Public recordGood
Software health reportschema 0.15.0 · metrics 1.13.0 · 2026-07-20 01:20 UTC
ambient-code / agentready
Repo Optimizer: Assess git repositories for AI-assisted development readiness. Submit your score!
ambient-code/agentready holds a health index of 77 out of 100, placing it in the Good band. It scores highest on Engineering Quality (92/100) and lowest on Security (59/100). It was last updated 3 days ago. 2 contributors account for most of its recent work.
77
overall / 100Software health index
Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At risk ceiling of 49. AI Readiness sits outside the overall score.
77
Excellent85-100Exemplary; meets essentially all checked criteria
Good70-84Healthy; minor gaps
Moderate50-69Acceptable with notable gaps; review recommended
At risk30-49Significant weaknesses; adoption warrants caution
Critical1-29Severe problems (abandoned, single-maintainer, no hygiene)
Score profile
Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.
Ownership
ambient-codeOrganization
106 followers19 public repossince Sep 2025
This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.
Package ecosystems
| Registry | Package | Version | Downloads / mo | Versions | Last publish |
|---|---|---|---|---|---|
| PyPI | agentready | 2.50.0 | 4,522 | 85 | 3 days ago |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
91
Development activity
85Excellent
How it's scored
| 36/36 | Push recency — last push 3 days ago |
| 20.8/36 | Commit cadence — 30/52 weeks with commits |
| 18/18 | Commit volume — 641 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 641 |
| human_commit_share | — |
| days_since_last_push | 3 |
| active_weeks_last_year | 30 |
Release discipline
100Excellent
How it's scored
| 27/27 | Ships releases — 100 releases published |
| 36/36 | Release recency — latest release 3 days ago |
| 27/27 | Release cadence — a release every ~5.4 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 100 |
| latest_release_tag | v2.50.0 |
| releases_from_tags | no |
| days_since_latest_release | 3 |
| mean_days_between_releases | 5.4 |
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.
Community & Adoption
Does the project have users, downloads, attention, and a welcoming setup for contributors?
67
Popularity & adoption
50Moderate
How it's scored
| 35/60 | Stars — 145 stars |
| 14.8/25 | Forks — 60 forks |
| 0/15 | Watchers — 0 watchers |
Inputs used
| forks | 60 |
| stars | 145 |
| watchers | 0 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
92Excellent
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (MIT) |
| 18/18 | CONTRIBUTING guide |
| 13.5/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 6.3/6.3 | PR template |
Inputs used
| has_readme | yes |
| has_license | yes |
| has_contributing | yes |
| has_issue_template | no |
| has_code_of_conduct | yes |
| has_pull_request_template | yes |
Ecosystem adoption (downloads)
61Moderate
How it's scored
| 48.7/80 | Monthly downloads — 4,522 downloads/month across pypi |
| 0/20 | Registry dependents — not reported by this ecosystem |
Inputs used
| packages | agentready |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 4,522 |
Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.
Sustainability & Governance
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
73
Maintainer resilience (bus factor)
65Moderate
How it's scored
| 25.2/54 | Bus factor — 2 contributor(s) cover half of all commits |
| 16.2/22.5 | Commit distribution — top contributor authored 28% of commits |
| 13.5/13.5 | Contributor breadth — 36 contributors |
| 10/10 | OpenSSF Scorecard: Contributors — project has 8 contributing companies or organizations |
Inputs used
| bus_factor | 2 |
| contributors_sampled | 36 |
| top_contributor_share | 0.281 |
How it's scored
| 37.1/46.8 | Issue resolution — 79% of issues closed |
| 33.7/38.3 | PR acceptance — 284/322 decided PRs merged |
| 6/15 | OpenSSF Scorecard: Code-Review — Found 10/23 approved changesets -- score normalized to 4 |
Inputs used
| merged_prs | 284 |
| open_issues | 39 |
| closed_issues | 150 |
| issue_closed_ratio | 0.794 |
| closed_unmerged_prs | 38 |
Ownership & stewardship
56Moderate
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 14.6/25 | Owner reach — 106 followers of ambient-code |
| 11.2/25 | Track record — 19 public repos, account ~0 yr old |
Inputs used
| followers | 106 |
| owner_type | Organization |
| is_verified | — |
| owner_login | ambient-code |
| public_repos | 19 |
| account_age_days | 312 |
Package maintenance
100Excellent
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 35/35 | Publish recency — latest publish 3 days ago |
| 20/20 | Version history — 85 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | agentready |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 3 |
Engineering Quality
Are baseline engineering and documentation practices in place?
