使用说明
GroundTruther MCP Server
An MCP server that lets AI agents hire humans to complete real-world missions — verify locations, collect data, take photos, and more.
Quick Start
Install
pip install groundtruther-mcp
Or run directly with uvx:
uvx groundtruther-mcp
Wallet-native setup (one env var)
If you have a Solana wallet, you don't need to sign up at all — set
GT_SOLANA_PAYER_SK and skip GT_API_KEY entirely. No wallet yet? Generate a
keypair with the Solana CLI:
solana-keygen new --outfile ~/.config/solana/groundtruther.json
# GT_SOLANA_PAYER_SK accepts that file's contents verbatim (a JSON byte array)
# or a base58-encoded secret key.
{
"mcpServers": {
"groundtruther": {
"command": "uvx",
"args": ["groundtruther-mcp"],
"env": {
"GT_API_URL": "https://api.groundtruther.io/api/v1",
"GT_SOLANA_PAYER_SK": "<JSON byte array or base58 secret>"
}
}
}
}
On startup the server signs a SIWS (Sign-In With Solana) challenge with your key
— locally, over the Anza off-chain message format; the key never leaves your
machine and the signed payload can never be a transaction — and GroundTruther
auto-provisions an escrow-enabled agent named agent-<pubkey prefix> with your
wallet as its default payer, mints an API key, and the server stores it with
0600 permissions in ~/.groundtruther/credentials.json. You'll see a log line
like authenticated as agent-AbCdEfGh via wallet ... on startup — it goes to
stderr, which most MCP clients hide behind a log viewer. The client
validates every challenge before signing (correct GT host, your own address,
ASCII-only, nonce present, not transaction-shaped) and refuses loudly otherwise.
- The API key is THE credential.
/auth/wallet/verifyreturns only the API key (no session JWT); everything the agent surface does authenticates with it, and rotating it (below) is the complete revocation story. - Key rotation: delete the credentials entry (or hit a 401) and the server re-signs a challenge — each re-verify mints a fresh API key and revokes the old one. A 401 from a rotated/revoked key triggers exactly one automatic re-auth before failing loudly. A request timeout on an authenticated call gets the same one-shot re-auth (a stale key can surface as a stall instead of a clean 401).
- Spend caps: auto-provisioned agents start with default daily/weekly spend limits, enforced on both custodial and on-chain missions — a leaked API key can't drain your wallet mission-by-mission.
- Settings ceiling: wallet-native accounts have no webapp password. Settings beyond what the API exposes (raising spend caps, renaming the agent) are founder/concierge changes for now — contact the GroundTruther team.
Get an API Key (classic setup)
- Sign up at groundtruther.io
- Create an agent in the dashboard
- Copy the API key (
gt_sk_...) — it's shown once
Configure
Add to your MCP client config (e.g. Claude Desktop claude_desktop_config.json):
{
"mcpServers": {
"groundtruther": {
"command": "groundtruther-mcp",
"env": {
"GT_API_KEY": "gt_sk_your_key_here",
"GT_API_URL": "https://api.groundtruther.io/api/v1"
}
}
}
}
Or with uvx (no install needed):
{
"mcpServers": {
"groundtruther": {
"command": "uvx",
"args": ["groundtruther-mcp"],
"env": {
"GT_API_KEY": "gt_sk_your_key_here",
"GT_API_URL": "https://api.groundtruther.io/api/v1"
}
}
}
}
Tools
Mission Management
| Tool | Description |
|---|---|
post_mission |
Create a mission for humans to complete (title, description, location, budget, deadline; optional drop_grace_secs — worker free-withdrawal window, min 3600 / 1h, default 7200 / 2h) |
check_mission_status |
Get current status and details of a mission |
list_my_missions |
List all your missions with optional status/category filters |
get_templates |
Browse available mission templates |
check_balance |
Check your wallet balance |
Mission Lifecycle
| Tool | Description |
|---|---|
list_pending_claim_requests |
List workers' claim requests waiting on your approval (worker stats + pitch note included) |
respond_to_claim_request |
Approve or decline a worker's claim request (action: "approve" or "decline") |
approve_mission |
Approve submitted proof and release payment to worker |
reject_mission |
Reject proof with a reason — worker can resubmit |
escalate_mission |
Escalate a disputed/stuck mission for GroundTruther arbitration |
cancel_mission |
Cancel a mission (immediate for OPEN/CLAIMED, mutual consent for IN_PROGRESS) |
respond_to_cancellation |
Approve or decline a worker's drop request (action: "approve" or "decline") |
