LangChain governance middleware for Aegis ACP
Project description
aegis-langchain
Drop-in LangChain middleware that routes every tool invocation through Aegis's runtime governance pipeline before execution.
pip install aegis-langchain
What it does
Wraps a LangChain agent (AgentExecutor / Runnable) so every tool the agent decides to call is pre-checked by Aegis (POST /execute) before the tool actually runs. Blocked calls return a descriptive message back to the agent loop; allowed calls pass through unchanged.
Aegis decides what to block based on action semantics — the DROP TABLE, rm -rf, kubectl delete, external-PII-egress patterns in services/policy/policies/action_semantics_deny.rego. The deny is earned from the content of the action, not from a hardcoded "critical" tag on the agent. So a buyer flipping the agent's risk level can't accidentally bypass it.
Every check produces a signed audit row in the Aegis chain. Verify any of them offline with aegis-verify (the tools/aegis_verify/ CLI).
Three-line install
from aegis_langchain import AegisMiddleware
agent = AegisMiddleware(
my_langchain_agent,
api_key="acp_...", # or AEGIS_API_KEY env var
aegis_url="https://ha.aegisagent.in", # or AEGIS_URL env
tenant_id="00000000-0000-0000-0000-000000000001",
agent_id="<your-agent-uuid>",
)
result = agent.invoke({"input": "analyze the customer table and clean up old rows"})
# Each tool invocation is pre-checked. Blocked tools return a message
# explaining the deny; the agent reasons over it like any other tool
# observation.
Works with any LangChain agent that uses tools (AgentExecutor, structured-chat agents, custom runnables that invoke tools via tool_call).
Fail-closed by default
If the Aegis gateway is unreachable, tool invocations return deny with reason aegis_unreachable_fail_closed. Letting unchecked calls through because the security plane was down defeats the integration's purpose.
What you can verify offline
After any allowed (or denied) tool call:
GET /receipts/key— ed25519 PEMGET /compliance/export/eu-ai-act?period_start=…&period_end=…— signed bundleaegis-verify --bundle bundle.json— V1–V6 checks pass without any network call back to Aegis
Requirements
- Python 3.10+
langchain-core>=0.1(auto-pulled withpip install "aegis-langchain[langchain]")
See also
- aegis-anthropic — same pattern for Anthropic tool_use
- aegis-openai — same pattern for OpenAI tool_calls
- Aegis live demo — three real scenarios across three risk profiles
License
Apache 2.0.
Project details
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