92
Engineering practices
94Excellent
How it's scored
| 24/24 | CI workflows — 12 workflow(s) |
| 24/24 | Tests present |
| 16/16 | Linter config |
| 9.6/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 17 out of 17 merged PRs checked by a CI test -- score normalized to 10 |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | yes |
| has_precommit_config | yes |
Documentation
90Excellent
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://ambient-code.github.io/agentready/ |
| 10/10 | Repository description |
| 10/10 | Topics — 4 topics |
| 0/10 | Wiki |
Inputs used
| topics | ai-assisted-development, assessment-tool, code-quality, python |
| has_wiki | no |
| homepage | https://ambient-code.github.io/agentready/ |
| has_readme | yes |
| has_docs_dir | yes |
| has_description | yes |
Security
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
59
Security posture
59Moderate
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — branch protection not enabled on development/release branches |
| 2.5/2.5 | CI-Tests — 17 out of 17 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 3/7.5 | Code-Review — Found 10/23 approved changesets -- score normalized to 4 |
| 2.5/2.5 | Contributors — project has 8 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | License — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 5/5 | Security-Policy — security policy file detected |
| 0/7.5 | Signed-Releases — no data |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 4.5/7.5 | Vulnerabilities — 4 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 17 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 1 |
| scorecard_aggregate | 5.9 |
Excluded from scoring (no data or not applicable): signed_releases. Remaining weights renormalized.
AI Readiness
How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score.
66
Agent context & guidance
75Good
How it's scored
| 45/45 | Agent instructions — AGENTS.md, CLAUDE.md |
| 0/15 | Machine-readable docs (llms.txt) |
| 0/40 | Legible commit history — no data |
Inputs used
| has_llms_txt | no |
| legible_history_share | — |
| agent_instruction_files | AGENTS.md, CLAUDE.md |
| agent_instruction_max_bytes | 2,612 |
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.
How it's scored
| 18/18 | One-command bootstrap — Makefile |
| 22/22 | Automated tests |
| 11/11 | Lint / format config |
| 0/11 | Static type checking |
| 10/10 | Reproducible environment — lockfile |
| 0/10 | Demonstrated agent practice — no data |
| 5/8 | Automated maintenance — dependency automation configured, none observed in the sampled commits |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | Gemfile.lock, uv.lock |
| has_dockerfile | no |
| typed_language | no |
| bootstrap_files | Makefile |
| has_devcontainer | no |
| has_linter_config | yes |
| typecheck_configs | — |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.
Code legibility for models
54Moderate
How it's scored
| 0/45 | Type-checkable code — Python without a type-check config |
| 54.3/55 | Manageable file sizes — 2/163 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 72,600 |
| source_files_sampled | 163 |
| oversized_source_files | 2 |
Machine-readable interfaces
40At risk
How it's scored
| 0/40 | API schema (OpenAPI/GraphQL/proto) |
| 0/20 | MCP server |
| 40/40 | Runnable examples — demos, examples |
Inputs used
| example_dirs | demos, examples |
| has_mcp_signal | no |
| api_schema_files | — |
Key facts
145GitHub stars
36contributors
641commits, last 12 months
3days since last push
100releases
2bus factor
39open issues
PyPI, RubyGemspackage ecosystems
More detail
OpenSSF Scorecard 5.9 / 10
5.9aggregate
Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).
