agent-framework-botsrated: BotsRated pre-payment check for Microsoft Agent Framework (Python)

Function middleware for Microsoft Agent Framework that checks an x402 payment with BotsRated before a payment tool runs. BotsRated probes x402 sellers on Base and records which payTo wallet each one actually quoted. The middleware asks BotsRated's free preflight (no API key, no wallet) whether the payTo your agent is about to pay was observed for that seller, and stops the call if it wasn't.

Maintained by BotsRated, not by Microsoft. Issues: https://github.com/botsrated/botsrated/issues/new

Install

pip install "agent-framework-botsrated @ git+https://github.com/botsrated/botsrated#subdirectory=integrations/microsoft-agent-framework"
# with the hosted MCP server example:
pip install "agent-framework-botsrated[mcp] @ git+https://github.com/botsrated/botsrated#subdirectory=integrations/microsoft-agent-framework"

Requires Python 3.10+, agent-framework-core>=1.22,<2 and botsrated 0.1.2+. Tested with agent-framework-core 1.22.0 (with mcp 1.30) and 1.23.0 (with mcp 2.3). agent-framework-core 1.22 can't initialize MCP sessions with mcp 2.x, so pin mcp<2 there if you use the hosted MCP server.

Middleware: check payments before they run

from agent_framework import Agent
from agent_framework_botsrated import BotsRatedPaymentMiddleware


def pay_x402(url: str, pay_to: str, amount: str, network: str = "eip155:8453") -> str:
    """Pay an x402 seller."""
    ...  # your payment code


agent = Agent(
    client=chat_client,
    tools=[pay_x402],
    middleware=[BotsRatedPaymentMiddleware(["pay_x402"])],
)

• Only the functions you name are checked. Every other function call passes through untouched.
• The quote is read from the call's arguments: url, pay_to (or payTo), amount (atomic units) and optional network (CAIP-2, default eip155:8453). For other argument names pass an extractor: BotsRatedPaymentMiddleware({"buy": lambda a: PaymentQuote(url=a["endpoint"], pay_to=a["recipient"], amount=str(a["atomic"]))}).
• A blocked call never reaches call_next. The reason (with a link to the BotsRated probe receipt) becomes the call's result, so the model reads it. With on_block="raise" the run ends with BotsRatedPaymentBlocked (a MiddlewareFailure).
• The botsrated.Decision is stored in context.metadata["botsrated_decision"]; guard.on_decision is also called.

Default policy (from botsrated.GuardPolicy, configurable through guard=PrePaymentGuard(policy=...)):

The middleware checks what the payment tool was asked to pay. If your tool fetches the 402 itself and signs it, also register botsrated.PrePaymentGuard().x402_hook on your x402Client's on_before_payment_creation so the check runs on the exact quote being signed.

Tool: let the model check a payment option

from agent_framework_botsrated import botsrated_check_payment_tool

agent = Agent(client=chat_client, tools=[botsrated_check_payment_tool(), pay_x402])

botsrated_check_payment(url, pay_to, amount, network) returns JSON with action (allow/block), reasons and receipt_url. It uses the free preflight only.

Hosted MCP server (no package needed)

BotsRated also runs a remote MCP server (streamable HTTP, no auth). Its free tools are preflight, coverage, sample and history:

from agent_framework import MCPStreamableHTTPTool

botsrated_mcp = MCPStreamableHTTPTool(
    name="botsrated",
    url="https://botsrated.com/mcp",
    allowed_tools=["preflight", "coverage", "sample", "history"],
)
async with botsrated_mcp:
    result = await Agent(client=chat_client, tools=[botsrated_mcp]).run("Is blockrun.ai a known x402 seller?")

The paid lookups (check $0.001, report $0.002, best $0.01 USDC on Base; the first 100 checks and 10 reports per client per day are free) are not used by this package unless you pass a paid-enabled BotsRatedClient to the guard.

Run the example and tests

pip install -e ".[mcp]" pytest pytest-asyncio
python examples/quickstart.py   # scripted model, real free preflight, stub payment
pytest -m "not live"            # offline
pytest -m live                  # real free BotsRated preflight + hosted MCP server; nothing is paid

examples/quickstart.py uses a scripted chat client instead of a model, so it runs without an API key. One payment call uses an unknown payTo and is blocked; the other uses the payTo BotsRated observed for blockrun.ai and runs.

BotsRated results are measurements, not endorsements. MIT licensed.