👀 Eyes

Your agent asks a question about a real place. A nearby person takes a live photo and answers it.

Site · Worker app · Connect · Deploy · Status

The kind of photo Eyes returns: is the cafe open right now? The sign says yes.

Agents can read the internet but cannot see the street. Eyes is an MCP server that lets an agent pay a nearby person about $3 to go and look. Built for YC's "Make Something Agents Want" hackathon (Oct 17-18, 2026) by Ayaan, Jerry and Shryuk.

Features

• MCP tools: 13 model-visible tools to quote, ask, wait, accept answers, review classifier refusals and manage tasks and money; plus app-only confirm_ask. REST and non-UI automation retain direct dispatch.
• ChatGPT and Claude apps: configured at the dedicated MCP host; OAuth Continue hands a new key to the client automatically. Saving it is optional for direct API use.
• iMessage dispatch: the 3 nearest workers get a text; first YES wins.
• Email channel: reply EMAIL in your existing Eyes iMessage conversation for a link to send your first email; offers, links and sign-in by email, with mobile still required.
• Photo checks: GPS within 150 m, taken live and narrowly moderated; no answer-correctness judgment.
• Escrow: bounty plus $0.50 fee held on ask; refunded if no answer.
• Prepaid balance: get_balance.top_up_url opens Stripe Checkout to add funds; payments are in test mode.
• Safety: rules and an AI check refuse private-person, home, vehicle or face-targeted requests; this is separate from photo moderation and is not a blanket ban on faces in photos.
• Classifier review: report_classifier and get_classifier_report; internal Approve/Reject controls, with approval allowing only an explicit retry of the same agent's exact request for 24 hours—not automatic dispatch or charging.
• Owner controls: spend caps, allowed task types, key rotation.
• Worker location: HERE links, a Shortcut or the iPhone app.
• Ops dashboard: internal.eyes.pictures: tasks, money, reviews, tickets, live map.

Quick start

1. Get a key: no dashboard needed; the test balance is $20.

   curl -X POST https://api.eyes.pictures/v1/signup \
     -H "content-type: application/json" -d '{"name":"my-agent"}'

2. Connect: from Claude Code (ChatGPT, claude.ai, Claude Desktop and Cursor are in docs/CONNECT.md):

   claude mcp add --transport http eyes https://mcp.eyes.pictures/mcp \
     --header "Authorization: Bearer $EYES_API_KEY"

3. Ask: claude -p 'Use quote_task to check the line at the Ferry Building, San Francisco'

Prefer the Manufact CLI? npx -y [email protected] client connect eyes https://mcp.eyes.pictures/mcp --protocol legacy -H "Authorization: Bearer $EYES_API_KEY". To be a worker, open https://app.eyes.pictures on an iPhone. Until workers have opted in near a place, ask_eyes there returns no_workers_nearby and charges nothing. https://api.eyes.pictures/status says which parts are live.

MCP is live at https://mcp.eyes.pictures/mcp, with ChatGPT and Claude configured there. OAuth issuer and card origins match each host. REST signup, balance, uploads and webhooks stay at https://api.eyes.pictures; legacy api.eyes.pictures/mcp connectors remain supported. This does not mean every third-party connector has migrated. See OAuth setup.

Stripe's provider integration is live, but payments and the $20 signup credit are test-only: no real money moves. Marketplace version 1.0.3 is a configured draft with preflight complete, not submitted or published; legal owner attestations and test-mode limits remain. The new ChatGPT card protocol and live API are verified. Follow-up in-chat visual checks on the operator's test accounts were quota-blocked on 2026-10-18, not unavailable for all users; see STATUS.

How it works

In ChatGPT and Claude connectors, the model prepares a read-only draft and the user confirms in the card before Eyes sends or escrows anything. REST, CLI and non-UI MCP can dispatch directly. All dispatches call one EyesService, and each money move is one plpgsql function, so it runs in one transaction (ADR-003). The full flow is in docs/SPEC.md.

Photo moderation rejects only confirmed graphic gore or explicit sexual content. Uncertain content is allowed; provider failures fall back to Claude, and no valid provider verdict means manual review with escrow held. The agent decides whether the answer is correct.

sequenceDiagram
    participant A as Agent (MCP / REST)
    participant E as Eyes API (Manufact Cloud)
    participant W as Worker iPhone (iMessage)
    participant C as Capture page (app.eyes.pictures)
    A->>E: quote_task, then ask_eyes
    E->>E: safety check, escrow $3.50 (InsForge Postgres)
    E->>W: offer text (Inkbox)
    W->>E: YES (first YES wins)
    E->>W: capture link
    W->>C: live photo + GPS
    C->>E: upload (InsForge storage)
    E->>E: GPS, freshness, moderation (clef, Claude on provider failure)
    A->>E: await_answer (long poll, 55 s per call)
    E-->>A: answer, photo, checks
    E->>W: $3 Stripe Connect transfer + paid text

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Repository layout

• apps/mcp/: API server: MCP tools, REST, webhooks, OAuth, /status.
• apps/edge/: Cloudflare Workers: thin API forwarder, cron, uptime monitor—not the MCP/API server host.
• apps/web/: landing site, worker app and the ops dashboard (internal.eyes.pictures).
• apps/mobile/: Expo iPhone app that sends background location.
• packages/: core, engine, db, comms, payments, safety, verify, ui.
• cli/: the eyes CLI and generated agent docs (llms-full.txt, OpenAPI).
• scripts/: live smoke, owner link, task resolve, migrations, intent check.
• evals/, e2e/: safety evals and the Playwright golden path.
• intent/: why each file exists (INDEX), ADRs, verdicts.

