Build agent swarms that discover each other, share abilities, join conversations, expose custom endpoints, and wake up on schedules like sunrise... across any network.

---

Synapse is a lightweight peer-to-peer substrate for agent infrastructure. Give each process a Node and Synapse gives that node a name, peers, capabilities, RPC endpoints, shared conversations, agent cards, heartbeats, and periodic tasks.

from synapse_p2p import Node, solar

node = Node(
    name="garden-node",
    swarm="garden.example.com",
    capabilities=["sensors", "watering"],
    mdns=True,
)


@node.periodic(solar("sunrise", latitude=51.5, longitude=-0.1, tz="Europe/London"))
async def morning_check() -> None:
    await node.broadcast("garden.status")


node.run()

A node can wrap an LLM agent, a script, a service, a sensor, or a tool. Synapse is not the agent brain. It is the swarm layer agents stand on.

What makes it fun:

• Swarms are teams—nodes find teammates by swarm name.
• Nodes have names and abilities—advertise code-review, weather, memory, watering, anything.
• Shared conversations—broadcast once; many nodes can wade in, reply, leave, and come back later.
• Custom endpoints—expose any async function as swarm-callable RPC.
• Agent cards—publish metadata so peers can understand what you are.
• Periodic tasks—start work every minute, every weekday, or literally at sunrise.

---

📦 Install

Using uv or pip:

uv add synapse-p2p

pip install synapse-p2p

Then:

sn --help

---

🧠 The mental model

Synapse uses these words carefully:

Word	Meaning
Node	A running Synapse participant. You create one with Node(...).
Peer	Another node this node knows about.
Swarm	Nodes with the same swarm name.
Agent	Your higher-level logic: an LLM loop, workflow, script, or automation.
Capability	A short advertised skill like code-review, web-research, or watering.
Endpoint	An async function peers can call over RPC.

Use node for Synapse networking. Use agent for the logic you put behind a node.

Synapse gives nodes:

• a name and swarm identity
• peer discovery over mDNS or seeds
• advertised capabilities / abilities
• custom async RPC endpoints
• direct task delegation
• shared broadcast conversations
• agent cards and other advertised metadata
• periodic tasks on interval, cron, or solar time
• heartbeats and offline detection
• a simple MsgPack-over-TCP protocol

---

✨ Why it feels different

Most agent frameworks start with one agent loop. Synapse starts with the swarm.

planner-node ── broadcasts "who can review this?"
      │
      ├── security-node replies now
      ├── tests-node replies now
      └── docs-node replies later using the same conversation nonce

A node can join a swarm, advertise what it can do, expose custom endpoints, publish an agent card, and participate in conversations without a central coordinator.

Periodic tasks make nodes feel alive:

@node.periodic(solar("sunrise", latitude=51.5, longitude=-0.1, tz="Europe/London"))
async def wake_up() -> None:
    await node.broadcast("daily.start")

---

🛠️ What can you build?

• Research swarms — a planner node broadcasts a question; specialist nodes wade into the same conversation.
• Code-review teams — nodes advertise security, tests, or docs; a coordinator delegates to the right peer.
• Local-first automations — laptop, server, and Raspberry Pi nodes discover each other with mDNS.
• Sunrise agents — a node starts work at sunrise, sunset, or civil twilight.
• Internal agent APIs — put an LLM agent behind a custom endpoint so other nodes can discover and call it.
• Self-describing tools — publish an agent card with name, role, abilities, input modes, and output modes.
• Live dashboards — watch joins, heartbeats, messages, replies, and offline events with sn watch.

Synapse handles the substrate. You bring the behavior.

---

⚖️ Synapse vs A2A

A2A is a full agent interoperability protocol. Synapse is much smaller: a peer-to-peer substrate for nodes that need to find each other and talk.

Use A2A when you need a formal cross-vendor agent protocol with task lifecycle, message parts, artifacts, streaming, push notifications, and enterprise-style integration points.