| 10 | Binary-Artifacts | no binaries found in the repo |
| 0 | Branch-Protection | branch protection not enabled on development/release branches |
| 10 | CI-Tests | 17 out of 17 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 4 | Code-Review | Found 10/23 approved changesets -- score normalized to 4 |
| 10 | Contributors | project has 8 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 10 | Security-Policy | security policy file detected |
| n/a | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 6 | Vulnerabilities | 4 existing vulnerabilities detected |
Direct dependencies 22
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| RubyGems | github-pages | — | docs/Gemfile |
| RubyGems | jekyll-seo-tag | — | docs/Gemfile |
| RubyGems | jekyll-sitemap | — | docs/Gemfile |
| RubyGems | jekyll-feed | — | docs/Gemfile |
| RubyGems | webrick | — | docs/Gemfile |
| RubyGems | csv | — | docs/Gemfile |
| RubyGems | base64 | — | docs/Gemfile |
| RubyGems | bigdecimal | — | docs/Gemfile |
| PyPI | click | >=8.1.0 | pyproject.toml |
| PyPI | jinja2 | >=3.1.0 | pyproject.toml |
| PyPI | pyyaml | >=6.0 | pyproject.toml |
| PyPI | gitpython | >=3.1.0 | pyproject.toml |
| PyPI | radon | >=6.0.0 | pyproject.toml |
| PyPI | lizard | >=1.17.0 | pyproject.toml |
| PyPI | anthropic | >=0.74.0 | pyproject.toml |
| PyPI | jsonschema | >=4.17.0 | pyproject.toml |
| PyPI | requests | >=2.31.0 | pyproject.toml |
| PyPI | pydantic | >=2.0.0 | pyproject.toml |
| PyPI | pandas | >=2.0.0 | pyproject.toml |
| PyPI | plotly | >=5.0.0 | pyproject.toml |
| PyPI | scipy | >=1.10.0 | pyproject.toml |
| PyPI | PyGithub | >=2.1.1 | pyproject.toml |
All dependencies 171
Full resolved dependency set from the GitHub dependency graph: 24 direct and 147 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | anthropic | 0.40.0 | direct |
| PyPI | anthropic | 0.74.1 | direct |
| PyPI | click | 8.3.1 | direct |
| PyPI | gitpython | 3.1.50 | direct |
| PyPI | jinja2 | 3.1.6 | direct |
| PyPI | jsonschema | 4.25.1 | direct |
| PyPI | lizard | 1.19.0 | direct |
| PyPI | pandas | 2.3.3 | direct |
| PyPI | plotly | 6.5.0 | direct |
| PyPI | pydantic | 2.12.4 | direct |
| PyPI | pygithub | 2.8.1 | direct |
| PyPI | pyyaml | 6.0.2 | direct |
| PyPI | pyyaml | 6.0.3 | direct |
| PyPI | radon | 6.0.1 | direct |
| PyPI | requests | 2.33.0 | direct |
| PyPI | scipy | 1.16.3 | direct |
| RubyGems | base64 | 0.2.0 | direct |
| RubyGems | bigdecimal | 4.0.1 | direct |
| RubyGems | csv | 3.3.5 | direct |
| RubyGems | github-pages | 231 | direct |
| RubyGems | jekyll-feed | 0.17.0 | direct |
| RubyGems | jekyll-seo-tag | 2.8.0 | direct |
| RubyGems | jekyll-sitemap | 1.4.0 | direct |
| RubyGems | webrick | 1.9.2 | direct |
| PyPI | agentready | 2.49.0 | indirect |
| PyPI | annotated-types | 0.7.0 | indirect |
| PyPI | anyio | 4.11.0 | indirect |
| PyPI | attrs | 25.4.0 | indirect |
| PyPI | black | 26.3.1 | indirect |
| PyPI | certifi | 2025.11.12 | indirect |
| PyPI | cffi | 2.0.0 | indirect |
| PyPI | charset-normalizer | 3.4.4 | indirect |
| PyPI | colorama | 0.4.6 | indirect |
| PyPI | coverage | 7.12.0 | indirect |
| PyPI | cryptography | 48.0.1 | indirect |
| PyPI | distro | 1.9.0 | indirect |
| PyPI | docstring-parser | 0.17.0 | indirect |
| PyPI | flake8 | 7.3.0 | indirect |
| PyPI | gitdb | 4.0.12 | indirect |
| PyPI | h11 | 0.16.0 | indirect |
| PyPI | httpcore | 1.0.9 | indirect |
| PyPI | httpx | 0.28.1 | indirect |
| PyPI | idna | 3.15 | indirect |
| PyPI | iniconfig | 2.3.0 | indirect |
| PyPI | isort | 7.0.0 | indirect |
| PyPI | jiter | 0.12.0 | indirect |
| PyPI | jsonschema-specifications | 2025.9.1 | indirect |
| PyPI | mando | 0.7.1 | indirect |
| PyPI | markupsafe | 3.0.3 | indirect |
| PyPI | mccabe | 0.7.0 | indirect |
| PyPI | mypy-extensions | 1.1.0 | indirect |
| PyPI | narwhals | 2.13.0 | indirect |
| PyPI | numpy | 2.3.5 | indirect |
| PyPI | packaging | 25.0 | indirect |
| PyPI | pathspec | 1.0.4 | indirect |
| PyPI | platformdirs | 4.5.0 | indirect |
| PyPI | pluggy | 1.6.0 | indirect |
