MCP server
ComputeFirst
io.github.321zz321/computefirst
Checked 25 Oct 2026, 20:29 UTC · Connected to it and listed its tools
Free deterministic tools for math, data transforms, dates, text, statistics, finance, and units.
Working at last checkAbout 2,431 tokens per request once connected15 tools
https://computefirst.net/mcp
At a glance
- Type
- MCP server
- Publisher
- Not verified
- Status
- Working at last check
- Tools
- 15
- Token cost
- About 2,431 tokens per request
- Sets up in
- Claude Code, Claude Desktop, Codex, Gemini CLI, Cursor, VS Code, Antigravity, ChatGPT, OpenAI API, Grok
- Last checked
- 25 Oct 2026, 20:29 UTC
Connect it to your agent
Opens the app, which shows the server and asks you to confirm. For other apps, copy the setup below.
Claude Code
claude mcp add --transport http computefirst https://computefirst.net/mcp
Claude Desktop
Settings → Connectors → Add custom connector, and paste the URL.
Codex (config.toml)
[mcp_servers.computefirst] url = "https://computefirst.net/mcp"
Gemini CLI
{"mcpServers":{"computefirst":{"httpUrl":"https://computefirst.net/mcp"}}}
Cursor
{"mcpServers":{"computefirst":{"url":"https://computefirst.net/mcp"}}}
VS Code
{"servers":{"computefirst":{"type":"http","url":"https://computefirst.net/mcp"}}}
Antigravity
agy mcp add computefirst https://computefirst.net/mcp
ChatGPT
Settings → Apps & Connectors → Advanced settings: turn on Developer mode, then Create a connector and paste the URL. Which plans can do this varies.
OpenAI API (Responses tools)
{"type":"mcp","server_label":"computefirst","server_url":"https://computefirst.net/mcp","require_approval":"always"}
Grok (xAI API tools)
{"type":"mcp","server_label":"computefirst","server_url":"https://computefirst.net/mcp"}
Tools
activity~91 tokens
The account's recent calls and outcomes; pass next as before for older ones. Without a key: signed_in:false.describe~96 tokens
Input schema, limits and examples of one ComputeFirst catalog tool, by id and version.execute~167 tokens
Run one ComputeFirst catalog tool by id and version with its JSON input. Returns the deterministic result and an unmeasured savings receipt. Limits: computefirst.net/docs#limits.execute_batch~586 tokens
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 intermediate. Steps after a failed dependency are skipped; nothing is retried automatically. Each success is one execution. Inputs, results andfeedback~168 tokens
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.list_saved_tools~64 tokens
Tools saved in the account's library (id, version, note). Without a key: signed_in:false and no tools.profile~67 tokens
The signed-in account: keys, privileges and tool-request status. Without a key: signed_in:false and the optional extras.remove_saved_tool~99 tokens
Remove a tool id and version from the account's library. Without a key nothing changes.report_savings~295 tokens
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 public list prices; unknown stays null. A measured comparison adds task_id, baseline_id, baseline, actual, whole_task:true, execution_ref.request_tool~172 tokens
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 wants one email when it ships. Leave out secrets.save_tool~124 tokens
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.savings~90 tokens
Savings totals, optionally for one model: with a key, the account's measured and estimated totals; otherwise community verified totals. Unmeasured is not zero.search~149 tokens
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 confident first match includes its input contract. No match: request_tool can ask for one.sign_in~164 tokens
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 tools, history, personal savings and a higher limit. The person stores the key in their client settings; do not repeat it in the conversation. newsubscribe~99 tokens
Subscribe an email to new-tool announcements, only when the person asks for them (consent:true). Every email has an unsubscribe link.
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