Use Synapse when you want to build a swarm quickly:

A2A	Synapse
Agent protocol	Swarm substrate
HTTP / JSON-RPC oriented	Length-prefixed MsgPack over TCP
Formal task lifecycle	Simple RPC, ask, and broadcast
Agent cards are central	Agent cards are optional artifacts
More concepts to implement	One main primitive: Node
Best for interoperability	Best for local-first swarms and fast experimentation

Synapse is intentionally less bloated:

• no required task state machine
• no required message/part/artifact object model
• no server/client role ceremony inside a swarm
• no central coordinator
• no hosted registry requirement
• no opinion about how agents think

The core idea is simple: start nodes, advertise abilities, call endpoints, broadcast into shared conversations, and run periodic jobs.

---

⚡ Quickstart: RPC

Create a node with an endpoint:

from synapse_p2p import Node

node = Node(name="calculator", port=9999)


@node.endpoint("sum", description="Add two numbers")
async def sum(a: int, b: int) -> int:
    return a + b


node.run()

Call it:

import asyncio

from synapse_p2p import Client


async def main() -> None:
    result = await Client("127.0.0.1", 9999).call("sum", 1, 2)
    print(result)


asyncio.run(main())

---

🐝 Swarms and discovery

A swarm is a group of nodes with the same swarm name. Nodes only join and heartbeat peers in their own swarm.

node = Node(
    name="coder",
    swarm="foo.electron.network",
    capabilities=["python", "tests"],
)

Use a domain-style swarm name to avoid collisions.

📡 Local discovery with mDNS

Use mDNS for zero-config discovery on a LAN:

node = Node(
    name="reviewer",
    swarm="foo.electron.network",
    capabilities=["code-review"],
    mdns=True,
)

await node.start()
await node.join()

Any node on the same LAN with the same swarm and mdns=True can discover it.

🌍 Remote discovery with seeds

Use seeds when nodes are not on the same LAN:

node = Node(
    name="planner",
    swarm="foo.electron.network",
    seeds=["bootstrap.foo.electron.network:9999"],
)

await node.start()
await node.join()

A seed is just another Synapse node. It is a first contact point, not a coordinator. Once joined, nodes exchange known peers and can talk directly.

---

🎯 Capabilities

Capabilities tell peers what a node can do.

node = Node(capabilities=["python", "code-review"])

Use structured capabilities when you want descriptions and schemas:

from synapse_p2p import Capability, Node

node = Node(
    name="researcher",
    capabilities=[
        Capability(
            name="web-research",
            description="Find and summarize sources.",
            input_schema={"query": "string"},
            output_schema={"summary": "string", "sources": "array"},
        )
    ],
)

Inspect a peer:

info = await client.call("_node.info")
capabilities = await client.call("_node.capabilities")
methods = await client.call("_synapse.methods")

---

🤝 Ask: delegate work

Use @node.ask for the default task handler on a node. Synapse provides the transport; your agent code decides whether and how to answer.

from synapse_p2p import Node

node = Node(name="reviewer", capabilities=["code-review"])


@node.ask
async def handle(task: str, context: dict):
    return {"status": "done", "task": task}

There are two ways to use it.

Direct ask

Call one known peer directly with _node.ask:

from synapse_p2p import Client

result = await Client.from_peer(peer).call(
    "_node.ask",
    "Review this diff",
    context={"diff": diff},
)

Swarm ask

Broadcast to the built-in synapse.ask endpoint when you want any interested node to wade in:

broadcast = await node.broadcast(
    "synapse.ask",
    "Review this diff",
    context={"diff": diff},
)

A node with an @node.ask handler will ACK the conversation, run the handler, and reply with the result. Nodes without a handler fail quietly from the caller's point of view, just like any other broadcast recipient that cannot help.

The CLI wraps this flow:

sn ask foo.electron.network "Review this diff" --context url=https://github.com/org/repo/pull/1

---

💬 Broadcast: shared conversations

Use broadcast when you do not know which node should answer.

broadcast = await node.broadcast("team.question", "Who can review this diff?")

Every receiver gets the same conversation nonce. Any node can reply:

from synapse_p2p import Broadcast


@node.endpoint("team.question")
async def answer(question: str, broadcast: Broadcast) -> dict:
    await node.reply(broadcast, {"answer": "I can help"})
    return {"accepted": True}

The origin node can read all replies:

for reply in node.replies(broadcast):
    print(reply.peer.name, reply.result)

Synapse also keeps a lightweight conversation event log. A broadcast creates a message event whose conversation_id is the broadcast nonce. Nodes may opt into the conversation with ack or other events; Synapse does not decide who should answer.