| PyPI | pycodestyle | 2.14.0 | indirect |
| PyPI | pycparser | 2.23 | indirect |
| PyPI | pydantic-core | 2.41.5 | indirect |
| PyPI | pyflakes | 3.4.0 | indirect |
| PyPI | pygments | 2.20.0 | indirect |
| PyPI | pyjwt | 2.13.0 | indirect |
| PyPI | pynacl | 1.6.2 | indirect |
| PyPI | pytest | 9.0.3 | indirect |
| PyPI | pytest-cov | 7.0.0 | indirect |
| PyPI | python-dateutil | 2.9.0.post0 | indirect |
| PyPI | python-dotenv | 1.2.2 | indirect |
| PyPI | pytokens | 0.4.1 | indirect |
| PyPI | pytz | 2025.2 | indirect |
| PyPI | referencing | 0.37.0 | indirect |
| PyPI | rpds-py | 0.29.0 | indirect |
| PyPI | ruff | 0.14.6 | indirect |
| PyPI | six | 1.17.0 | indirect |
| PyPI | smmap | 5.0.2 | indirect |
| PyPI | sniffio | 1.3.1 | indirect |
| PyPI | typing-extensions | 4.15.0 | indirect |
| PyPI | typing-inspection | 0.4.2 | indirect |
| PyPI | tzdata | 2025.2 | indirect |
| PyPI | urllib3 | 2.7.0 | indirect |
| RubyGems | activesupport | 6.1.7.10 | indirect |
| RubyGems | addressable | 2.9.0 | indirect |
| RubyGems | coffee-script | 2.4.1 | indirect |
| RubyGems | coffee-script-source | 1.12.2 | indirect |
| RubyGems | colorator | 1.1.0 | indirect |
| RubyGems | commonmarker | 0.23.12 | indirect |
| RubyGems | concurrent-ruby | 1.3.7 | indirect |
| RubyGems | dnsruby | 1.73.1 | indirect |
| RubyGems | em-websocket | 0.5.3 | indirect |
| RubyGems | ethon | 0.15.0 | indirect |
| RubyGems | eventmachine | 1.2.7 | indirect |
| RubyGems | execjs | 2.10.0 | indirect |
| RubyGems | faraday | 2.14.2 | indirect |
| RubyGems | faraday-net_http | 3.4.2 | indirect |
| RubyGems | ffi | 1.17.2 | indirect |
| RubyGems | forwardable-extended | 2.6.0 | indirect |
| RubyGems | gemoji | 4.1.0 | indirect |
| RubyGems | github-pages-health-check | 1.18.2 | indirect |
| RubyGems | html-pipeline | 2.14.3 | indirect |
| RubyGems | html-proofer | 4.4.3 | indirect |
| RubyGems | http_parser.rb | 0.8.0 | indirect |
| RubyGems | i18n | 1.14.7 | indirect |
| RubyGems | jekyll | 3.9.5 | indirect |
| RubyGems | jekyll-avatar | 0.8.0 | indirect |
| RubyGems | jekyll-coffeescript | 1.2.2 | indirect |
| RubyGems | jekyll-commonmark | 1.4.0 | indirect |
| RubyGems | jekyll-commonmark-ghpages | 0.4.0 | indirect |
| RubyGems | jekyll-default-layout | 0.1.5 | indirect |
| RubyGems | jekyll-gist | 1.5.0 | indirect |
| RubyGems | jekyll-github-metadata | 2.16.1 | indirect |
| RubyGems | jekyll-include-cache | 0.2.1 | indirect |
| RubyGems | jekyll-mentions | 1.6.0 | indirect |
| RubyGems | jekyll-optional-front-matter | 0.3.2 | indirect |
| RubyGems | jekyll-paginate | 1.1.0 | indirect |
| RubyGems | jekyll-readme-index | 0.3.0 | indirect |
| RubyGems | jekyll-redirect-from | 0.16.0 | indirect |
| RubyGems | jekyll-relative-links | 0.6.1 | indirect |
| RubyGems | jekyll-remote-theme | 0.4.3 | indirect |
| RubyGems | jekyll-sass-converter | 1.5.2 | indirect |
| RubyGems | jekyll-swiss | 1.0.0 | indirect |
| RubyGems | jekyll-theme-architect | 0.2.0 | indirect |
| RubyGems | jekyll-theme-cayman | 0.2.0 | indirect |
| RubyGems | jekyll-theme-dinky | 0.2.0 | indirect |
| RubyGems | jekyll-theme-hacker | 0.2.0 | indirect |
| RubyGems | jekyll-theme-leap-day | 0.2.0 | indirect |
| RubyGems | jekyll-theme-merlot | 0.2.0 | indirect |
| RubyGems | jekyll-theme-midnight | 0.2.0 | indirect |
| RubyGems | jekyll-theme-minimal | 0.2.0 | indirect |
| RubyGems | jekyll-theme-modernist | 0.2.0 | indirect |
| RubyGems | jekyll-theme-primer | 0.6.0 | indirect |
| RubyGems | jekyll-theme-slate | 0.2.0 | indirect |
| RubyGems | jekyll-theme-tactile | 0.2.0 | indirect |
| RubyGems | jekyll-theme-time-machine | 0.2.0 | indirect |
| RubyGems | jekyll-titles-from-headings | 0.5.3 | indirect |
| RubyGems | jekyll-watch | 2.2.1 | indirect |
| RubyGems | jemoji | 0.13.0 | indirect |
| RubyGems | json | 2.19.5 | indirect |
| RubyGems | kramdown | 2.4.0 | indirect |
| RubyGems | kramdown-parser-gfm | 1.1.0 | indirect |
| RubyGems | liquid | 4.0.4 | indirect |
| RubyGems | listen | 3.9.0 | indirect |
| RubyGems | logger | 1.7.0 | indirect |
