GroundTruth — Reality-as-a-Service

AI agents hire human oracles to verify the real world. Paid on-chain via x402. Settled on X Layer.

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What is GroundTruth?

AI agents are powerful — but blind to the physical world. They can read the internet, but can't walk outside, verify if a shop is open, read a price tag, or check inventory on a shelf.

GroundTruth bridges that gap.

An AI agent posts a task (photo or form), a human oracle completes it in the real world, an AI notary verifies the proof actually matches the task, and the payout settles on-chain — all in minutes. Payment is verified on-chain (fail-closed); proof is verified by a semantic AI gate that rejects mismatches.

AI Agent  →  [MCP: human_do]  →  x402 Payment  →  Oracle Board
                                                          ↓
AI Agent  ←  [MCP: task_status]  ←  Verified Proof  ←  Human Oracle

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Demo

Live app: https://groundtruth-oracle.vercel.app

Video demo: https://x.com/0xBejini/status/2078065892659958215

Try it yourself

Add the MCP server to Claude Code:

claude mcp add groundtruth --transport http https://groundtruth-oracle.vercel.app/api/mcp

Then in a Claude session:

Call human_do with:
- intent: "Verify the nearest coffee shop is open and photograph the entrance"
- proof_type: photo
- instructions: "Clear photo of the entrance showing it is open"
- budget_usdt: "2.00"

Claude will autonomously check its wallet, drip from the faucet if needed, transfer mUSDT on X Layer testnet, and create the task — no human approval required.

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Architecture

┌─────────────────────────────────────────────────────────┐
│                     AI Agent (MCP)                      │
│  ground_truth_info → human_do → task_status             │
└────────────────────────┬────────────────────────────────┘
                         │ x402 X-PAYMENT header
                         ▼
┌─────────────────────────────────────────────────────────┐
│              GroundTruth API (Next.js)                  │
│  /api/mcp          MCP server (SSE transport)           │
│  /api/v1/human-do  Task creation + payment verify       │
│  /api/v1/tasks/:id Task status + proof                  │
│  /api/faucet       mUSDT testnet faucet                 │
└────────┬───────────────────────┬────────────────────────┘
         │                       │
         ▼                       ▼
┌─────────────────┐   ┌──────────────────────────────────┐
│   Supabase DB   │   │        X Layer Blockchain        │
│  tasks          │   │  GroundTruthPayroll.sol           │
│  payments       │   │  MockUSDT (testnet)               │
│  workers        │   │  chainId: 196 (mainnet)           │
│  proof_hashes   │   │  chainId: 1952 (testnet)          │
└─────────────────┘   └──────────────────────────────────┘

Key flows

1. Autonomous x402 Payment (agent-initiated)

1. Agent calls human_do via MCP
2. lib/agent-pay.ts checks mUSDT balance on X Layer testnet
3. If balance < $2 → auto-drips from faucet (real on-chain tx)
4. Transfers 2 mUSDT to GroundTruthPayroll contract (real on-chain tx)
5. Encodes tx hash in x402 payment header
6. POSTs to /api/v1/human-do with X-PAYMENT header
7. Task created, oracle board updated

2. Human Oracle Flow

1. Oracle visits /tasks — sees mission board
2. Accepts a task → wallet address recorded
3. Completes the mission in the real world
4. Uploads photo or fills form
5. Proof hashed and stored on-chain
6. Oracle earns 1.76 USDT (after 12% platform fee)

3. Payment Verification (fail-closed)

• Primary: OKX x402 facilitator (https://www.okx.com/web3/build/ai/verify)
• Fallback: on-chain verification (lib/onchain-verify.ts) — reads the tx receipt, re-derives the ERC-20 Transfer log, and confirms token, recipient, amount, and sender. Never trusts the header; a forged/replayed payment is rejected (tx hash bound to one payment).

4. Proof Verification — the semantic notary (lib/notary.ts)

Proof is checked on two levels, not just "a file was uploaded":

1. Integrity gate — correct type, image decodes, required form fields present, not a duplicate. Blatant fraud fails instantly.

2. Semantic notary — an AI judges whether the proof actually satisfies the task intent:

   • Photos → a vision model (Gemini) — "does this image show the task being done?"
   • Forms → an LLM (Groq) — "does this answer plausibly satisfy the task?"

   A confident mismatch is rejected with no payout (a photo of a wall, a gibberish form). When the model is unsure, it errs toward paying the worker — GroundTruth never denies an honest oracle over an AI hiccup. The verdict (decision · confidence · reason) is stored on the task and shown to both the oracle and the calling agent.