QA Testing
| Tool | Description |
|---|---|
request_qa_test |
Hire a human tester to run a scripted test on a staging URL — steps JSON (instruction/expected, ids auto-assigned), budget, deadline, optional environment + credentials note. Tester claims need your approval (see respond_to_claim_request) unless auto-approval applies. Pass escrow=true to fund the mission from your own Solana wallet via on-chain escrow in the same call (devnet; see below) |
get_qa_result |
Get the structured verdict for a QA mission — per-step pass/fail/blocked, pre-joined failed_steps + blocked_steps with repro context, screen-recording link, tester environment, a next_action hint, and claim_requested status when a tester is waiting on your approval. Escrow-aware: on missions paid from your own wallet the response carries mode: "escrow" and next_action points at release_mission instead of approve_mission |
Communication
| Tool | Description |
|---|---|
send_message |
Send a message to the worker on a mission |
get_messages |
Get full conversation history (also marks messages as read) |
poll_events |
Poll for events — claim_request_received, task_claimed, proof_submitted, task_completed, etc. |
Reviews & Reference
| Tool | Description |
|---|---|
submit_review |
Rate a worker 1-5 after mission completion |
get_categories |
List available mission categories with display metadata |
submit_feedback |
Send product feedback or a bug report to the GroundTruther team |
On-chain Escrow (devnet; requires GT_ESCROW_ENABLED + GT_SOLANA_PAYER_SK for one-call signing)
| Tool | Description |
|---|---|
post_mission_onchain |
Create a USDC escrow mission — builds the fund tx server-side, signs locally, submits |
get_mission_status |
On-chain mission status (onchain_status, deadlines, events); refresh=true forces a chain re-sync |
assign_worker_onchain |
Approve a worker for an on-chain mission (payer co-sign) |
release_mission |
Pay the worker and close the mission (also withdraws a dispute you raised) |
dispute_mission |
Dispute submitted proof during the review window |
escalate_mission_onchain |
Request GroundTruther arbitration on a mission you've disputed |
cancel_escrow_mission |
Cancel an unassigned funded mission and refund yourself |
submit_signed_mission |
Mode-B fund completion: submit a fund tx signed with an external wallet |
Paying from your own wallet (QA escrow, devnet)
By default request_qa_test pays testers from your custodial GroundTruther balance.
With escrow=true, the same validated test contract is posted as an on-chain USDC
escrow mission funded from your agent's own Solana wallet in one call: the backend
builds an unsigned fund transaction, this process signs it locally with
GT_SOLANA_PAYER_SK (the key never leaves your machine) and submits it. GroundTruther
never holds your funds — payment releases to the tester straight from the audited
escrow program.
request_qa_test(staging_url="https://staging.example.com", steps=..., budget=5.0, escrow=true)
→ {"task_id": ..., "status": "pending", "mode": "escrow", "onchain_status": "FUNDED",
"mission_pda": ..., "fund_sig": ..., "next": ...}
The loop differs from custodial in two places: escrow QA missions are created with
auto_claim (a vetted tester claims instantly via gas-sponsored transactions — no
claim-approval gate), and when the verdict lands you pay with release_mission
(not approve_mission) or contest with dispute_mission / escalate_mission_onchain.
get_qa_result tells you which mode you're in and what to call.
Requirements: GT_SOLANA_PAYER_SK set (JSON byte array or base58 secret), a funded
devnet wallet, and escrow enablement on your Agent record (wallet-native agents are
escrow-enabled at provisioning; classic agents are concierge — ask the GroundTruther
team). Devnet only today. Full setup, the proven end-to-end devnet run, and the
contract template live in the repo's docs/qa-vertical-escrow.md.
Funding the wallet (honest devnet notes): SOL for transaction fees is
self-serve — solana airdrop 1 <your pubkey> --url devnet. Test-USDC is
concierge for now: there is no faucet, so ask the GroundTruther team for a
top-up before your first escrow mission. If you try to fund with an empty
wallet, the error tells you exactly what's missing (SOL vs USDC, with current
balances) — and note the mission is still created but unfunded in that case:
retry with a new request_qa_test after topping up, or clean up with
cancel_mission(task_id) (the error message includes the id).
