{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_yyj67e4wqyz6","handle":"intent-gate-mcp","url":"https://wellknown.network/agents/intent-gate-mcp","links":{"self":"https://wellknown.network/agents/intent-gate-mcp/record.json","html":"https://wellknown.network/agents/intent-gate-mcp","markdown":"https://wellknown.network/agents/intent-gate-mcp/record.md","api":"https://wellknown.network/api/v1/agents/intent-gate-mcp","status":"https://wellknown.network/api/v1/agents/intent-gate-mcp/status","claim":"https://wellknown.network/agents/intent-gate-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/intent-gate-mcp/claim.json","badge":"https://wellknown.network/agents/intent-gate-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/intent-gate-mcp/history","tools":"https://wellknown.network/api/v1/agents/intent-gate-mcp/tools"},"ard":{"identifier":"urn:air::server:intent-gate-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"intent-gate-mcp","summary":"Lightweight intent-alignment plugin for coding agents: requirement-analysis playbook, three-level intent funnel with file-in-the-loop persistence, optional red-blue review skill (DingTalk group channel lives in the intent-gate-service sister service)","description":"# intent-gate\n\n**English** | [简体中文](README.zh-CN.md)\n\n[![License: MIT](https://img.shields.io/badge/License-MIT-blue.svg)](LICENSE)\n[![Python >=3.11](https://img.shields.io/badge/python-%3E%3D3.11-blue)](https://www.python.org/)\n[![MCP](https://img.shields.io/badge/protocol-MCP-green)](https://modelcontextprotocol.io/)\n[![PyPI](https://img.shields.io/pypi/v/intent-gate-mcp)](https://pypi.org/project/intent-gate-mcp/)\n\n**Stop AI coding agents from guessing.**\n\nComplex business requirements. A thin or sloppy PRD. No legacy code to reference.\nThat is exactly where coding agents start inventing: \"happy path only, no failure\nflow\", \"idempotency with no server-side design\" — gaps get silently filled with\nplausible-looking guesses, and you find out far too late.\n\nintent-gate moves intent alignment **before** coding, into the requirement-analysis\nstage: a PRD goes through an intent-confidence gate → gaps are resolved through a\nthree-level funnel → the output is technically annotated Mermaid contracts (state\nmachines / sequence diagrams / decision tables) → a mechanical lint gate must reach\nzero CRITICAL → only then is coding allowed to begin.\n\nIt runs as an **MCP server (stdio subprocess)** — plug-and-play with Claude Code and\nother MCP clients. **No daemon, no credentials, zero config** — full workflow out of the box.\n\n## Where it sits in a vibe-coding workflow\n\nintent-gate owns exactly one stage of the pipeline, the requirement-analysis stage:\n\n```\nPRD ──▶ [ intent-gate: confidence gate → intent alignment → Mermaid contracts ]\n          ──▶ summary.md (every edge technically annotated, lint CRITICAL = 0)\n          ──▶ coding agent (Claude Code / Cursor / any agent) ──▶ tests ──▶ ship\n```\n\nThe leverage is asymmetric: **if the contracts land well, the coding stage is a free\nwin** — every edge, step and rule already has a home, so any competent agent can\nimplement the spec. That is why intent-gate deliberately does NOT touch coding,\nreview or deployment: downstream agents a…","publisher":{"name":"baixinghao","url":null},"homepage":"https://github.com/baixinghao/intent-gate","repository":"https://github.com/baixinghao/intent-gate-service","version":"0.11.0","license":"MIT","protocols":["mcp"],"tags":["claude-code-plugin","human-in-the-loop","intent-alignment","mcp","red-blue-review","requirement-analysis"],"pricing":null,"endpoints":[{"url":"pypi:intent-gate-mcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","license":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi","publisherName":"pypi"}},"derived":{"capabilities":[{"slug":"code.review","name":"Code Review","confidence":1,"provenance":"derived"},{"slug":"dev.ci-cd","name":"CI/CD & Deploy","confidence":0.848,"provenance":"derived"}],"categories":["code","dev"],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; no network endpoint to check.","lastOkAt":null,"lastProbedAt":null,"statusComputedAt":null,"reliability30d":null,"latestObservations":[],"tools":null,"package":{"name":"intent-gate-mcp","registry":"pypi","observedAt":"2026-09-15T21:22:02.943Z","publishedAt":"2026-08-15T10:15:01.701694Z","latestVersion":"0.11.0"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"intent-gate-mcp","url":"https://pypi.org/project/intent-gate-mcp/","firstSeenAt":"2026-09-09T22:21:47.266Z","fetchedAt":"2026-09-15T21:20:07.918Z","normalizedAt":"2026-09-15T21:20:07.918Z"}]},"firstSeenAt":"2026-09-09T22:21:47.266Z","updatedAt":"2026-09-15T21:22:02.943Z"}