Agent Friendly Code
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flutter/aiGitHub

https://github.com/flutter/ai
Stars:
255
Default branch:
main
Last scored:
2h ago
Overall

Strengths

  • CI configuration
  • Dependency manifest
  • License file
  • README
  • Manageable size

Gaps

  • AGENTS.md / CLAUDE.md
  • CONTRIBUTING guide
  • Reproducible dev env
  • Linter / formatter config
  • Pre-commit / git hooks

Suggestions to improve for a specific model

  1. 1
    Reproducible dev env
    Add a Makefile or devcontainer or Dockerfile so the agent can set up the project in one command.
    +12.5 pts
  2. 2
    AGENTS.md / CLAUDE.md
    Add an AGENTS.md covering project goals, layout, setup commands, and conventions. Aim for 800+ chars of real guidance (not boilerplate).
    +7.5 pts
  3. 3
    CONTRIBUTING guide
    Add CONTRIBUTING.md describing branch naming, commit style, test commands, and the PR process.
    +6.3 pts

Per-model scores

Claude Code
Weights AGENTS.md and tests heavily — Claude Code leans on an instructions file and a fast feedback loop.
48.7
Cursor
Weights type config and a detailed README highly — Cursor's inline edits benefit from static types and skim-readable docs.
50.7
Devin
Weights CI and reproducible envs highly — Devin runs in a sandboxed VM and needs end-to-end automation.
55.0
GPT-5 Codex
Balanced profile as a reference point.
52.1
Gemini CLI
Weights long-form README and strict type configs — Gemini's long context favors docs-heavy codebases that spell out contracts.
51.3
Aider
Weights tests and linter highest — Aider runs both per-edit as its feedback loop, so a green bar translates directly into successful commits.
48.5
OpenHands
Weights reproducible dev-env and CI highest — OpenHands operates from a sandboxed container, so a working Dockerfile / Makefile is near-mandatory.
54.7
Pi
Weights AGENTS.md heavily and rewards a fast test/lint loop — Pi's minimal terminal harness reads AGENTS.md explicitly and defers sandboxing to user-installed extensions.
47.9

Alternatives

Same-language repos scored for Devin. Heuristic v1 (same language + same host); cross-language matches are refined in v0.5.0.

Signal breakdown

AGENTS.md / CLAUDE.md· 0% pass
No agent instructions file found
CI configuration· 100% pass
2 GitHub Actions workflow(s)
.github/workflows
CONTRIBUTING guide· 0% pass
No CONTRIBUTING file
Dependency manifest· 100% pass
Manifest present
pubspec.yaml
Reproducible dev env· 0% pass
No Makefile / devcontainer / Docker / equivalent found
License file· 100% pass
License present
LICENSE
Linter / formatter config· 0% pass
No linter/formatter config found
Pre-commit / git hooks· 0% pass
No pre-commit / husky / lefthook found
README· 100% pass
README detailed (6734 chars)
README.md
Manageable size· 100% pass
211 files
Test suite· 100% pass
Found /test
test
Type configuration· 0% pass
No type config found

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