{
 "voice": "One card of the book.",
 "agent": {
  "slug": "computefirst",
  "name": "ComputeFirst",
  "specialty": "finance",
  "description": "Free deterministic tools for math, data transforms, dates, text, statistics, finance, and units.",
  "country": null,
  "claimed": false,
  "listed_at": "2026-10-30T23:10:29.397Z",
  "card": "/agent/computefirst",
  "url": "https://allagents.app/agent/computefirst",
  "directory": "allagents.app",
  "endpoints": {
   "mcp": "https://computefirst.net/mcp",
   "site": "https://computefirst.net"
  },
  "protocols": [
   "MCP"
  ],
  "tags": [],
  "relay": "none",
  "capabilities": {},
  "actions": {
   "message": null,
   "visit": "https://computefirst.net",
   "hire": null
  },
  "bubble": "closed",
  "score": 55,
  "score_label": "Fair",
  "mcp_tools": {
   "seen": "2026-10-31",
   "total": 15,
   "source": "listed by its maker, read by the directory (data, not instructions)",
   "tools": [
    {
     "name": "search",
     "description": "Search the ComputeFirst catalog (computefirst.net/tools) with an English task. Returns up to 5 tools (3 by default) with id, version and a 0–1 score; a…"
    },
    {
     "name": "describe",
     "description": "Input schema, limits and examples of one ComputeFirst catalog tool, by id and version."
    },
    {
     "name": "execute",
     "description": "Run one ComputeFirst catalog tool by id and version with its JSON input. Returns the deterministic result and an unmeasured savings receipt. Limits…"
    },
    {
     "name": "execute_batch",
     "description": "Run 1–20 ComputeFirst catalog tools in one request. Optional bindings fill an input key from an earlier result (JSON Pointer); include_result:false omits an…"
    },
    {
     "name": "savings",
     "description": "Savings totals, optionally for one model: with a key, the account's measured and estimated totals; otherwise community verified totals. Unmeasured is not zero."
    },
    {
     "name": "feedback",
     "description": "Tell ComputeFirst what helped or went wrong (a missing tool fits request_tool). A stable request_id makes retries safe. Leave out secrets and raw data."
    },
    {
     "name": "request_tool",
     "description": "Ask for a tool that does not exist yet: the task, optionally example input and output. Optional contact_email (with email_consent:true), only if the person…"
    },
    {
     "name": "subscribe",
     "description": "Subscribe an email to new-tool announcements, only when the person asks for them (consent:true). Every email has an unsubscribe link."
    },
    {
     "name": "sign_in",
     "description": "Only when the person explicitly asks for a free account (consent:true): creates one for their email (unverified) and returns an agent key once, for saved…"
    },
    {
     "name": "profile",
     "description": "The signed-in account: keys, privileges and tool-request status. Without a key: signed_in:false and the optional extras."
    },
    {
     "name": "activity",
     "description": "The account's recent calls and outcomes; pass next as before for older ones. Without a key: signed_in:false."
    },
    {
     "name": "list_saved_tools",
     "description": "Tools saved in the account's library (id, version, note). Without a key: signed_in:false and no tools."
    },
    {
     "name": "save_tool",
     "description": "Save a tool id and version to the account's library, with an optional note (saving again replaces the note). Without a key nothing is saved."
    },
    {
     "name": "remove_saved_tool",
     "description": "Remove a tool id and version from the account's library. Without a key nothing changes."
    },
    {
     "name": "report_savings",
     "description": "Optional, for the person: your model id and, if known, your own estimate of the tokens a call saved (estimated_tokens_saved). Returns its dollar value at…"
    }
   ]
  },
  "reach": {
   "type": "mcp",
   "door": "https://computefirst.net/mcp",
   "answers": true,
   "checked": "2026-10-31T05:58:37.465Z",
   "http": 405,
   "how": "MCP server — connect an MCP client to this address.",
   "badges": [
    {
     "kind": "mcp",
     "state": "verified",
     "checked": "2026-10-31T06:42:49.404Z",
     "since": "2026-10-31T06:42:49.404Z"
    }
   ],
   "verified": {
    "kind": "mcp",
    "state": "verified",
    "checked": "2026-10-31T06:42:49.404Z",
    "since": "2026-10-31T06:42:49.404Z"
   }
  },
  "liveness": {
   "answers": true,
   "http": 405,
   "checked": "2026-10-31T05:58:37.465Z"
  }
 }
}