The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.
Synapse AI
Build AI agents that actually do things. Synapse is an open-source platform for creating, connecting, and orchestrating AI agents powered by any LLM — local, cloud or CLIs.
Install
pip install synapse-orch-aiInstall command taken from the project's README or registry entry. Always review code before running it.
README excerpt
Read full README on GitHub →Synapse AI — Multi-Agent Orchestration Platform
Build AI workflows that actually ship.
Wire agents, tools, and LLMs into deterministic pipelines — without the framework lock-in. Synapse is an open-source platform for creating, connecting, and orchestrating AI agents powered by any LLM — local or cloud. Agents use real tools: browsing the web, querying databases, executing code, reading files, managing emails, and anything else you can expose through an MCP server, a webhook, or a Python script.
🌐 Website · 📖 Documentation · 💬 Discord
Install
Quick Setup Script (recommended)
macOS / Linux:
curl -sSL https://raw.githubusercontent.com/synapseorch-ai/synapse-ai/main/setup.sh | bash
Windows (PowerShell):
irm https://raw.githubusercontent.com/synapseorch-ai/synapse-ai/main/setup.ps1 | iex
npm
npm install -g synapse-orch-ai
synapse
pip
pip install synapse-orch-ai
synapse
Docker
docker run -d \
-p 3000:3000 \
-v synapse-data:/data \
-v /var/run/docker.sock:/var/run/docker.sock \
synapseorchai/synapse-ai:latest
Then open http://localhost:3000. See the Docker guide in the docs for custom ports and environment variable configuration.
Security: publish only the frontend port
3000— the backend (8765) serves an internal API and should not be exposed on0.0.0.0(docker-compose binds it to127.0.0.1). The container auto-generates a shared internal token so that surface is authenticated by default. For any network-reachable deployment, enable login (Settings → Security) and/or setallow_stdio_mcp=false, since registering a stdio MCP server launches local commands.
Upgrading
| Install method | Upgrade command |
|---|---|
| Bash / PowerShell installer (recommended) | synapse upgrade |
| pip | pip install --upgrade synapse-orch-ai |
| npm | npm update -g synapse-orch-ai |
| Docker | docker pull synapseorchai/synapse-ai:latest |
Upgrade note (security hardening): the backend now auto-generates a shared internal token and, under docker-compose, binds its port to
127.0.0.1by default. The UI and its API are unaffected (the frontend proxies the backend internally). If you previously called the backend directly on:8765(e.g. external API clients), either point them at the frontend instead —http://host:3000/api/v1|v2/...— or setSYNAPSE_BACKEND_BIND=0.0.0.0in.envto keep publishing:8765.
Scale Mode
Run unlimited agents and orchestrations concurrently. When you need to go beyond a single process, the distributed scale layer handles the load:
- Redis Cluster — job queue, SSE event streams, pub/sub cancellation signals, auto-failover
- ARQ worker fleet — 1 to 100+ independent workers, each running up to 20 concurrent orchestrations; autoscale with KEDA on queue depth
- PgBouncer — multiplexes hundreds of worker connections into a small, stable Postgres pool
- S3 artifact storage — stream large file outputs directly to AWS S3, Cloudflare R2, or MinIO
- Multi-tenant quotas — per-team or per-customer concurrent run limits with HTTP 429 enforcement
- Per-step checkpoint recovery — worker crashes don't lose jobs; the next worker resumes from the last completed step
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