Can sipi.bot Work With Any Framework?
Yes. sipi.bot is transport-agnostic: an HTTP API, a native MCP tool, and a CLI. Any agent that can make an HTTP call can use it.
The three interfaces
HTTP API — POST /v1/transactions/evaluate from any language.
MCP tool — register once; Claude Code, Cursor, Hermes and other MCP clients call it natively.
CLI — for scripts and quick checks.
The integrations
Wrappers exist for LangChain, CrewAI, the OpenAI Agents SDK, and the Vercel AI SDK; the pattern is a few lines in anything else.
Any stack, one call
curl -X POST https://sipi.bot/v1/transactions/evaluate \
-H "Content-Type: application/json" \
-d '{"amount": 100, "merchant": "vendor.com", "category": "api"}'
# {"decision": "APPROVED", ...}If it can call HTTP, it can be guarded.
FAQ
Does it support my framework?
If your framework can call an API or register an MCP tool, yes. See the integrations hub for the ready-made wrappers.
Does it work with non-LLM automation?
Yes — the guard applies to any code that spends, not just LLM agents.
Related
Stop the next $12,400 night.
One API call (or MCP tool) in front of every agent transaction — APPROVED, BLOCKED, or FLAGGED, deterministic, ~5 ms, fully logged.
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