Public recordExcellent
Software health reportschema 0.15.0 · metrics 1.13.0 · 2026-07-20 07:53 UTC
reflex-dev / reflex
🕸️ Web apps in pure Python 🐍
reflex-dev/reflex holds a health index of 89 out of 100, placing it in the Excellent band. It scores highest on Vitality (99/100) and lowest on AI Readiness (69/100). It was last updated 2 days ago. 3 contributors account for most of its recent work.
89
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.
89
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
ReflexOrganization
1,553 followers34 public repossince May 2022
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 | Tags |
|---|---|---|---|---|---|---|
| PyPI | reflex | 0.9.7 | 301,966 | 376 | 4 days ago | frameworkweb |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
99
Development activity
98Excellent
How it's scored
| 36/36 | Push recency — last push 2 days ago |
| 33.9/36 | Commit cadence — 49/52 weeks with commits |
| 18/18 | Commit volume — 603 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 15 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 603 |
| human_commit_share | — |
| days_since_last_push | 2 |
| active_weeks_last_year | 49 |
Release discipline
100Excellent
How it's scored
| 27/27 | Ships releases — 100 releases published |
| 36/36 | Release recency — latest release 2 days ago |
| 27/27 | Release cadence — a release every ~4.1 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 100 |
| latest_release_tag | reflex-site-shared-v0.0.38 |
| releases_from_tags | no |
| days_since_latest_release | 2 |
| mean_days_between_releases | 4.1 |
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?
94
Popularity & adoption
98Excellent
How it's scored
| 60/60 | Stars — 28,662 stars |
| 25/25 | Forks — 1,745 forks |
| 12.5/15 | Watchers — 180 watchers |
Inputs used
| forks | 1,745 |
| stars | 28,662 |
| watchers | 180 |
| 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 (Apache-2.0) |
| 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)
91Excellent
How it's scored
| 73.1/80 | Monthly downloads — 301,966 downloads/month across pypi |
| 0/20 | Registry dependents — not reported by this ecosystem |
Inputs used
| packages | reflex |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 301,966 |
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?
84
How it's scored
| 36/54 | Bus factor — 3 contributor(s) cover half of all commits |
| 17.4/22.5 | Commit distribution — top contributor authored 23% of commits |
| 13.5/13.5 | Contributor breadth — 100 contributors |
| 10/10 | OpenSSF Scorecard: Contributors — project has 26 contributing companies or organizations |
Inputs used
| bus_factor | 3 |
| contributors_sampled | 100 |
| top_contributor_share | 0.228 |
Issue & PR responsiveness
91Excellent
How it's scored
| 42/46.8 | Issue resolution — 90% of issues closed |
| 33.6/38.3 | PR acceptance — 3,228/3,673 decided PRs merged |
| 15/15 | OpenSSF Scorecard: Code-Review — all changesets reviewed |
Inputs used
| merged_prs | 3,228 |
| open_issues | 239 |
| closed_issues | 2,104 |
| issue_closed_ratio | 0.898 |
| closed_unmerged_prs | 445 |
Ownership & stewardship
73Good
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 22.9/25 | Owner reach — 1,553 followers of reflex-dev |
| 19.7/25 | Track record — 34 public repos, account ~4 yr old |
Inputs used
| followers | 1,553 |
| owner_type | Organization |
| is_verified | — |
| owner_login | reflex-dev |
| public_repos | 34 |
| account_age_days | 1,540 |
Package maintenance
100Excellent
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 35/35 | Publish recency — latest publish 4 days ago |
| 20/20 | Version history — 376 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | reflex |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 4 |
Engineering Quality
Are baseline engineering and documentation practices in place?
90
Engineering practices
90Excellent
How it's scored
| 24/24 | CI workflows — 18 workflow(s) |
| 24/24 | Tests present |
| 16/16 | Linter config |
| 9.6/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 16/20 | OpenSSF Scorecard: CI-Tests — 26 out of 30 merged PRs checked by a CI test -- score normalized to 8 |
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://reflex.dev |
| 10/10 | Repository description |
| 10/10 | Topics — 11 topics |
| 0/10 | Wiki |
Inputs used
| topics | python, framework, open-source, gui, dashboard, fullstack, webapp, data-analysis, data-science, data-visualization, developer-tools |
| has_wiki | no |
| homepage | https://reflex.dev |
| 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?
