agentcompile

pip install agentcompile

Wrap your agent's model client. Jobs your agent repeats run compiled, with no model call; everything else goes to your model unchanged, with your own provider key.

from openai import OpenAI
import agentcompile

client = agentcompile.wrap(OpenAI(), key="ack_...")   # or AGENTCOMPILE_KEY

resp = client.chat.completions.create(
    model="gpt-5", messages=messages, tools=tools,
    conversation_id=ticket.id,                         # one id per conversation
)

Anthropic works the same way (agentcompile.wrap(Anthropic()), then client.messages.create(...)). So do async clients, streaming and tool calls. Instead of the keyword, you can set the id for a block of calls:

with agentcompile.conversation(ticket.id):
    run_agent(client)

What happens on each call

1. With a conversation id, the SDK asks AgentCompile for a decision (/v1/decide; it waits at most timeout, default 2 s).
2. compiled: the answer (a tool call or a reply) comes back in exactly the provider's response shape; your loop runs the tool as usual.
3. forwarded: your model is called as normal.
4. fail-open: AgentCompile errored, was slow or sent something unusable, so your model is called as normal.
5. no conversation id: your model is called and no decision is made.

Your provider key never leaves your process. mode="shadow" decides but always calls your model, so you can see what it would have done before you switch it on.

The trail

Every call is written to ~/.agentcompile/trail.jsonl (trail= sets a path, or False turns it off; on_event= gets each event).

agentcompile trail          # recent calls and a summary
agentcompile trail -f       # follow live

14:02:11  c1            compiled         get_order_details                         gpt-5  48 ms decide
14:02:12  c2            forwarded        no job matched                            gpt-5  51 ms decide
2 calls: compiled 1, forwarded 1. Model calls avoided: 1 (50%).

Keys

Your AgentCompile key (ack_...) identifies your company by itself. We show it once and store only its hash; a new key revokes the old one. AgentCompile is pre-launch: to get a key, write to founders@tryagentcompile.com.

Development

pip install -e ".[dev]"
pytest tests