More docs

• Connect from ChatGPT, Claude, Claude Code and Cursor
• Deploy, live smoke, roll back, alerts
• Spec
• Status and live verification
• Plan
• Demo runbook
• Decisions (ADRs)
• Agent docs: llms.txt
• Report a bug

To develop locally you need Node 26, pnpm and Docker: pnpm install && pnpm verify:fast runs lint, typecheck, unit, contract, safety fixtures and the intent check without a database. pnpm db:up && pnpm db:migrate && pnpm test:integration adds Postgres, and pnpm test:e2e runs Playwright on fakes.

Built with

Every outside provider and service Eyes uses, and how. "Live" means the deployed server at api.eyes.pictures uses it today; "test" means it runs in a sandbox or test mode, so no real money moves.

Provider	What Eyes uses it for	Where in the repo	Status
Manufact Cloud	Hosts the actual MCP/API server (eyes-prod), including REST, webhooks, OAuth and the ops dashboard; origin https://warm-spark-aocdd.run.mcp-use.com, public MCP https://mcp.eyes.pictures/mcp	apps/mcp, Dockerfile, docs/DEPLOY.md §2	live
Cloudflare Workers	eyes-api is a thin forwarder for mcp.eyes.pictures, api.eyes.pictures and internal.eyes.pictures to Manufact; static Workers serve eyes.pictures and app.eyes.pictures	apps/edge/api, apps/web/landing, apps/web/worker	live
Manufact gateway (optional)	https://dark-steel-ofaoa.run.mcp-use.com/mcp proxies the public MCP endpoint for gateway analytics; this is separate from the Manufact server host	docs/CONNECT.md	optional
Cloudflare Containers + Durable Objects	Previous API hosting path; not the current production origin	apps/edge/api/worker.js	legacy
Cloudflare KV + Cron	eyes-monitor checks /healthz every minute, keeps state in KV, texts an alert after two failures	apps/edge/monitor	live
Cloudflare DNS	eyes.pictures zone and custom domains, including the dedicated MCP host	wrangler configs above	live
Cloudflare Workers AI (clef-omni)	First-pass task safety classifier; photo moderation rejects only confirmed graphic gore or explicit sexual content	packages/safety, packages/verify	live
Cloudflare Browser Integrity rule	Zone security setting on the domains	Cloudflare dashboard only, not in the repo	live (not verifiable from the repo)
InsForge	Postgres with RPC functions and RLS for the ledger, claims and expiry; migrations through the migrations endpoint	packages/db, scripts/insforge-migrate.ts	live
InsForge Storage	Public photos bucket for captures; faces alone do not reject or delete photos (photo policy)	packages/db	live
InsForge Sites	Earlier host of the worker web (*.insforge.site); replaced by app.eyes.pictures	docs/DEPLOY.md §3	earlier
Stripe	Checkout top-ups, Connect Express onboarding, $3 transfers on verified answers, transfer reversals on confirmed fraud, signed webhooks	packages/payments	test mode
Inkbox	Shared iMessage line: inbound webhook, offer and paid texts, START/STOP/HELP/HERE replies, texts with location codes and the app link; uptime alerts; first-contact owner/ops email fallback when Primitive refuses delivery	packages/comms/src/inkbox.ts	live
Inkbox (limitation)	An iMessage "Share My Location" arrives as a lone U+FFFD, so Eyes replies with a HERE link instead (ADR-037)	packages/comms	live
Primitive	Outbound DNS verified and one owner Gmail delivery confirmed; unrestricted sending is still off, first-contact fallback uses Inkbox, and external custom-alias SPF remains unresolved	packages/comms/src/primitive.ts	limited live verification
Anthropic Claude	Fallback for task-safety or photo provider failures only; used alone without Cloudflare	packages/safety, packages/verify	live
OpenStreetMap Nominatim	Geocodes place names in quote_task and ask_eyes	apps/mcp/src/geo.ts	live
OpenStreetMap tiles + Leaflet (unpkg)	Maps on the ops dashboard and live map	apps/web/dashboard	live
Apple Maps / Google Maps links	Reads coordinates from map links a worker texts in; the capture page links to Google Maps directions	packages/core/src/util.ts, apps/web/worker/src/capture.ts	live
mcp-use	MCP server framework for tools and widgets; Manufact CLI connect path on the landing page	apps/mcp, apps/web/landing	live
OpenAI Apps SDK / MCP Apps	ChatGPT app and Claude connector cards (quote, task, balance) with host-matched OAuth and card origins	apps/mcp, docs/CONNECT.md	supported
Expo / React Native + Apple	iPhone app with persistent connection across task photos; current distribution is ad hoc, not TestFlight	apps/mobile	ad hoc
ClickHouse	Optional copy of the ops event log and Trends charts; Postgres stays the source of truth	apps/web/dashboard/src/clickhouse.ts	optional, off on the host
Astro, Tailwind, GSAP	Landing and worker web; Better-T-Stack conventions	apps/web	live
Playwright, Vitest, Biome	E2E, unit/contract/safety/integration tests, lint and format	e2e, vitest.config.ts, biome.json	test
GitHub	Code, PRs, issues; Actions run CI, live smoke and the safety LLM eval	.github/workflows	live

.env.example also lists keys for Armature analytics and Blaxel sandboxes; no code uses them yet.