| RubyGems | mercenary | 0.3.6 | indirect |
| RubyGems | mini_portile2 | 2.8.9 | indirect |
| RubyGems | minima | 2.5.1 | indirect |
| RubyGems | minitest | 5.25.4 | indirect |
| RubyGems | net-http | 0.9.1 | indirect |
| RubyGems | nokogiri | 1.19.4 | indirect |
| RubyGems | octokit | 4.25.1 | indirect |
| RubyGems | parallel | 1.24.0 | indirect |
| RubyGems | pathutil | 0.16.2 | indirect |
| RubyGems | public_suffix | 5.1.1 | indirect |
| RubyGems | racc | 1.8.1 | indirect |
| RubyGems | rainbow | 3.1.1 | indirect |
| RubyGems | rb-fsevent | 0.11.2 | indirect |
| RubyGems | rb-inotify | 0.11.1 | indirect |
| RubyGems | rexml | 3.4.4 | indirect |
| RubyGems | rouge | 3.30.0 | indirect |
| RubyGems | rubyzip | 2.4.1 | indirect |
| RubyGems | safe_yaml | 1.0.5 | indirect |
| RubyGems | sass | 3.7.4 | indirect |
| RubyGems | sass-listen | 4.0.0 | indirect |
| RubyGems | sawyer | 0.9.3 | indirect |
| RubyGems | simpleidn | 0.2.3 | indirect |
| RubyGems | terminal-table | 1.8.0 | indirect |
| RubyGems | typhoeus | 1.5.0 | indirect |
| RubyGems | tzinfo | 2.0.6 | indirect |
| RubyGems | unicode-display_width | 1.8.0 | indirect |
| RubyGems | uri | 1.1.1 | indirect |
| RubyGems | yell | 2.2.2 | indirect |
| RubyGems | zeitwerk | 2.6.18 | indirect |
Raw JSON report machine-readable
{
"data": {
"repo": {
"topics": [
"ai-assisted-development",
"assessment-tool",
"code-quality",
"python"
],
"is_fork": false,
"size_kb": 6771,
"has_wiki": false,
"homepage": "https://ambient-code.github.io/agentready/",
"languages": {
"HTML": 72609,
"Jinja": 85703,
"Shell": 67685,
"Python": 1858199,
"Makefile": 2913,
"JavaScript": 5575
},
"pushed_at": "2026-07-16T13:00:44Z",
"created_at": "2025-11-21T08:51:33Z",
"owner_type": "Organization",
"updated_at": "2026-07-16T13:01:00Z",
"description": "Repo Optimizer: Assess git repositories for AI-assisted development readiness. Submit your score!",
"is_archived": false,
"is_disabled": false,
"license_spdx": "MIT",
"default_branch": "main",
"license_spdx_raw": "MIT",
"primary_language": "Python",
"significant_languages": [
"Python"
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"code": "license_standard",
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{
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{
"key": "code_of_conduct",
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{
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"components": [
{
"key": "monthly_downloads",
"name": "Monthly downloads",
"detail": "4,522 downloads/month across pypi",
"points": 48.7,
"status": "partial",
"details": [
{
"code": "downloads_monthly",
"params": {
"count": 4522,
"ecosystems": "pypi"
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}
],
"max_points": 80
},
{
"key": "registry_dependents",
"name": "Registry dependents",
"detail": "not reported by this ecosystem",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_reported_by_this_ecosystem",
"params": {}
}
],
"max_points": 20
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]
}
],
"description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
},
{
"key": "governance",
"band": "good",
"name": "Sustainability & Governance",
"value": 73,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "moderate",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 65,
"inputs": {
"bus_factor": 2,
"contributors_sampled": 36,
"top_contributor_share": 0.281
},
"components": [
{
"key": "bus_factor",
"name": "Bus factor",
"detail": "2 contributor(s) cover half of all commits",
"points": 25.2,
"status": "partial",
"details": [
{
"code": "bus_factor",
"params": {
"count": 2
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}
],
"max_points": 54
},
{
"key": "commit_distribution",
"name": "Commit distribution",
"detail": "top contributor authored 28% of commits",
"points": 16.2,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 28
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}
],
"max_points": 22.5
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{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "36 contributors",