78
Security posture
78Good
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0.8/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 2/2.5 | CI-Tests — 26 out of 30 merged PRs checked by a CI test -- score normalized to 8 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 7.5/7.5 | Code-Review — all changesets reviewed |
| 2.5/2.5 | Contributors — project has 26 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 15 issue activity found in the last 90 days -- score normalized to 10 |
| 0/5 | Packaging — no data |
| 2/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 4 |
| 4.5/5 | SAST — SAST tool detected but not run on all commits |
| 5/5 | Security-Policy — security policy file detected |
| 0/7.5 | Signed-Releases — no data |
| 6.8/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 0/7.5 | Vulnerabilities — no data |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 15 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 3 |
| scorecard_aggregate | 7.8 |
Excluded from scoring (no data or not applicable): packaging, signed_releases, vulnerabilities. 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.
69
Agent context & guidance
75Good
How it's scored
| 45/45 | Agent instructions — AGENTS.md, CLAUDE.md, docs/app/CLAUDE.md, packages/integrations-docs/src/integrations_docs/docs/gemini.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, docs/app/CLAUDE.md, packages/integrations-docs/src/integrations_docs/docs/gemini.md |
| agent_instruction_max_bytes | 6,648 |
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.
How it's scored
| 0/18 | One-command bootstrap |
| 22/22 | Automated tests |
| 11/11 | Lint / format config |
| 11/11 | Static type checking — packages/reflex-base/src/reflex_base/.templates/web/jsconfig.json, packages/reflex-base/src/reflex_base/py.typed, packages/reflex-docgen/src/reflex_docgen/py.typed, reflex/py.typed |
| 10/10 | Reproducible environment — devcontainer, Dockerfile, lockfile |
| 0/10 | Demonstrated agent practice — no data |
| 0/8 | Automated maintenance — no data |
| 4/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 4 |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | uv.lock |
| has_dockerfile | yes |
| typed_language | no |
| bootstrap_files | — |
| has_devcontainer | yes |
| has_linter_config | yes |
| typecheck_configs | packages/reflex-base/src/reflex_base/.templates/web/jsconfig.json, packages/reflex-base/src/reflex_base/py.typed, packages/reflex-docgen/src/reflex_docgen/py.typed, reflex/py.typed |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | — |
Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.
How it's scored
| 27/45 | Type-checkable code — Python with type-check config (packages/reflex-base/src/reflex_base/.templates/web/jsconfig.json, packages/reflex-base/src/reflex_base/py.typed, packages/reflex-docgen/src/reflex_docgen/py.typed, reflex/py.typed) |
| 54/55 | Manageable file sizes — 16/871 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 178,863 |
| source_files_sampled | 871 |
| oversized_source_files | 16 |
Machine-readable interfaces
40At risk
How it's scored
| 0/40 | API schema (OpenAPI/GraphQL/proto) |
| 0/20 | MCP server |
| 40/40 | Runnable examples — recipes |
Inputs used
| example_dirs | recipes |
| has_mcp_signal | no |
| api_schema_files | — |
Key facts
28,662GitHub stars
100contributors
603commits, last 12 months
2days since last push
100releases
3bus factor
239open issues
PyPIpackage ecosystems
More detail
OpenSSF Scorecard 7.8 / 10
7.8aggregate
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 |
| 1 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 8 | CI-Tests | 26 out of 30 merged PRs checked by a CI test -- score normalized to 8 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 10 | Code-Review | all changesets reviewed |
