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llmbroker

Turn a crowd of free, rate-limited LLMs into one reliable model — no premium subscription, no single point of failure. No LangChain, no heavy deps.

pip install llmbroker
llmbroker env freetier > .env   # which API keys to get, and where
broker = llmbroker.Broker()     # no config file: the curated pool of free models
reply = broker.ask("Explain decorators in one sentence")
print(reply.text)   # groq rate-limited? gemini answers instead

Fill in whichever keys are easy — models without keys just stay inactive.

Why another router? LiteLLM or OpenRouter forward your request and hand back the error; llmbroker runs the pool for you: backs off on rate limits and retries with the next model inside the same call, disables dead keys on its own, and learns which models are weak at which tasks. Set it up once, never administer it.

Fast, resilient answers Automatic failover by default; fastest_of=2 races models when latency matters
Chat, tools & agents broker.chat(messages, tools=...), run_tool_loop(...)
Async & streaming AsyncBroker — same engine for FastAPI / agents / workers, token by token
A paid model by name Broker(direct=["opus"]) — an eternal alias, called past the pool
Scale out Broker("postgresql://…") — sqlite / Postgres / MongoDB, calling code unchanged
Self-regulating pool reply.record_quality(0.3) — weak models sink per task kind; rate later with broker.record_quality(...)
Nothing hidden broker.snapshot(), the call journal, tracing by your own trace_id
Pluggable secrets env vars, DB, AWS, Vault, or your own backend
Multi-user mode per-user API keys on top of one shared pool

Documentation

Development

Do not forget to run . ./activate.sh. It needs uv installed.

Use pre-commit hooks for code quality:

pre-commit install

Install invoke preferably with uv tool:

uv tool install invoke

For a list of available scripts run invoke --list; for details on one, invoke <script> --help.

The bundled freetier preset drifts as providers change their free tiers; refresh it with invoke catalog-refresh, which prints the maintenance runbook (src/llmbroker/presets/freetier-refresh-prompt.md).

Reports:

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