maximem-synap-smolagents
Synap memory integration for Smolagents
— give a CodeAgent / ToolCallingAgent persistent memory through Synap.
pip install maximem-synap-smolagents smolagents
Surfaces
Smolagents keeps its own fixed step log (no pluggable memory backend), so Synap plugs into the two extension points it does expose, plus static instructions:
| Surface | Smolagents extension point | Purpose |
|---|---|---|
create_synap_tools |
@tool |
Explicit search_memory / store_memory the model can call |
synap_step_callbacks |
step_callbacks={MemoryStep: ...} |
Report the whole turn on Synap's live stream and record each completed action into Synap |
synap_st_instructions |
CodeAgent(instructions=...) |
Fold Synap short-term context into the agent's instructions |
Example
from smolagents import CodeAgent, InferenceClientModel
from maximem_synap import MaximemSynapSDK
from synap_smolagents import create_synap_tools, synap_step_callbacks, synap_st_instructions
sdk = MaximemSynapSDK(api_key="sk-...")
agent = CodeAgent(
model=InferenceClientModel(),
tools=create_synap_tools(sdk, user_id="alice", customer_id="acme"),
instructions=synap_st_instructions(
sdk, conversation_id="conv_abc",
instructions="You are a concise, friendly assistant.",
),
step_callbacks=synap_step_callbacks(
sdk, user_id="alice", conversation_id="conv_abc", customer_id="acme"
),
)
agent.run("Remind me what plan I'm on and my open ticket.")
Because CodeAgent calls tools as plain Python, search_memory / store_memory
compose naturally into agent-written code.
Notes
- Synchronous framework. Smolagents runs synchronously and its tools do not
support
async, so every surface bridges to the async Synap SDK internally. Run the agent on its own thread if your app is otherwise async. - Error policy. The
search_memorytool degrades (returns a not-found message);store_memoryraisesSynapIntegrationError; the recorder logs and never raises — it runs inside the agent loop, where a raising callback would abort the run. - Per-step documents. The recorder writes each
ActionStepto its own Synap document, so multi-step runs are captured in full. - Live stream. With
sdk.instance.listen()running, the recorder also reports the turn as it happens: the user's task, the assistant's final answer, every tool call and its result, and the model's plan and step output as reasoning. Without a stream every one of those is a no-op, so nothing changes for callers who have not opted in. - Register against
MemoryStep.synap_step_callbacksdoes this for you. Registering the recorder againstActionStepalone (what earlier versions of this README showed) never delivers the final answer, and the assistant turn is the one event anticipation acts on. - Two gaps, on purpose. Smolagents never passes its
TaskStepto a callback, so the user turn is read fromagent.taskand reported at the end of the first step rather than before it (report_user_task=Falseturns it off). And a step with several parallel tool calls merges their outputs into oneobservationsstring, so that result is reported with notool_call_idrather than being attributed to a guessed call.
Requires Python 3.11+ and smolagents>=1.26.
Metadata
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