@node.endpoint("team.question")
async def answer(question: str, broadcast: Broadcast) -> dict:
    # ACK means "I saw this and am choosing to wade in".
    # It does not mean Synapse assigned this node the work.
    await node.ack(broadcast, {"seen": True})
    await node.reply(broadcast, {"answer": "I can help"})
    return {"accepted": True}

Listen for conversation events:

from synapse_p2p import ConversationEvent


@node.on("conversation.ack")
async def on_ack(event: ConversationEvent) -> None:
    print(event.peer.name, "acked", event.conversation_id)


for event in node.conversation(broadcast):
    print(event.kind, event.peer.name, event.payload)

Built-in conversation event kinds are intentionally small conventions:

• message — a broadcast or conversation message was seen
• ack — a node chose to acknowledge / enter the conversation
• reply — a node replied with a result

Higher-level agent frameworks can layer routing, claiming, status, artifacts, or task semantics on top by emitting their own event kinds with node.emit_conversation_event(...).

Why this is useful:

• one broadcast creates one shared conversation
• every node sees the same nonce
• nodes can wade in or stay silent
• ACK is opt-in, not automatic assignment
• replies and events group without a central coordinator
• UUIDv7 nonces keep conversations roughly time-ordered when the runtime supports them

---

🌅 Periodic tasks

Nodes can wake up on a schedule: every few seconds, every weekday morning, or when the sun rises.

from synapse_p2p import Node, cron, every, solar

node = Node(name="worker")


@node.periodic(every(seconds=30))
async def refresh_cache() -> None:
    print("refreshing cache")


@node.periodic(cron("0 9 * * mon-fri", tz="Europe/London"))
async def weekday_digest() -> None:
    print("weekday digest")


@node.periodic(solar("sunrise", latitude=51.5, longitude=-0.1, tz="Europe/London"))
async def sunrise_job() -> None:
    print("the sun is up; time to work")


node.run()

A number is shorthand for seconds:

@node.periodic(30)  # equivalent to every(seconds=30)
async def refresh_cache() -> None:
    ...

Built-in schedules:

• every(seconds=..., minutes=..., hours=..., days=...)
• cron("*/15 * * * *", tz="UTC")
• solar("sunrise", latitude=..., longitude=..., tz="UTC")

Solar events include sunrise, sunset, solar_noon, civil_twilight_begin, civil_twilight_end, nautical_twilight_begin, nautical_twilight_end, astronomical_twilight_begin, and astronomical_twilight_end.

Notes:

• periodic handlers must be async def
• the first run starts immediately when the node starts
• later runs follow the schedule
• exceptions are logged and do not stop future runs
• long-running tasks can overlap if the next scheduled time arrives first

---

🪪 Artifacts and agent cards

Nodes can advertise small metadata documents that peers can fetch over RPC.

node.artifact(
    "agent-card",
    {
        "name": node.name,
        "description": "Reviews Python PRs and returns concise feedback.",
        "capabilities": ["code-review", "pytest"],
        "input_modes": ["text", "git-diff", "url"],
        "output_modes": ["text/markdown", "text/x-diff"],
    },
    mime_type="application/vnd.synapse.agent-card+json",
    description="Self-description for peers that understand agent cards.",
)

Fetch artifacts from a peer:

from synapse_p2p import Client

client = Client.from_peer(peer)

artifacts = await client.call("_synapse.artifacts")
agent_card = await client.call("_synapse.artifact.get", "agent-card")

Synapse does not interpret artifacts. It serves bytes/JSON plus a MIME type. Your application decides what the artifact means.

---

💓 Heartbeats

Nodes heartbeat known peers and mark stale peers offline.

from synapse_p2p import Node, Peer

node = Node(name="planner", heartbeat_interval=5, peer_timeout=20)


@node.on("peer.joined")
async def joined(peer: Peer) -> None:
    print(f"joined: {peer.name}")


@node.on("peer.offline")
async def offline(peer: Peer) -> None:
    print(f"offline: {peer.name}")

Offline means “not seen within peer_timeout.”

