You're writing the agent. We give you the governance.
ACP ships an SDK for each major agent framework. One pip install (or npm install), one decorator or one base-URL change, and every tool call your agents make gets identity, per-user policy, PII detection, and audit — rooted in the end user's identity, not your service key.
Different from Integrations, which is for plugging off-the-shelf AI clients (Claude Code, Cursor, Claude Desktop) into ACP. This page is for you building the agent.
Pick your framework. Copy the starter. Ship governed.
Each guide ships a runnable minimal example — a FastAPI or Express endpoint, one wrapped tool, an end-user JWT bound to the request. Clone, set two env vars, pip install, hit the endpoint, watch the audit log populate.
@governed decorator · inter-agent handoff capturepip install acp-crewai@governed decorator · ReAct, StateGraph, supervisor-workerpip install acp-langchaingovernHandlers wrap · tool-use loops around Claudenpm i @agenticcontrolplane/governance-anthropicbase_url at ACP
Using a framework we don't list (Vercel AI SDK, Mastra, Pydantic AI, Google ADK, Autogen)? The core governance model is framework-agnostic — the /govern/tool-use endpoint is HTTP. Drop us a line and we'll prioritize the adapter.
Either wrap your tools, or proxy your LLM.
Depending on the framework, governance enters the loop in one of two places. Both land at the same audit log.
@governed("tool_name"). Before the tool runs, ACP evaluates policy, rate limits, and PII on the input; after it runs, ACP scans the output. The LLM call goes direct to your provider.
api.agenticcontrolplane.com/v1. Every LLM call — and the tool calls it emits — is audited at the proxy. Per-agent attribution via x-acp-agent-name header.
Deeper explanation of both paths: the governance model →
One governance model. Framework-agnostic.
Every starter teaches the same four building blocks. Learn them once; they apply no matter which framework you pick.
set_context(user_token=...) at request start.@governed decoratorsession_id, so the audit log groups them into a single trace./govern/tool-use times out, the tool proceeds with reason fail-open. Governance is never a single point of failure.Deep dive on the governance model → · How workspace policies work →
What every framework starter gets
No matter which framework — every tool call your agent makes passes through the same governance pipeline.
Agent.Handoff events where the framework supports it.Your framework. Our governance.
Free to start. Add per-user governance to your agent code in minutes.