"points": 13.5,
"status": "met",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 36
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}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 8 contributing companies or organizations",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "good",
"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
"value": 77,
"inputs": {
"merged_prs": 284,
"open_issues": 39,
"closed_issues": 150,
"issue_closed_ratio": 0.794,
"closed_unmerged_prs": 38
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "79% of issues closed",
"points": 37.1,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 79
}
}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "284/322 decided PRs merged",
"points": 33.7,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 284,
"decided": 322
}
}
],
"max_points": 38.25
},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "Found 10/23 approved changesets -- score normalized to 4",
"points": 6,
"status": "partial",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "moderate",
"name": "Ownership & stewardship",
"note": null,
"notes": [],
"value": 56,
"inputs": {
"followers": 106,
"owner_type": "Organization",
"is_verified": null,
"owner_login": "ambient-code",
"public_repos": 19,
"account_age_days": 312
},
"components": [
{
"key": "ownership_backing",
"name": "Ownership backing",
"detail": "organization-owned",
"points": 30,
"status": "met",
"details": [
{
"code": "owner_organization",
"params": {}
}
],
"max_points": 30
},
{
"key": "verified_domain",
"name": "Verified domain",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "owner_reach",
"name": "Owner reach",
"detail": "106 followers of ambient-code",
"points": 14.6,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 106,
"login": "ambient-code"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "19 public repos, account ~0 yr old",
"points": 11.2,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 19
}
},
{
"code": "account_age_years",
"params": {
"years": 0
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"agentready"
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"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 3
},
"components": [
{
"key": "published_resolvable",
"name": "Published & resolvable",
"detail": "1 package(s) on pypi",
"points": 25,
"status": "met",
"details": [
{
"code": "packages_published",
"params": {
"count": 1,
"ecosystems": "pypi"
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}
],
"max_points": 25
},
{
"key": "publish_recency",
"name": "Publish recency",
"detail": "latest publish 3 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 3
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "85 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 85
}
}
],
"max_points": 20
},
{
"key": "not_deprecated",
"name": "Not deprecated",
"detail": "active, not deprecated or yanked",
"points": 20,
"status": "met",
"details": [
{
"code": "package_not_deprecated",
"params": {}
}
],
"max_points": 20
}
]
}
],
"description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
},
{
"key": "engineering",
"band": "excellent",
"name": "Engineering Quality",
"value": 92,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "excellent",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 94,
"inputs": {
"has_ci": true,
"has_tests": true,
"has_editorconfig": false,
"has_linter_config": true,
"has_precommit_config": true
},
"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "12 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 12
}
}
],
"max_points": 24
},
{
"key": "tests_present",
"name": "Tests present",
"detail": null,
"points": 24,
"status": "met",
"details": [],
"max_points": 24
},
{
"key": "linter_config",
"name": "Linter config",
"detail": null,
"points": 16,
"status": "met",
"details": [],
"max_points": 16
},
{
"key": "pre_commit_hooks",
"name": "Pre-commit hooks",
"detail": null,
"points": 9.6,
"status": "met",
"details": [],
"max_points": 9.6
},
{
"key": "editorconfig",
"name": ".editorconfig",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.4