---

🖥️ CLI

The CLI is sn.

sn --help

👀 Watch a swarm

sn watch foo.electron.network

Useful options:

sn watch foo.electron.network --show-heartbeats
sn watch foo.electron.network --seed 192.168.1.25:9000 --no-mdns
sn watch foo.electron.network --team backend
sn watch foo.electron.network --no-capabilities

🙋 Ask from the terminal

sn ask broadcasts to the built-in synapse.ask endpoint. Nodes with a @node.ask handler can opt in with ACK and reply with their result.

sn ask foo.electron.network "Review this diff"
sn ask foo.electron.network "Review this diff" --context url=https://github.com/org/repo/pull/1
sn ask foo.electron.network "Who can help?" --forever

Example output:

ask: 019e4ab0-1d0d-709a-...
waiting for ACKs and replies... press Ctrl+C to stop
✓ reviewer acked
- reviewer: LGTM after fixing tests

📣 Broadcast from the terminal

sn broadcast foo.electron.network "Who can review this diff?"
sn broadcast foo.electron.network "Who can help?" --forever
sn broadcast foo.electron.network "Ship status?" --discover 2 --timeout 10

📋 List local swarms

sn list-swarms
sn list-swarms --seconds 5

---

📚 Examples

See examples/. Each example folder has its own README.

Example	What it demonstrates
basic_rpc	The smallest direct RPC node/client pair.
isolated_agents	One node delegates to another through a known seed.
bootstrap_team_trio	Bootstrap discovery, ask handlers, and fetching agent cards.
local_mdns_swarm	Zero-config mDNS discovery plus ACKs/replies in one conversation.
pydantic_ai_team	Pydantic AI agents behind Synapse nodes.
periodic_tasks	Interval, cron, sunrise, and sunset jobs in a garden-caretaker node.
stock_trading_team	Analyst/news/trader swarm with a dumb paper exchange API and market-hours periodic scans.

The agent examples use synapse.ask, opt-in ACKs, shared conversation replies, and advertised agent-card artifacts. The stock example shows a periodic job that checks market hours before asking the swarm, so agent/model work only happens when the paper market is open.

---

🔌 Protocol details

Built-in endpoints:

Endpoint	Purpose
_synapse.ping	health check
_synapse.info	node identity and swarm metadata
_synapse.methods	published RPC methods
_synapse.peers	known peers
_synapse.join	join through a seed
_synapse.heartbeat	update peer liveness
_synapse.broadcast.reply	reply to a broadcast nonce
_synapse.conversation.event	gossip a shared conversation event
_synapse.artifacts	list advertised artifacts
_synapse.artifact.get	fetch one advertised artifact
_node.info	name, role, description, capabilities
_node.capabilities	machine-readable capabilities
_node.ask	delegate directly to the node ask handler
synapse.ask	swarm-facing ask endpoint used by sn ask

Wire format:

1. 4-byte unsigned big-endian payload length
2. MsgPack payload bytes

Request:

{
    "type": "request",
    "id": "request-id",
    "endpoint": "sum",
    "args": [1, 2],
    "kwargs": {},
}

Response:

{
    "type": "response",
    "id": "request-id",
    "ok": True,
    "result": 3,
    "error": None,
}

Useful low-level exports:

from synapse_p2p import (
    AdvertisedArtifact,
    Broadcast,
    BroadcastReply,
    Capability,
    Client,
    ConversationEvent,
    Node,
    Peer,
    RPCError,
    RPCRequest,
    RPCResponse,
    ServedArtifact,
)

Enable logs when debugging:

from loguru import logger

logger.enable("synapse_p2p")

---

🚫 What Synapse is not

Synapse does not implement planning, memory, consensus, auth policy, NAT traversal, hosted registries, or UX.

Those belong above Synapse.

Synapse is the substrate:

nodes + discovery + capabilities + conversations + artifacts + heartbeats + schedules + a tiny protocol

---

🔎 Keywords

swarm substrate, agent substrate, node discovery, local mDNS discovery, agent-to-agent networking, LLM agent RPC, multi-agent systems, capability discovery, language-agnostic RPC, Python RPC, asyncio RPC, peer-to-peer Python, P2P networking, MsgPack RPC, TCP RPC, distributed agents.