| 10 | Contributors | project has 26 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 15 issue activity found in the last 90 days -- score normalized to 10 |
| n/a | Packaging | packaging workflow not detected |
| 4 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 4 |
| 9 | SAST | SAST tool detected but not run on all commits |
| 10 | Security-Policy | security policy file detected |
| n/a | Signed-Releases | no releases found |
| 9 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| n/a | Vulnerabilities | internal error: vulnerabilitiesClient.ListUnfixedVulnerabilities: osvscanner.DoScan: client error: status="400 Bad Request" body={"code":3,"message":"error in query at index 120: rpc error: code = InvalidArgument desc = invalid hash"} |
Direct dependencies 26
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| PyPI | click | >=8.2 | pyproject.toml |
| PyPI | granian | >=2.7.4 | pyproject.toml |
| PyPI | httpx | >=0.26,<1.0 | pyproject.toml |
| PyPI | packaging | >=24.2,<27 | pyproject.toml |
| PyPI | psutil | >=7.0.0,<8.0 | pyproject.toml |
| PyPI | python-multipart | >=0.0.32,<1.0 | pyproject.toml |
| PyPI | python-socketio | >=5.12.0,<6.0 | pyproject.toml |
| PyPI | redis | >=6.4,<8.0 | pyproject.toml |
| PyPI | rich | >=13,<16 | pyproject.toml |
| PyPI | starlette | >=1.3.1 | pyproject.toml |
| PyPI | typing_extensions | >=4.13.0 | pyproject.toml |
| PyPI | wrapt | >=1.17.0,<2.2 | pyproject.toml |
| PyPI | reflex-base | >= 0.9.7 | pyproject.toml |
| PyPI | reflex-components-code | >= 0.9.0 | pyproject.toml |
| PyPI | reflex-components-core | >= 0.9.6 | pyproject.toml |
| PyPI | reflex-components-dataeditor | >= 0.9.0 | pyproject.toml |
| PyPI | reflex-components-gridjs | >= 0.9.0 | pyproject.toml |
| PyPI | reflex-components-lucide | >= 0.9.0 | pyproject.toml |
| PyPI | reflex-components-markdown | >= 0.9.0 | pyproject.toml |
| PyPI | reflex-components-moment | >= 0.9.0 | pyproject.toml |
| PyPI | reflex-components-plotly | >= 0.9.0 | pyproject.toml |
| PyPI | reflex-components-radix | >= 0.9.2 | pyproject.toml |
| PyPI | reflex-components-react-player | >= 0.9.0 | pyproject.toml |
| PyPI | reflex-components-recharts | >= 0.9.0 | pyproject.toml |
| PyPI | reflex-components-sonner | >= 0.9.0 | pyproject.toml |
| PyPI | reflex-hosting-cli | >= 0.1.66 | pyproject.toml |
All dependencies 283
Full resolved dependency set from the GitHub dependency graph: 26 direct and 257 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | click | — | direct |
| PyPI | click | 8.4.1 | direct |
| PyPI | granian | 2.7.7 | direct |
| PyPI | httpx | — | direct |
| PyPI | httpx | 0.28.1 | direct |
| PyPI | packaging | — | direct |
| PyPI | packaging | 26.2 | direct |
| PyPI | psutil | 7.2.2 | direct |
| PyPI | python-multipart | — | direct |
| PyPI | python-multipart | 0.0.32 | direct |
| PyPI | python-socketio | 5.16.3 | direct |
| PyPI | redis | 7.4.1 | direct |
| PyPI | reflex-base | — | direct |
| PyPI | reflex-components-code | — | direct |
| PyPI | reflex-components-core | — | direct |
| PyPI | reflex-components-lucide | — | direct |
| PyPI | reflex-components-radix | — | direct |
| PyPI | reflex-components-sonner | — | direct |
| PyPI | reflex-hosting-cli | — | direct |
| PyPI | rich | — | direct |
| PyPI | rich | 14.3.4 | direct |
| PyPI | starlette | — | direct |
| PyPI | starlette | 1.3.1 | direct |
| PyPI | typing-extensions | — | direct |
| PyPI | typing-extensions | 4.15.0 | direct |
| PyPI | wrapt | 2.1.2 | direct |
| npm | @base-ui/react | 1.6.0 | indirect |
| npm | @emotion/react | 11.14.0 | indirect |
| npm | @fontsource-variable/instrument-sans | 5.2.8 | indirect |
| npm | @fontsource-variable/jetbrains-mono | 5.2.8 | indirect |
| npm | @glideapps/glide-data-grid | 6.0.3 | indirect |
| npm | @hugeicons/core-free-icons | 4.2.0 | indirect |
| npm | @hugeicons/react | 1.1.6 | indirect |
| npm | @inkeep/cxkit-react | 0.5.115 | indirect |
