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Build · Run · Observe

Build, run, and observe
production agents.

Synapse is the unified runtime, durability layer, and AgentOps observability for teams shipping autonomous AI. One SDK. One dashboard. One reliability stack.

$ pip install synapse-agents[all]Become a design partner →
Build

Compose agents in Python.

Agent(), @tool, multi-agent delegation, Anthropic + OpenAI providers.

Learn how Build works →
Run

Durable, replayable execution.

Trajectory state. Idempotent reruns. Sticky A/B variant assignment.

Learn how Run works →
Observe

See every signal.

Hallucination, jailbreak, frustration, task failure — eight signal types, auto-classified.

Learn how Observe works →

From import to running agent — sixty seconds.

No YAML. No DAGs. No vendor lock-in. Plain Python that runs in production from day one.

agent.py
from synapse import Agent, tool, AnthropicProvider

@tool()
def search_web(query: str) -> str:
    # tool body — Synapse traces the call automatically
    return serp.search(query)

agent = Agent(provider=AnthropicProvider(), tools=[search_web], monitor=True)
result = await agent.run("Find the best Italian place near Bryant Park.")

Eight ways your agent fails — auto-detected.

Synapse classifies every run against a structured signal taxonomy, so you stop reading transcripts and start fixing failure modes.

Hallucination
Fact-free assertions, fabricated tool results.
Task failure
Agent gives up, returns wrong shape, never converges.
Jailbreak
Prompt injection, system override attempts.
Frustration
User signals exhaustion, repeated complaints.
Laziness
Stops mid-task; defers work back to user.
Forgetting
Loses context, contradicts earlier turns.
NSFW
Output violates content policy.
Wins
Successful resolutions — for regression baselines.

Works with

Anthropic Claude·OpenAI·LangGraph (soon)·CrewAI (soon)·your custom orchestration

Apache 2.0. Built in the open.

SDK, runtime, signal classifiers, dashboard — all in the repo. No "open core" tricks.

★ Star synapse on GitHub

Ship reliable agents with us.

We're partnering with five teams running agents in production to shape Synapse Cloud. Limited spots. White-glove onboarding. Say hello.