AI agent builder with a VM at its heart. Every agent gets its own microVM sandbox to install software, run code and use the GPU in. Python, Node.js and Rust.

Is brekkylab/ailoy beginner-friendly?

In the last 30 days, brekkylab/ailoy merged 24 of 29 pull requests from outside contributors, and its maintainers usually reply within 1 day. No beginner-friendly issue is open right now; the list below has the other issues we hold for it.

Stars
156
Forks
8
Open beginner issues
0
Indexed issues
37
Avg merge
1d 20h
Merged PRs (30d)
55
Dominant language
Rust
License
Apache-2.0
Last GitHub push
Nov 2, 2026
Latest indexed
Oct 6, 2026
Contributing guide
Contributing guide
Code of conduct
Code of conduct
Beginner labels
good first issue

How to contribute to brekkylab/ailoy

  1. Read the contributing guide first: it says how the maintainers want changes proposed, tested and reviewed.
  2. Read its code of conduct: it covers issues and pull requests as well as chat.
  3. Your contributions will be published under the project's Apache-2.0 license.
  4. Follow the repository to hear when a new beginner-friendly issue opens, or look through the other issues below.

Issues somebody may already be working on are listed last. List everything by date

  • Rust has no `infer_stream` fallback
    Open
    area:models enhancement

    Difficulty 2/5 1-3 hours Newbie friendliness 76/100

    brekkylab/ailoy#577 ·

    Maintainers usually reply within 1 day

  • Tool failure results differ by language
    Open
    area:tools enhancement User API

    Difficulty 5/5 Over a week Newbie friendliness 35/100

    brekkylab/ailoy#576 ·

    Maintainers usually reply within 1 day

  • Rust `Agent::run` doesn't accept a string
    Open
    area:agent binding:node binding:python enhancement User API

    Difficulty 2/5 1-3 hours Newbie friendliness 78/100

    brekkylab/ailoy#575 ·

    Maintainers usually reply within 1 day

  • Move binding-only logic into the crate
    Open
    binding:node binding:python enhancement User API

    Difficulty 4/5 3-5 days Newbie friendliness 45/100

    brekkylab/ailoy#574 ·

    Maintainers usually reply within 1 day

  • CI that tests code in Pull requests
    Open
    ci

    Difficulty 4/5 3-5 days Newbie friendliness 55/100

    brekkylab/ailoy#570 ·

    Maintainers usually reply within 1 day

  • Revise `system_tools()`
    Open
    area:tools needs-design refactor

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

    brekkylab/ailoy#557 · 1 reaction ·

    Maintainers usually reply within 1 day

  • docs: quick-start examples don't run as written (Node.js, Rust)
    Open
    docs

    Difficulty 3/5 1-2 days Newbie friendliness 65/100

    brekkylab/ailoy#548 ·

    Maintainers usually reply within 1 day

  • [Restore] Clear history feature
    Open
    area:agent binding:node binding:python enhancement needs-design User API

    Difficulty 4/5 3-5 days Newbie friendliness 48/100

    brekkylab/ailoy#544 ·

    Maintainers usually reply within 1 day

  • Build an agent from one serialized config(spec)
    Open
    area:agent enhancement

    Difficulty 5/5 Over a week Newbie friendliness 35/100

    brekkylab/ailoy#489 ·

    Maintainers usually reply within 1 day

  • Add an `ask_user` tool for asking the user mid-turn
    Open
    area:tools enhancement

    Difficulty 5/5 Over a week Newbie friendliness 35/100

    brekkylab/ailoy#487 · 1 comment ·

    Maintainers usually reply within 1 day

  • Daemon design
    Open
    enhancement needs-design

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

    brekkylab/ailoy#481 ·

    Maintainers usually reply within 1 day

  • Agent Automation
    Open
    area:agent enhancement needs-design

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

    brekkylab/ailoy#477 ·

    Maintainers usually reply within 1 day

  • [ADD] Basic Feature Examples
    Possibly taken @ljhh-0611 claimed this 14 days ago. Open
    docs enhancement examples good first issue

    brekkylab/ailoy#543 · 1 reaction · 1 assignee ·

    Maintainers usually reply within 1 day

  • Guide page for memory: what is saved, search_history, the profile and conversation_id
    Possibly taken @nuriyoo claimed this 12 days ago. Open
    docs

    Difficulty 4/5 1-2 days Newbie friendliness 48/100

    brekkylab/ailoy#521 · 1 assignee ·

    Maintainers usually reply within 1 day

  • Generate images through OpenAI and Gemini
    Possibly taken @selloriwoo claimed this 11 days ago. Open
    area:models enhancement needs-design

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

    brekkylab/ailoy#507 · 1 assignee ·

    Maintainers usually reply within 1 day

  • Run any OpenAI-compatible server through the vLLM backend, and say so in the guide
    Possibly taken @nuriyoo claimed this 20 days ago. Open
    area:models enhancement needs-design

    Difficulty 5/5 Over a week Newbie friendliness 35/100

    brekkylab/ailoy#505 · 1 assignee ·

    Maintainers usually reply within 1 day

  • Bring local model inference back, through llama.cpp
    Possibly taken @nuriyoo claimed this 20 days ago. Open
    area:models enhancement needs-design

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

    brekkylab/ailoy#503 · 1 assignee ·

    Maintainers usually reply within 1 day

  • Restore tool result streaming: a tool's result arrives as deltas while the tool runs
    Possibly taken @khj809 claimed this 20 days ago. Open
    area:agent area:tools binding:node binding:python enhancement

    Difficulty 5/5 Over a week Newbie friendliness 12/100

    brekkylab/ailoy#499 · 1 assignee ·

    Maintainers usually reply within 1 day

  • Revise `memory`
    Possibly taken @selloriwoo claimed this 28 days ago. Open
    area:memory enhancement

    Difficulty 5/5 Over a week Newbie friendliness 12/100

    brekkylab/ailoy#483 · 1 assignee ·

    Maintainers usually reply within 1 day

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