A language-agnostic network substrate for agent-to-agent collaboration
Project description
A p2p substrate for building agent swarms that discover each other, share capabilities, delegate work, broadcast questions, and run jobs on human or solar time.
from synapse_p2p import Node, solar
node = Node(
name="garden-agent",
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")
await node.start()
await node.join()
Synapse gives you one primitive: Node.
A node can discover peers, publish capabilities, expose endpoints, receive work, broadcast questions, reply into shared conversations, run periodic jobs, heartbeat peers, and notice when peers disappear. Synapse isn't an agent framework, it's a library that gives you simple atomics to build on top of.
It also ships with a CLI tool to monitor your swarms:
> sn watch foo.electron.network
Index
- What can you build with Synapse?
- Install
- Why Synapse
- 30-second RPC
- Swarms
- Discovery
- Capabilities
- Advertised artifacts and agent cards
- Ask
- Broadcast conversations
- Periodic tasks
- Heartbeats and liveness
- CLI
- Typed peer API
- Examples
- Built-in endpoints
- Wire protocol
- Logging
- What Synapse is not
- Roadmap
What can you build with Synapse?
Synapse is for small, composable agent swarms that need to find each other and coordinate without a central orchestrator.
- Research teams — a planner broadcasts a question; specialist agents reply into the same conversation.
- Code-review swarms — reviewers advertise capabilities like
security,tests, ordocs; a coordinator delegates work to the right peer. - Local-first automations — laptop, server, and Raspberry Pi agents discover each other over mDNS with no config.
- Scheduled agents — run checks every 30 seconds, every weekday at 9am, or at sunrise/civil twilight using solar schedules.
- Live swarm dashboards — use
sn watchto see nodes join, heartbeat, message, and disappear in real time. - Cross-language protocols — speak length-prefixed MsgPack over TCP from Python today and other runtimes tomorrow.
Synapse handles the swarm substrate: discovery, capabilities, RPC, broadcast conversations, liveness, and schedules. You bring the agent logic.
Install
uv add synapse-p2p
or
pip install synapse-p2p
Then use the CLI:
sn --help
Why
Most agents are still isolated processes. Synapse gives them a shared substrate:
- discovery — find nodes in the same swarm
- capabilities — advertise what each node can do
- RPC — call a named endpoint on a peer
- ask — delegate a task to a capable node
- broadcast — ask the whole swarm and collect replies
- periodic jobs — run interval, cron, and solar schedules
- heartbeats — know who is still around
- typed Python API — avoid dictionary soup
- simple wire protocol — length-prefixed MsgPack over TCP
The goal is not to decide how agents think. The goal is to let them communicate.
30-second RPC
This is the smallest useful Synapse program: one node exposes an RPC endpoint, and one client calls it.
Create a node:
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
A swarm is a group of nodes with the same swarm name. Nodes only join and heartbeat peers in the same swarm.
node = Node(
name="coder",
role="implementation",
swarm="foo.electron.network",
capabilities=["python", "tests"],
)
Use a domain-style name to avoid collisions:
foo.electron.network
Need subgroups? Use optional team. It defaults to "default".
Local discovery: mDNS
Use mDNS for local, zero-config discovery on the same LAN.
For local machines on the same network:
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.
Synapse advertises:
_synapse._tcp.local.
mDNS is local by design. It usually does not cross routers, VPN boundaries, or restrictive firewalls.
Remote discovery: seeds
Use seeds when mDNS is not enough: private networks, remote machines, explicit bootstrap nodes, or internet-reachable hosts.
For private networks or internet-reachable hosts, use seeds:
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.
By default, nodes listen on 0.0.0.0 and advertise an auto-detected reachable local address. For same-machine-only experiments, use bind="127.0.0.1".
Capabilities
Simple:
node = Node(capabilities=["python", "code-review"])
Structured:
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 node:
info = await client.call("_node.info")
capabilities = await client.call("_node.capabilities")
methods = await client.call("_synapse.methods")
Advertised artifacts and agent cards
Nodes can advertise small metadata documents or resources that peers can fetch over Synapse RPC. Synapse does not interpret the document; it only serves the bytes/JSON plus a MIME type. Higher-level agents decide what they understand.
An A2A-style agent card can be published as just another artifact:
from synapse_p2p import Node
node = Node(
name="Tiny Review LLC",
role="reviewer",
swarm="code.review",
capabilities=["code-review", "pytest"],
)
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 agents that understand agent cards.",
)
Peers discover and fetch advertised artifacts with system endpoints:
from synapse_p2p import Client
client = Client.from_peer(peer)
artifacts = await client.call("_synapse.artifacts")
# [{"name": "agent-card", "mime_type": "application/vnd.synapse.agent-card+json", ...}]
agent_card = await client.call("_synapse.artifact.get", "agent-card")
print(agent_card["mime_type"])
print(agent_card["content"])
MIME types are conventions for consumers:
application/vnd.synapse.agent-card+json— a Synapse/A2A-style self-descriptionapplication/vnd.synapse.capability-schema+json— capability-specific input/output schematext/markdown,application/pdf,image/png,text/x-diff— normal document/file types
For now, artifacts are small inline documents served over RPC. Large artifacts can advertise external URIs in their content or metadata.
