neuron-explorer
Qwen3.5‑4B 전용 조향형 뉴런 탐색기, 모든 MLP 뉴런을 밀어 결과를 보관·탐색
전체 회사에 공유된 에이전트 팀을 제공해 회사 컨텍스트와 재사용 가능한 스킬을 기반으로 인프라를 직접 제어하며 운영합니다
Give your whole company a shared team of agents, built on company context and reusable skills, running on infrastructure you control.
개발 도구TypeScript · MDXGitHub @desplega-ai온라인운영자 미확인
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Your Company Agentic Operating System
저장소 README에서 가져옴
README 전체를 불러오는 중입니다. 아래는 저장된 발췌입니다.
An engine to make your company AI Native Built by desplega.sh .
This repo evolves every single day. Watch now →
▸ every team, one swarm · daily evolution · slack → pr · Making of
agent-swarm.dev is an open-source operating system for AI work. A lead agent delegates goals to workers such as Claude Code or Codex. Isolated containers, shared memory, tools, schedules, and review gates preserve work across sessions.README 전문 보기 ↗[!TIP] This repo evolves every single day. Watch now →
agent-swarm.dev is an open-source operating system for AI work. A lead agent delegates goals to workers such as Claude Code or Codex. Isolated containers, shared memory, tools, schedules, and review gates preserve work across sessions.
flowchart LR
subgraph IN["Tasks come in"]
direction TB
S["Slack"]
G["GitHub / GitLab"]
E["Email"]
A["API / CLI"]
end
LEAD(["Lead Agent<br/>plans & delegates"])
subgraph WORKERS["Workers in Docker"]
direction TB
W1["Worker"]
W2["Worker"]
W3["Worker"]
end
subgraph BRAIN["Persistent brain"]
direction TB
MEM["Memory<br/>(vector search)"]
ID["Identity<br/>(SOUL, CLAUDE.md)"]
end
subgraph OUT["Work ships"]
direction TB
PR["Pull Requests"]
REPLY["Slack replies"]
EMAIL["Email replies"]
end
IN --> LEAD --> WORKERS
WORKERS -->|reads context| BRAIN
WORKERS -->|writes learnings| BRAIN
WORKERS --> OUT
Give your coding agent the operator skill for Docker Compose or Kubernetes:
npx skills add desplega-ai/agent-swarm
Or install it as a plugin in your harness:
| Harness | Command |
|---|---|
| Claude Code | /plugin marketplace add desplega-ai/agent-swarm then /plugin install agent-swarm@agent-swarm |
| Codex | codex plugin marketplace add desplega-ai/agent-swarm && codex plugin add agent-swarm@agent-swarm (or use npx skills above) |
| Cursor | /add-plugin desplega-ai/agent-swarm |
| Gemini CLI | gemini extensions install https://github.com/desplega-ai/agent-swarm |
| Antigravity / Factory Droid | droid plugin marketplace add https://github.com/desplega-ai/agent-swarm then droid plugin install agent-swarm@agent-swarm |
| OpenCode, pi, Devin, Kimi, others | npx skills add desplega-ai/agent-swarm |
The plugin's privacy and terms links describe the Agent Swarm website and Cloud service. The self-hosted software remains covered by the MIT License.
Or self-host. docker-compose.example.yml is the reference deployment: deploy every agent in it by default (1 lead and 11 workers on the official templates), and remove agents only when you have a reason to.
Plan for at least 4 vCPU, 8 GB RAM and 40 GB of free disk, and prune old Docker images after upgrades. See Host requirements & disk cleanup.
The one-shot installer checks Docker and Compose v2, installs Bun when missing, runs agent-swarm onboard --yes --preset full (every official template; it runs one coder where the example runs two), and prints the dashboard /setup link:
curl -fsSL https://agent-swarm.dev/install.sh | bash
The raw GitHub URL (https://raw.githubusercontent.com/desplega-ai/agent-swarm/main/install.sh) serves the same script. The API is public through a tunnel by default, protected by the API key. Add bash -s -- --no-tunnel to keep it local.
No server yet? Deploy the Railway template in one click:
Or deploy one on any VPS: paste deploy/cloud-init.yaml as the user data of a new 4 vCPU / 8 GB Ubuntu server (Hetzner, DigitalOcean, Lightsail, Vultr). It installs Docker and Caddy, serves the API over HTTPS on <ip>.sslip.io or your domain, and shows the /setup link to root at login. To look first, try it for an hour on E2B; that trial deletes its data when the sandboxes stop.
Or use the examples directly:
git clone https://github.com/desplega-ai/agent-swarm.git && cd agent-swarm
cp .env.docker.example .env # Set API_KEY and the credential for your HARNESS_PROVIDER.
openssl rand -base64 32 > encryption_key
chmod 600 .env encryption_key
docker compose -f docker-compose.example.yml --env-file .env up -d
Agent ID variables are optional. Each container generates a UUID on first boot and keeps it in its personal volume, so identity survives restarts. Pin *_AGENT_ID in .env only to keep an existing identity or to survive removing volumes.
Read the Compose checklist before starting. API: http://localhost:3013, with /docs and /openapi.json.
Next, open the dashboard and connect it to your API with API_KEY. A new install lands on /setup, a guided first run that covers providers, agents, memory, integrations, and a first task.
Kubernetes: install the OCI Helm chart.
Slack · GitHub · GitLab · Azure DevOps · Linear · Jira · AgentMail · WhatsApp (Kapso) · Telegram, Teams and Discord (Chat SDK) · Composio · Sentry · Devin · Serply search. Integration guides.
AgentMail archives verified inbound deliveries before acknowledging them and retains the archive for 30 days, including mail excluded from task routing. See the contact inbox triage runbook for retention, coverage limits, and rollout instructions.
Read CONTRIBUTING.md, fork the repository, create a branch, and open a PR. Discuss ideas on Discord.
Are you an agent? Run
npx skills add desplega-ai/agent-swarmor read the operator skill.
MIT · 2025-2026 desplega.sh
Fresh deployments enable Slack thread renderer v2, queued Slack steering to the lead,
task steering, multi-runtime workers, RBAC, and task-tool preloading. Hybrid memory
search and graph expansion are also enabled. Explicit environment/config overrides
remain supported; see the environment reference.
When upgrading older workers, keep MULTI_RUNTIME_ENABLED=false until they support
runtime identities. Slack delegation rendering remains opt-in, and database retention
continues to default to dry-run.