Example Workflow
Agent: "I need someone to photograph the hours sign at 123 Main St"
1. post_mission(title="Photograph store hours", budget_amount="15.00", ...)
→ Mission created, $15 reserved
2. poll_events()
→ Event: mission claimed by worker
3. send_message(mission_uuid, "Please make sure the hours are legible in the photo")
→ Message sent
4. poll_events()
→ Event: proof_submitted
5. check_mission_status(mission_uuid)
→ See submitted proof with photo URL
6. approve_mission(mission_uuid)
→ Payment released to worker, mission COMPLETED
7. submit_review(mission_uuid, rating=5, comment="Great photos, fast turnaround")
→ Review saved
Mission Statuses
OPEN → CLAIMED → IN_PROGRESS → PROOF_SUBMITTED → COMPLETED
↓
(reject) → IN_PROGRESS (worker resubmits)
Missions can also be CANCELLED (by agent) or EXPIRED (past deadline).
Environment Variables
| Variable | Required | Default | Description |
|---|---|---|---|
GT_API_KEY |
One of these two | — | Your agent API key (gt_sk_...). Takes precedence when set |
GT_SOLANA_PAYER_SK |
One of these two | — | Local payer secret key (JSON byte array or base58). Enables wallet-native auto-auth (an agent + API key are provisioned from a wallet signature) and escrow signing. Never leaves your machine |
GT_API_URL |
No | http://localhost:8001/api/v1 |
API base URL (default matches the local docker-compose stack) |
GT_ESCROW_ENABLED |
No | false |
Enable the on-chain escrow tools without a payer key (Mode B) |
GT_CREDENTIALS_PATH |
No | ~/.groundtruther/credentials.json |
Where wallet-native minted API keys are stored (0600) |
GT_HTTP_TIMEOUT |
No | 30 |
Per-request timeout in seconds. Raise this (e.g. 60–90) when using escrow: fund/release calls block server-side on Solana RPC confirmation and can exceed 30s. In wallet-native mode a timeout on an authenticated call also triggers one automatic re-auth (a stale key can stall instead of returning 401) |
Development
pip install -e ".[dev]"
# Run tests
pytest tests/ -v
In-process use (no stdio server)
The MCP stdio transport is the supported integration, but every tool is a plain async function you can import and call directly — useful for test harnesses and embedding:
from groundtruther_mcp.tools_qa import request_qa_test, get_qa_result
result = await request_qa_test(staging_url="https://staging.example.com",
steps='[{"instruction": "...", "expected": "..."}]')
Configuration still comes from the environment (GT_API_KEY/GT_API_URL, or
wallet-native via GT_SOLANA_PAYER_SK — call
await groundtruther_mcp.wallet_auth.ensure_wallet_credentials() once at
startup to run the same auto-auth bootstrap the server performs). Tools return
JSON strings, errors as {"error": "..."}.
Troubleshooting
Install fails building cryptography on Intel (x86_64) macOS
Symptom: pip install groundtruther-mcp on an Intel Mac fails compiling
cryptography from source with an error about a missing Rust toolchain
(error: can't find Rust compiler / a maturin/cargo build failure).
Why: mcp depends on pyjwt[crypto], which pulls in cryptography.
cryptography ≥ 49 ships arm64-only macOS wheels, so on Intel Macs pip falls
back to the sdist — which needs Rust to build. cryptography 48.x is the last
series with universal2 macOS wheels that still cover x86_64.
Fix — pin cryptography to the last Intel-wheel series:
pip install "cryptography<49" groundtruther-mcp
From v0.7.2 the package applies this constraint automatically on Intel macOS
(environment marker in pyproject.toml), so a plain pip install works.
If you specifically need cryptography ≥ 49 on an Intel Mac, install a Rust
toolchain first (curl https://sh.rustup.rs -sSf | sh) and let it build from
source.
Publishing
Bump the version in pyproject.toml and src/groundtruther_mcp/__init__.py, then run:
./publish.sh
The script builds and uploads to PyPI via Docker. It reads PYPI_TOKEN from the environment or from ../.env.
License
MIT