Ask
Register one ask handler:
node = Node(name="reviewer", capabilities=["code-review"])
@node.ask
async def handle(task: str, context: dict):
return {"status": "done", "task": task}
Ask another node:
result = await Client.from_peer(peer).call(
"_node.ask",
"Review this diff",
context={"diff": diff},
)
Broadcast
Broadcast starts a swarm conversation. It is the simplest way to ask the whole swarm a question and let any capable node reply.
broadcast = await node.broadcast("team.question", "Who can review this diff?")
That returns a Broadcast object:
broadcast.nonce # conversation id
broadcast.origin # peer that started it
broadcast.endpoint
The nonce is the conversation atom. Synapse creates UUIDv7 nonces when the Python runtime supports them, so conversations are unique and time-sortable. On older runtimes it falls back to UUIDv4.
Every receiver gets the same Broadcast object. Any node can reply into that conversation by reusing the nonce through node.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 groups all replies by nonce:
for reply in node.replies(broadcast):
print(reply.peer.name, reply.result)
Why this matters:
- one broadcast creates one shared event
- the nonce is the conversation id
- every agent sees the same nonce
- any agent can participate by replying with that nonce
- replies group without a central coordinator
- UUIDv7 nonces keep conversation ids roughly ordered by creation time
Periodic tasks
Agents do not only respond to messages. They also wake up: every few seconds, every weekday morning, or when the sun rises.
Use @node.periodic(...) to run an async function on an interval, cron expression, or solar event while the node is running. Periodic tasks start with await node.start() or node.run(), and await node.stop() cancels scheduled and in-flight runs.
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_agent() -> None:
print("the sun is up; time to work")
@node.periodic(solar("civil_twilight_begin", latitude=51.5, longitude=-0.1, tz="Europe/London"))
async def dawn_check() -> None:
print("civil twilight has begun")
node.run()
For simple intervals, 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:
- The decorated function must be
async defand take no arguments. - The first run starts immediately when the node starts; later runs follow the schedule.
- Long-running tasks can overlap if a previous run is still active when the next scheduled time arrives.
- Exceptions are logged and do not stop future runs.
- Tasks added after
await node.start()are scheduled immediately.
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
sn uses mDNS by default, so local swarms work with zero configuration. Use --seed host:port for seed discovery, or --no-mdns to disable local discovery.
sn watch
Watch a swarm live:
sn watch foo.electron.network
sn watch opens an in-place terminal dashboard:
- left pane: swarm name, this watcher, peers, online dots, addresses, capabilities
- right pane: chatter/debug log for joins, messages, replies, offline events, and optional heartbeats
Peer dots:
| Dot | Meaning |
|---|---|
| bright green | fresh join/heartbeat pulse |
| muted green | online |
| yellow | stale, waiting for timeout |
| red | offline |
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
sn broadcast
Broadcast a message to known swarm peers and stream replies:
sn broadcast foo.electron.network "Who can review this diff?"
Keep listening for late replies:
sn broadcast foo.electron.network "Who can help?" --forever
Tune discovery and reply timeout:
sn broadcast foo.electron.network "Ship status?" --discover 2 --timeout 10
Broadcast replies are grouped by the broadcast nonce, so all agents can participate in one shared conversation.
sn list-swarms
List local mDNS-visible swarms:
sn list-swarms
Scan for longer:
sn list-swarms --seconds 5
Typed peer API
Use dataclasses, not dictionaries:
peers = await Client("127.0.0.1", 9000).peers()
reviewer = next(peer for peer in peers if "code-review" in peer.capabilities)
result = await Client.from_peer(reviewer).call("_node.ask", "Review this")
Useful exports:
from synapse_p2p import Broadcast, BroadcastReply, Capability, Client, Node, Peer
Examples
See examples/.
# two nodes, one delegates to the other
python examples/isolated_agents/agent_alpha.py
python examples/isolated_agents/agent_beta.py
python examples/isolated_agents/ask_alpha.py
# local zero-config mDNS swarm
python examples/local_mdns_swarm/reviewer.py
python examples/local_mdns_swarm/coder.py
python examples/local_mdns_swarm/ask.py
# Pydantic AI team that actually replies over mDNS
python examples/pydantic_ai_team/reviewer.py
python examples/pydantic_ai_team/coder.py
python examples/pydantic_ai_team/product.py
python examples/pydantic_ai_team/ask.py
The Pydantic AI example uses TestModel by default, so it runs without API keys. Set PYDANTIC_AI_MODEL, for example openai:gpt-5.2, to use a real model.
Built-in endpoints
Substrate 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 |
Node endpoints:
| Endpoint | Purpose |
|---|---|
_node.info |
name, role, description, capabilities |
_node.capabilities |
machine-readable capabilities |
_node.ask |
delegate to the node ask handler |
Wire protocol
Synapse speaks length-prefixed MsgPack over TCP.
Each frame is:
- 4-byte unsigned big-endian payload length
- 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,
}
Low-level helpers:
from synapse_p2p import RPCError, RPCRequest, RPCResponse
from synapse_p2p.framing import read_frame, write_frame
from synapse_p2p.serializers import MessagePackRPCSerializer
Logging
Synapse is quiet by default.
Enable internal 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 in packages above Synapse.
Synapse is the substrate:
nodes + discovery + capabilities + heartbeats + broadcasts + a tiny protocol
Roadmap
mDNS and seeds work today. Natural next providers:
- DNS SRV/TXT for domain-backed swarms
- registries and rendezvous servers
- relays for unreachable peers
- NAT traversal
- authenticated swarms
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.
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