},
{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
"detail": "17 out of 17 merged PRs checked by a CI test -- score normalized to 10",
"points": 20,
"status": "met",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "excellent",
"name": "Documentation",
"note": null,
"notes": [],
"value": 90,
"inputs": {
"topics": [
"ai-assisted-development",
"assessment-tool",
"code-quality",
"python"
],
"has_wiki": false,
"homepage": "https://ambient-code.github.io/agentready/",
"has_readme": true,
"has_docs_dir": true,
"has_description": true
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 30,
"status": "met",
"details": [],
"max_points": 30
},
{
"key": "documentation_directory",
"name": "Documentation directory",
"detail": null,
"points": 25,
"status": "met",
"details": [],
"max_points": 25
},
{
"key": "documentation_homepage_site",
"name": "Documentation / homepage site",
"detail": "https://ambient-code.github.io/agentready/",
"points": 15,
"status": "met",
"details": [],
"max_points": 15
},
{
"key": "repository_description",
"name": "Repository description",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "topics",
"name": "Topics",
"detail": "4 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 4
}
}
],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "moderate",
"name": "Security",
"value": 59,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "moderate",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 59,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 17,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 1,
"scorecard_aggregate": 5.9
},
"components": [
{
"key": "binary_artifacts",
"name": "Binary-Artifacts",
"detail": "no binaries found in the repo",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "branch_protection",
"name": "Branch-Protection",
"detail": "branch protection not enabled on development/release branches",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "17 out of 17 merged PRs checked by a CI test -- score normalized to 10",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
"detail": "Found 10/23 approved changesets -- score normalized to 4",
"points": 3,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 8 contributing companies or organizations",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "update tool detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is not run on all commits -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "4 existing vulnerabilities detected",
"points": 4.5,
"status": "partial",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "excellent",
"name": "High-Risk Jurisdiction Exposure",
"note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 100,
"inputs": {
"meaning": "self-published location evidence; not nationality or citizenship",
"red_flag": false,
"exposures": [],
"policy_countries": [
"Russia",
"Iran",
"North Korea"
],
"review_only_matches": 0,
"assessed_self_published_locations": 7
},
"components": [
{
"key": "policy_exposure_multiplier",
"name": "Policy exposure multiplier",
"detail": "no confirmed policy-scope location match",
"points": 100,
"status": "met",
"details": [
{
"code": "jurisdiction_no_match",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "moderate",
"name": "AI Readiness",
"value": 66,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "good",
"name": "Agent context & guidance",
"note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"legible_commit_history"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 75,
"inputs": {
"has_llms_txt": false,
"legible_history_share": null,
"agent_instruction_files": [
"AGENTS.md",
"CLAUDE.md"
],
"agent_instruction_max_bytes": 2612
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "AGENTS.md, CLAUDE.md",
"points": 45,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "AGENTS.md, CLAUDE.md"
}
}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
"name": "Legible commit history",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "good",
"name": "Verify loop (build / test / typecheck)",
