swarm-kit good first issues (Python)

Allow opting out of automatic .env loading 15 days ago

enhancement good first issue

12

A minimalist, state-aware multi-agent orchestration framework for Python. Features native tool execution, Bring-Your-Own-DB persistence, and an observability UI.

Python

Human-in-the-loop approval for sensitive tools 16 days ago

enhancement help wanted

moseleydev/swarm-kit

12

A minimalist, state-aware multi-agent orchestration framework for Python. Features native tool execution, Bring-Your-Own-DB persistence, and an observability UI.

Python

Support typed (non-string) values in update_state 17 days ago

enhancement good first issue

moseleydev/swarm-kit

12

A minimalist, state-aware multi-agent orchestration framework for Python. Features native tool execution, Bring-Your-Own-DB persistence, and an observability UI.

Python

Run synchronous tools in a thread pool inside execute_async() 17 days ago

enhancement good first issue

moseleydev/swarm-kit

12

A minimalist, state-aware multi-agent orchestration framework for Python. Features native tool execution, Bring-Your-Own-DB persistence, and an observability UI.

Python

Retries and timeouts for LLM calls 18 days ago

enhancement good first issue

moseleydev/swarm-kit

12

A minimalist, state-aware multi-agent orchestration framework for Python. Features native tool execution, Bring-Your-Own-DB persistence, and an observability UI.

Python

Report token usage and cost on SwarmResult 18 days ago

enhancement good first issue

moseleydev/swarm-kit

12

A minimalist, state-aware multi-agent orchestration framework for Python. Features native tool execution, Bring-Your-Own-DB persistence, and an observability UI.

Python

Generate the API reference from docstrings with mkdocstrings 18 days ago

documentation help wanted

moseleydev/swarm-kit

12

A minimalist, state-aware multi-agent orchestration framework for Python. Features native tool execution, Bring-Your-Own-DB persistence, and an observability UI.

Python

More examples (web search, mixed providers, SQLite, bots) 18 days ago

documentation good first issue

moseleydev/swarm-kit

12

A minimalist, state-aware multi-agent orchestration framework for Python. Features native tool execution, Bring-Your-Own-DB persistence, and an observability UI.

Python

Opt-in integration tests against a local model (Ollama) 18 days ago

good first issue

moseleydev/swarm-kit

12

A minimalist, state-aware multi-agent orchestration framework for Python. Features native tool execution, Bring-Your-Own-DB persistence, and an observability UI.

Python

Agent Studio: live state panel, plan view and offline CSS 18 days ago

enhancement good first issue

moseleydev/swarm-kit

12

A minimalist, state-aware multi-agent orchestration framework for Python. Features native tool execution, Bring-Your-Own-DB persistence, and an observability UI.

Python

History trimming / token budget 18 days ago

enhancement help wanted

moseleydev/swarm-kit

12

A minimalist, state-aware multi-agent orchestration framework for Python. Features native tool execution, Bring-Your-Own-DB persistence, and an observability UI.

Python

Built-in persistence adapters (SQLite, Redis) 18 days ago

enhancement help wanted

moseleydev/swarm-kit

12

A minimalist, state-aware multi-agent orchestration framework for Python. Features native tool execution, Bring-Your-Own-DB persistence, and an observability UI.

Python

Streaming responses (execute_stream()) 18 days ago

enhancement help wanted

moseleydev/swarm-kit

12

A minimalist, state-aware multi-agent orchestration framework for Python. Features native tool execution, Bring-Your-Own-DB persistence, and an observability UI.

Python

moseleydev/swarm-kit

Open Issues Need Help