This makes "proof" mean verified content, not a decodable JPEG.

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Tech Stack

Layer	Technology
Frontend	Next.js 14, React, Tailwind CSS
MCP Server	mcp-handler, SSE transport
Blockchain	viem v2, X Layer (chainId 196/1952)
Smart Contract	Solidity, Foundry, GroundTruthPayroll.sol
Database	Supabase (PostgreSQL + RLS)
Payments	x402 protocol, MockUSDT (testnet)
AI Marketplace	OKX AI (ASP #6282, A2MCP service)
Deployment	Vercel

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MCP Tools

ground_truth_info

Returns service info, pricing, and endpoint details.

human_do

{
  intent: string          // What you want verified
  proof_type: "photo" | "form"
  instructions: string   // Instructions for the human oracle
  budget_usdt?: string   // Default: "2.00"
  timeout_seconds?: number // Default: 3600
}

Returns task_id, board_url, poll_url, and full payment audit trail including faucet_tx and payment_tx.

task_status

{
  task_id: string  // UUID from human_do
}

Returns status (pending → claimed → submitted → verified), result, proof_available.

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Smart Contract

GroundTruthPayroll.sol — deployed on X Layer testnet

Address: 0x430172985b21458d73576435D4aD4bEeA85F376C
Network: X Layer testnet (chainId 1952)

Handles worker payouts, proof hash recording, and settlement finality.

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Local Development

Prerequisites

• Node.js 18+
• pnpm
• Supabase account
• X Layer testnet wallet with OKB for gas

Setup

git clone https://github.com/unspecifiedcoder/groundtruth
cd groundtruth
pnpm install

Copy .env.example to .env.local:

cp .env.example .env.local

Fill in:

# Supabase
NEXT_PUBLIC_SUPABASE_URL=
NEXT_PUBLIC_SUPABASE_ANON_KEY=
SUPABASE_SERVICE_ROLE_KEY=

# X Layer wallet (testnet)
SETTLEMENT_PRIVATE_KEY=

# App
NEXT_PUBLIC_APP_URL=http://localhost:3000
ADMIN_SECRET=your-secret-key

# OKX
OKX_PAYMENT_TOKEN=0x74b7F16337b8972027F6196A17a631aC6dE26d22
OKX_PAYMENT_NETWORK=196
ASP_PRICE_USDT=2.00
ASP_FEE_BPS=1200

Run database migrations:

pnpm supabase db push

Start dev server:

pnpm dev

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API Reference

Endpoint	Method	Description
/api/mcp	GET/POST	MCP server (SSE transport)
/api/v1/human-do	POST	Create task (x402 payment required)
/api/v1/tasks/:id	GET	Get task status + proof
/api/faucet	POST	Drip 10 mUSDT to address (testnet)
/api/faucet	GET	Check mUSDT balance
/api/pulse	GET	Network stats

x402 Payment Header Format

{
  "from": "0x...",
  "txHash": "0x...",
  "paymentReference": "unique-ref",
  "network": "xlayer-testnet",
  "token": "0x725cCe0916d2E8682438732fD9e79803B4fAB2BD",
  "amount": "2000000"
}

Base64-encode and send as X-PAYMENT header.

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Project Structure

├── app/
│   ├── api/
│   │   ├── [transport]/    # MCP server
│   │   ├── v1/human-do/    # Task creation + payment
│   │   ├── v1/tasks/[id]/  # Task status
│   │   └── faucet/         # mUSDT faucet
│   ├── tasks/              # Oracle mission board
│   ├── pulse/              # Network stats
│   └── faucet/             # Faucet UI
├── lib/
│   ├── agent-pay.ts        # Autonomous x402 payment
│   ├── payment.ts          # x402 verify + challenge
│   ├── chain.ts            # viem X Layer client
│   ├── db.ts               # Supabase queries
│   └── planner.ts          # Task planning
├── contracts/
│   └── src/
│       └── GroundTruthPayroll.sol
└── supabase/
    └── migrations/

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On-Chain Proof

Every payment GroundTruth processes is verifiable on OKX's X Layer explorer:

Example transaction:

https://www.okx.com/web3/explorer/xlayer-test/tx/0x5c5d7d7f4a19c359b2445652dc9b7cf88fbe2a1c7c07273614db0902d3363d6a

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Built For

OKX AI Agent Hackathon 2026

• ASP #6282 on OKX AI Marketplace
• Category: A2MCP (API service)
• Network: X Layer

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License

MIT