Multi-agent orchestration,
built for production.
Set one API key. Commander classifies the task, picks the right topology, and streams every agent decision to your terminal. No black boxes. 6700+ tests, no graph builders, no YAML.
See every decision
Deliberation, topology, tools, and quality gates stream live — not after the fact. Copy, set a key, and watch agents work.
git clone https://github.com/PStarH/Commander.git
cd Commander && pnpm install
export OPENAI_API_KEY=sk-...
npx tsx packages/core/src/cliEntry.ts run "audit this repo" --stream
What Commander does
Six core capabilities, each backed by production-grade infrastructure and audited in CI.
Live SSE streaming
Every agent thought, tool call, and decision streams in real time via SSE.
Read more →Automatic topology selection
Classifies CODING / RESEARCH / ANALYSIS / FACTUAL and picks SINGLE · CHAIN · DISPATCH · ORCHESTRATOR · REVIEW.
Read more →25 providers with auto-failover
One API key. Auto-detect + failover across cloud and local models.
Read more →Quality gates on every output
Five-layer verification: hallucination, consistency, completeness, accuracy, safety.
Read more →Self-optimizing runtime
Thompson Sampling + Reflexion meta-learner. Activates after 5+ experiences.
Read more →Production infrastructure
Circuit breakers, DLQ, WAL checkpoints, semantic cache, saga, supervision tree.
Read more →Why Commander
Built for engineers who want to see what their AI is actually doing.
You are the engineer, not a passenger
Other frameworks hide agent graphs behind YAML and hope. Commander streams every thought, tool call, and quality gate so you can debug and trust the run.
No graph builders. No YAML.
Describe the task in plain language. Deliberation classifies it, picks a topology, and scales agents 1–20. Simple tasks stay simple.
Production primitives, not demos
Circuit breakers, DLQ, saga compensation, SQLite WAL checkpoints, semantic cache, multi-tenancy — the same discipline as a distributed system.
One key, twenty-five providers
Set any API key. Auto-detect + failover across cloud and local models (Ollama, vLLM). Swap providers without rewriting your workflow.
Start where you are
Three paths into the same engine.
Ready to orchestrate?
One command, 25 providers, every decision visible. Set an API key and go.