"note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"demonstrated_agent_practice"
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}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 73,
"inputs": {
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"has_tests": true,
"lockfiles": [
"Gemfile.lock",
"uv.lock"
],
"has_dockerfile": false,
"typed_language": false,
"bootstrap_files": [
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"has_devcontainer": false,
"has_linter_config": true,
"typecheck_configs": [],
"agent_commit_share": null,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": "Makefile",
"points": 18,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "Makefile"
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}
],
"max_points": 18
},
{
"key": "automated_tests",
"name": "Automated tests",
"detail": null,
"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": null,
"points": 11,
"status": "met",
"details": [],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": "lockfile",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "lockfile"
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}
],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "dependency automation configured, none observed in the sampled commits",
"points": 5,
"status": "partial",
"details": [
{
"code": "dependency_bot_config_only",
"params": {}
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],
"max_points": 8
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{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
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]
},
{
"key": "ai_code_legibility",
"band": "moderate",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 54,
"inputs": {
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"largest_source_bytes": 72600,
"source_files_sampled": 163,
"oversized_source_files": 2
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"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
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"points": 0,
"status": "missed",
"details": [
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"code": "no_typecheck_config_language",
"params": {
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],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "2/163 source files over 60KB",
"points": 54.3,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
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"oversized": 2
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],
"max_points": 55
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]
},
{
"key": "ai_interfaces",
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"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 40,
"inputs": {
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"has_mcp_signal": false,
"api_schema_files": []
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"components": [
{
"key": "api_schema_openapi_graphql_proto",
"name": "API schema (OpenAPI/GraphQL/proto)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 40
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{
"key": "mcp_server",
"name": "MCP server",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "runnable_examples",
"name": "Runnable examples",
"detail": "demos, examples",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "demos, examples"
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],
"max_points": 40
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]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
"metrics_version": "1.13.0"
},
"warnings": [],
"report_type": "repository",
"generated_at": "2026-07-20T01:20:56.709144Z",
"schema_version": "0.15.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/a/ambient-code/agentready.svg",
"full_name": "ambient-code/agentready",
"license_state": "standard",
"license_spdx": "MIT"
}Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.
Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v1.13.0, schema v0.15.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.