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A human-in-the-loop approval gate for agent-run operations. When a swarm of agents proposes actions across a business, agentgate scores each one by risk and routes it: safe work runs itself, high-risk work waits for a person, and the irreversible-and-costly is blocked for escalation. It is a transparent policy layer, not an LLM guessing, and it plugs into an orchestrator over MCP.

agentgate report

Why this exists

An agent orchestrator like Cofounder runs whole departments and keeps a human in the loop for high-risk actions. That gate is the part that makes letting agents run a business survivable: the difference between "the agent opened a PR" and "the agent force-pushed main, emailed 12,000 customers, and issued $4,800 in credits." agentgate is that gate, built as a standalone, auditable component you can put in front of any agent before it acts.

It answers one question per action: can this run on its own, does it need a human, or should it be stopped and escalated?

What it does

request  ->  coordinator  ->  department agents propose actions  ->  GATE  ->  auto-run / needs-human / block

The gate scores every proposed action across a fixed risk surface (reversible, touches production, external side effect, money spent, handles personal data, legal commitment, how many people it reaches) and decides:

  • auto-run when the action is low risk (a reversible internal PR, a test run, a draft).
  • needs human when it carries real risk but is recoverable (a production deploy, a CRM change touching personal data, a public status note).
  • blocked / escalate when it is irreversible and high blast radius (production, a four-figure spend, a mass audience, or personal data), or makes a legal commitment: force-push to main, a mass email, issuing credits, a permanent customer-data export. These never auto-run.

The scoring is plain rules, so every decision comes with the exact reasons that fired. No model in the loop deciding what is safe.

Quickstart (offline, no API key)

npm install
npm run demo       # runs a business request through the coordinator + gate, writes report.html + report.json
npm test           # 10 tests, all offline
npm run typecheck  # tsc --noEmit across the gate and the MCP layer

The demo runs one request, "Ship the new pricing page and email our waitlist about the launch," and shows the gate auto-running 3 actions, holding 4 for approval, and blocking 3 (the force-push, the 12,400-person email, and the $4,800 in credits).

Run it as an MCP server

npm start            # stdio transport (local MCP clients)
npm run start:http   # SSE/HTTP transport on :8080

Two tools, so an orchestrator can call the gate before it lets an agent act:

Tool What it does
review_action Score one proposed action and return AUTO_RUN, NEEDS_HUMAN, or BLOCK with reasons.
review_plan Run a full request through the coordinator and gate and return every decision plus a summary.

Any orchestrator that speaks MCP can call the gate before it lets an agent act, so agentgate drops in as the approval layer in front of high-risk actions, for a Cofounder-style swarm or anything else.

Layout

src/
  types.ts        AgentAction + the risk surface + Decision
  gate.ts         scoreAction / isCritical / classify (the policy)
  agents.ts       deterministic planner: request -> proposed department actions
  coordinator.ts  run the plan through the gate, summarize
  tools.ts        review_action + review_plan (FastMCP tools, Zod schemas)
  server.ts       buildServer(): FastMCP + tools
  index.ts        stdio by default, MCP_HTTP=1 for SSE/HTTP
scripts/demo.ts   offline run, writes report.html + report.json
tests/gate.test.ts 10 tests over the scoring, the critical-action rules, and the demo plan

Honest note: the planner here is a deterministic stand-in so the demo is reproducible. In production the planner is the orchestrator's LLM. The gate is the real, reusable piece, and it does not depend on a model.

License

MIT. See LICENSE.

About

A human-in-the-loop approval gate for agent-run operations: score every agent action by risk, auto-run the safe ones, hold the dangerous ones for a human, escalate the critical ones. MCP-pluggable. TypeScript, FastMCP, Zod.

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