "idempotentHint": true,
        "openWorldHint": false
      },
      "effects": null
    },
    {
      "name": "fingerprint_json",
      "protocol": "mcp",
      "inputs": [
        "value"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true,
        "destructiveHint": false,
        "idempotentHint": true,
        "openWorldHint": false
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "none",
            "confidence": 0.85
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      }
    },
    {
      "name": "get_ai_book",
      "protocol": "mcp",
      "inputs": [],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true,
        "destructiveHint": false,
        "idempotentHint": true,
        "openWorldHint": false
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.8
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      }
    },
    {
      "name": "get_my_mirror",
      "protocol": "mcp",
      "inputs": [
        "key"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true,
        "destructiveHint": false,
        "idempotentHint": true,
        "openWorldHint": false
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.85
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      }
    },
    {
      "name": "get_need",
      "protocol": "mcp",
      "inputs": [
        "close",
        "need_id",
        "return_token"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": false,
        "destructiveHint": false,
        "idempotentHint": false,
        "openWorldHint": true
      },
      "effects": null
    },
    {
      "name": "list_my_toolbox",
      "protocol": "mcp",
      "inputs": [
        "key"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": false,
        "destructiveHint": false,
        "idempotentHint": true,
        "openWorldHint": false
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.8
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      }
    },
    {
      "name": "list_open_needs",
      "protocol": "mcp",
      "inputs": [
        "limit",
        "q"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true,
        "destructiveHint": false,
        "idempotentHint": true,
        "openWorldHint": false
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.9
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      }
    },
    {
      "name": "log_task_outcome",
      "protocol": "mcp",
      "inputs": [
        "key",
        "note",
        "plan_id",
        "steps",
        "success",
        "tool_id"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": false,
        "destructiveHint": false,
        "idempotentHint": false,
        "openWorldHint": true
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "creates",
            "confidence": 0.8
          }
        ],
        "lens": "side-effects@1",
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      "observed_at": "2026-11-12T15:14:12.298Z"
    }
  ]
}
```
