teremterem/MiniAgents

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An async-first framework for building multi-agent AI systems with an innovative approach to parallelism, so you can focus on creating intelligent agents, not on managing the concurrency of your flows.

Stars: 137
Forks: 3
Open beginner issues: 0
Indexed issues: 26

Dominant language: Python
License: MIT
Last GitHub push: Jul 19, 2026
Latest indexed: Sep 19, 2026
Contributing guide: No contributing guide
Code of conduct: No code of conduct
Beginner labels: No beginner labels indexed
PR merge metrics: No merged PRs in 30d

Beginner friendly Everything

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26 open issues indexed

Additionally, support nested "promising" contexts in a form of a decorator ? Open

question

Difficulty 5/5 Over a week Newbie friendliness 15/100

teremterem/MiniAgents#171 · Opened Jul 19, 2025
Make `PromisingContext.start_soon()` spawn a nested `PromisingContext` that would keep track of its nested tasks ? Open

question

Difficulty 5/5 Over a week Newbie friendliness 25/100

teremterem/MiniAgents#170 · Opened Jul 19, 2025
Does `PromisingContext`/`MiniAgents` context need to be aware of specific async event loop ? Open

question

Difficulty 5/5 Over a week Newbie friendliness 20/100

teremterem/MiniAgents#167 · Opened Jul 14, 2025
Integrate LiteLLM Open

Difficulty 5/5 Over a week Newbie friendliness 20/100

teremterem/MiniAgents#165 · Opened Jul 7, 2025
Integrate Instructor Open

Difficulty 4/5 3-5 days Newbie friendliness 25/100

teremterem/MiniAgents#164 · Opened Jun 14, 2025
Simplify `LLMAgent` classes Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

teremterem/MiniAgents#163 · Opened Jun 6, 2025
Turn `llm_logger` feature into some sort of `md_logger_of_any_agent` ? Open

question

Difficulty 5/5 Over a week Newbie friendliness 10/100

teremterem/MiniAgents#162 · Opened Jun 6, 2025
[v0.1.0] Turn nested messages into promises Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

teremterem/MiniAgents#161 · Opened Jun 5, 2025
[v0.1.0] Trigger `on_persist_message` event upon message creation, not upon promise resolution Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

teremterem/MiniAgents#160 · Opened Jun 5, 2025
Does it make sense to allow passing MessagePromise and MessageSequencePromise objects as agent call kwargs ? Maybe allow putting them into the attributes of Message along the way ? (These two features might be very much related) Open

question

Difficulty 5/5 Over a week Newbie friendliness 15/100

teremterem/MiniAgents#159 · Opened Jun 5, 2025
Short Glossary for MiniAgents terminology somewhere in the Tutorial ? Open

question

Difficulty 3/5 1-2 days Newbie friendliness 25/100

teremterem/MiniAgents#158 · Opened Jun 5, 2025
Make sure each and every element of MiniAgents framework that is used in WebResearch is exhaustively documented ! Open

documentation

Difficulty 5/5 Over a week Newbie friendliness 15/100

teremterem/MiniAgents#145 · Opened Apr 21, 2025
Would it be useful to instruct LLM agents to produce a different message class on the fly ? Open

question

Difficulty 5/5 Over a week Newbie friendliness 20/100

teremterem/MiniAgents#140 · Opened Apr 13, 2025
Integrate OpenAI's Realtime Voice API Open

Difficulty 5/5 Over a week Newbie friendliness 15/100

teremterem/MiniAgents#139 · Opened Apr 13, 2025
Introduce `MessageSequencePromise.ametadata()` to return a single `Message` object from the agent along with the sequence ? Open

question

Difficulty 5/5 Over a week Newbie friendliness 25/100

teremterem/MiniAgents#137 · Opened Apr 13, 2025
Support OpenAI's structured response natively Open

Difficulty 4/5 3-5 days Newbie friendliness 25/100

teremterem/MiniAgents#134 · Opened Apr 13, 2025
Introduce `message_class`, `response_class` and `metadata_class` into `@miniagents` decorator Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

teremterem/MiniAgents#133 · Opened Apr 13, 2025
Discard the possibility to pass `resolvers`, `streamers`, `flatteners` as a constructor parameter ? Open

question

Difficulty 5/5 Over a week Newbie friendliness 20/100

teremterem/MiniAgents#124 · Opened Apr 7, 2025
Parametrise `MiniAgent` and `MessageSequencePromise` with generic types for `message_class`, `response_class` and `metadata_class` Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

teremterem/MiniAgents#120 · Opened Apr 6, 2025
Agent traces don't work well with `wait_for`, `await_for_subtasks`, `finish_early` etc. (deepest agent gets lost) Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

teremterem/MiniAgents#116 · Opened Apr 5, 2025
Aren't the concepts of `on_promise_resolved` and `on_persist_message` confusing ? Open

Difficulty 4/5 3-5 days Newbie friendliness 25/100

teremterem/MiniAgents#101 · 1 comment · Opened Mar 25, 2025
Add docstrings in as many places as possible Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

teremterem/MiniAgents#100 · Opened Mar 25, 2025
Support OpenAI's function calling in LlamaIndexMiniAgentLLM natively ? Open

question

Difficulty 5/5 Over a week Newbie friendliness 20/100

teremterem/MiniAgents#70 · Opened Jul 7, 2024
Turn as many of the framework classes into Pydantic models as possible ? Open

question

Difficulty 5/5 Over a week Newbie friendliness 25/100

teremterem/MiniAgents#66 · Opened Jul 3, 2024
Implement throttling in LLM agents ? Open

question

Difficulty 5/5 Over a week Newbie friendliness 25/100

teremterem/MiniAgents#40 · Opened Jun 7, 2024
Automate the release procedure ? Open

question

Difficulty 4/5 3-5 days Newbie friendliness 30/100

teremterem/MiniAgents#9 · Opened Mar 25, 2024

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