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πŸ† AgentReady Leaderboard

Community-driven rankings of agent-ready repositories.

πŸ₯‡ Top 10 Repositories

#1
83.5 Gold
#2
78.6 Gold
#3

ambient-code/agentready

Unknown Unknown
78.4 Gold
#4
76.5 Gold
#5

python-wheel-build/fromager

Unknown Unknown
75.8 Gold
#6
72.2 Silver
#7

opendatahub-io/ai-helpers

Unknown Unknown
64.7 Silver
#8
62.7 Silver
#9

feast-dev/feast

Unknown Unknown
61.6 Silver
#10

redhat/rhel-ai/ci-cd/docs

Unknown Unknown
60.9 Silver

πŸ“Š All Repositories

Rank Repository Score Tier Ruleset Language Size Last Updated
1 opendatahub-io/opendatahub-tests 83.5 Gold 1.0.1 Unknown Unknown 2026-03-05
2 redhat/rhel-ai/wheels/builder 78.6 Gold 1.0.1 Unknown Unknown 2026-03-25
3 ambient-code/agentready 78.4 Gold 1.0.1 Unknown Unknown 2026-01-15
4 opendatahub-io/odh-dashboard 76.5 Gold 1.0.1 Unknown Unknown 2026-03-18
5 python-wheel-build/fromager 75.8 Gold 1.0.1 Unknown Unknown 2026-03-27
6 redhat/rhel-ai/ci-cd/aipcc-product-management 72.2 Silver 1.0.1 Unknown Unknown 2026-03-24
7 opendatahub-io/ai-helpers 64.7 Silver 1.0.1 Unknown Unknown 2026-02-17
8 Red-Hat-AI-Innovation-Team/sdg_hub 62.7 Silver 1.0.1 Unknown Unknown 2026-02-07
9 feast-dev/feast 61.6 Silver 1.0.1 Unknown Unknown 2026-02-17
10 redhat/rhel-ai/ci-cd/docs 60.9 Silver 1.0.1 Unknown Unknown 2026-03-24
11 redhat/rhel-ai/ci-cd/dashboard 58.5 Bronze 1.0.1 Unknown Unknown 2026-03-24
12 jeremyeder/reference 55.8 Bronze 1.0.1 Unknown Unknown 2026-01-15
13 ambient-code/reference 55.8 Bronze 1.0.1 Unknown Unknown 2026-01-15
14 redhat/rhel-ai/rhai/pipeline 53.8 Bronze 1.0.1 Unknown Unknown 2026-03-25
15 quay/quay 51.0 Bronze 1.0.0 Unknown Unknown 2025-12-04
16 redhat/rhel-ai/ci-cd/aipcc-product-management-configs 49.3 Bronze 1.0.1 Unknown Unknown 2026-03-24
17 redhat/rhel-ai/ci-cd/central-linter 45.9 Bronze 1.0.1 Unknown Unknown 2026-03-24
18 redhat/rhel-ai/ci-cd/aipcc-claudio 44.5 Bronze 1.0.1 Unknown Unknown 2026-03-24
19 redhat/rhel-ai/containers/bootc 34.1 Needs Improvement 1.0.1 Unknown Unknown 2026-03-24
20 redhat/rhel-ai/ci-cd/aipcc-infrastructure 27.6 Needs Improvement 1.0.1 Unknown Unknown 2026-03-24
21 redhat/rhel-ai/containers/bootc-test 26.7 Needs Improvement 1.0.1 Unknown Unknown 2026-03-24
22 redhat/rhel-ai/disk-images/disk-image-test 26.7 Needs Improvement 1.0.1 Unknown Unknown 2026-03-24
23 redhat/rhel-ai/ci-cd/toolbox 24.8 Needs Improvement 1.0.1 Unknown Unknown 2026-03-24
24 redhat/rhel-ai/renovate-config 24.1 Needs Improvement 1.0.1 Unknown Unknown 2026-03-24
25 redhat/rhel-ai/konflux-data 15.3 Needs Improvement 1.0.1 Unknown Unknown 2026-03-24

Leaderboard updated: 2026-03-30T13:43:22.691615Z
Total repositories: 25


Key Features

πŸ”¬ Research-Backed

Every generated file and assessed attribute is backed by 50+ citations from Anthropic, Microsoft, Google, and academic research.

Tier Attribute Citations
T1 CLAUDE.md File 6
T2 Type Annotations 8
View all 25 attributes β†’

πŸ“ˆ CI-Friendly

Generated GitHub Actions run AgentReady on every PR, posting results as comments. Track improvements over time with Markdown reports.

AgentReady Score

βœ“ Auto-assess on every PR
βœ“ Markdown report comments
βœ“ Track improvements over time

⚑ One Command Setup

From zero to production-ready infrastructure in seconds. Review generated files with --dry-run before committing.

$ agentready bootstrap .
βœ“ Detected language: Python
βœ“ Generated 12 files (0.8s)
βœ“ Ready for git commit

🎯 Language-Specific

Auto-detects your primary language (Python, JavaScript, Go) and generates appropriate workflows, linters, and test configurations.

  • βœ“ Python (black, isort, ruff, pytest)
  • βœ“ JavaScript/TypeScript (prettier, eslint)
  • βœ“ Go (gofmt, golint)
  • Auto-detected via git ls-files

πŸ€– Automated Infrastructure

Bootstrap generates complete GitHub setup: Actions workflows, issue/PR templates, pre-commit hooks, Dependabot config, and security scanningβ€”all language-aware.

πŸ“ .github/
β”œβ”€β”€ workflows/ (3 files)
β”œβ”€β”€ ISSUE_TEMPLATE/
β”œβ”€β”€ PULL_REQUEST_TEMPLATE.md
└── CODEOWNERS
πŸ“„ .pre-commit-config.yaml
πŸ“„ .github/dependabot.yml

πŸ† Readiness Tiers

Platinum, Gold, Silver, Bronze levels validate your codebase quality. Bootstrap helps you achieve Gold (75+) immediately.

Platinum 90+ Gold 75+ Silver 60+ Bronze 40+

Bootstrap targets Gold (75+) immediately


πŸ“ˆ Submit Your Repository

# 1. Run assessment
agentready assess .

# 2. Submit to leaderboard (requires GITHUB_TOKEN)
export GITHUB_TOKEN=ghp_your_token_here
agentready submit

# 3. Wait for validation and PR merge

Requirements:

Learn more about submission β†’


CLI Reference

AgentReady provides a comprehensive CLI with multiple commands for different workflows:

Usage: agentready [OPTIONS] COMMAND [ARGS]...

  AgentReady Repository Scorer - Assess repositories for AI-assisted
  development.

  Evaluates repositories against 25 evidence-based attributes and generates
  comprehensive reports with scores, findings, and remediation guidance.

Options:
  --version  Show version information
  --help     Show this message and exit.

Commands:
  align             Align repository with best practices by applying fixes
  assess            Assess a repository against agent-ready criteria
  assess-batch      Assess multiple repositories in a batch operation
  bootstrap         Bootstrap repository with GitHub infrastructure
  demo              Run an automated demonstration of AgentReady
  experiment        SWE-bench experiment commands
  extract-skills    Extract reusable patterns and generate Claude Code skills
  generate-config   Generate example configuration file
  learn             Extract reusable patterns and generate skills (alias)
  migrate-report    Migrate assessment report to different schema version
  repomix-generate  Generate Repomix repository context for AI consumption
  research          Manage and validate research reports
  research-version  Show bundled research report version
  submit            Submit assessment results to AgentReady leaderboard
  validate-report   Validate assessment report against schema version

View detailed command documentation β†’