| npm | @mantine/core | 8.3.9 | indirect |
| npm | @radix-ui/react-accordion | 1.2.12 | indirect |
| npm | @radix-ui/react-dialog | 1.1.15 | indirect |
| npm | @radix-ui/react-form | 0.1.8 | indirect |
| npm | @radix-ui/themes | 3.3.0 | indirect |
| npm | @react-router/dev | 7.15.0 | indirect |
| npm | @react-router/fs-routes | 7.15.0 | indirect |
| npm | @react-router/node | 7.15.0 | indirect |
| npm | @splinetool/react-spline | 4.1.0 | indirect |
| npm | @splinetool/runtime | 1.5.5 | indirect |
| npm | @tailwindcss/postcss | 4.3.0 | indirect |
| npm | @tailwindcss/typography | 0.5.19 | indirect |
| npm | @xyflow/react | 12.8.4 | indirect |
| npm | ag-charts-enterprise | 11.2.4 | indirect |
| npm | ag-charts-react | 11.2.4 | indirect |
| npm | ag-grid-community | 34.3.1 | indirect |
| npm | ag-grid-enterprise | 34.3.1 | indirect |
| npm | ag-grid-react | 34.3.1 | indirect |
| npm | autoprefixer | 10.5.0 | indirect |
| npm | clsx-for-tailwind | 1.0.0 | indirect |
| npm | es-toolkit | 1.46.1 | indirect |
| npm | gridjs | 6.2.0 | indirect |
| npm | gridjs-react | 6.1.1 | indirect |
| npm | hast-util-to-string | 3.0.1 | indirect |
| npm | isbot | 5.1.40 | indirect |
| npm | leaflet | 1.9.4 | indirect |
| npm | lodash | 4.18.1 | indirect |
| npm | lucide-react | 1.14.0 | indirect |
| npm | mergician | 2.0.2 | indirect |
| npm | moment | 2.30.1 | indirect |
| npm | moment-timezone | 0.6.2 | indirect |
| npm | plotly.js | 3.5.1 | indirect |
| npm | plotly.js-locales | 3.5.0 | indirect |
| npm | postcss | 8.5.14 | indirect |
| npm | postcss-import | 16.1.1 | indirect |
| npm | react | 19.2.6 | indirect |
| npm | react-colorful | 5.7.0 | indirect |
| npm | react-debounce-input | 3.3.0 | indirect |
| npm | react-dnd | ^16.0.1 | indirect |
| npm | react-dnd-html5-backend | ^16.0.1 | indirect |
| npm | react-dom | 19.2.6 | indirect |
| npm | react-fast-marquee | 1.6.5 | indirect |
| npm | react-helmet | 6.1.0 | indirect |
| npm | react-leaflet | 5.0.0 | indirect |
| npm | react-markdown | 10.1.0 | indirect |
| npm | react-moment | 1.2.2 | indirect |
| npm | react-player | 3.4.0 | indirect |
| npm | react-plotly.js | 2.6.0 | indirect |
| npm | react-responsive-carousel | 3.2.23 | indirect |
| npm | react-router | 7.15.0 | indirect |
| npm | react-router-dom | 7.15.0 | indirect |
| npm | react-syntax-highlighter | 16.1.1 | indirect |
| npm | reactflow | ^11.11.4 | indirect |
| npm | recharts | 3.8.1 | indirect |
| npm | rehype-autolink-headings | 7.1.0 | indirect |
| npm | rehype-katex | 7.0.1 | indirect |
| npm | rehype-raw | 7.0.0 | indirect |
| npm | rehype-sanitize | 5.0.1 | indirect |
| npm | rehype-slug | 6.0.0 | indirect |
| npm | rehype-unwrap-images | 1.0.0 | indirect |
| npm | remark-emoji | 5.0.2 | indirect |
| npm | remark-gfm | 4.0.1 | indirect |
| npm | remark-math | 6.0.0 | indirect |
| npm | shiki | 3.3.0 | indirect |
| npm | socket.io-client | 4.8.3 | indirect |
| npm | sonner | 2.0.7 | indirect |
| npm | tailwindcss | 4.3.0 | indirect |
| npm | tailwindcss-animated | 2.0.0 | indirect |
| npm | tailwindcss-scroll-mask | 0.0.3 | indirect |
| npm | universal-cookie | 7.2.2 | indirect |
| npm | vaul | 1.1.2 | indirect |
| npm | vite | 8.0.16 | indirect |
| PyPI | aiohappyeyeballs | 2.6.2 | indirect |
| PyPI | aiohttp | 3.14.1 | indirect |
| PyPI | aiosignal | 1.4.0 | indirect |
| PyPI | alembic | — | indirect |
| PyPI | alembic | 1.18.4 | indirect |
| PyPI | annotated-doc | 0.0.4 | indirect |
| PyPI | annotated-types | 0.7.0 | indirect |
| PyPI | anyio | 4.14.0 | indirect |
| PyPI | asgiproxy | 0.2.0 | indirect |
| PyPI | async-timeout | 5.0.1 | indirect |
| PyPI | asynctest | 0.13.0 | indirect |
| PyPI | attrs | 26.1.0 | indirect |
| PyPI | backports-asyncio-runner | 1.2.0 | indirect |
| PyPI | bidict | 0.23.1 | indirect |
| PyPI | certifi | 2026.6.17 | indirect |
| PyPI | cffi | 2.0.0 | indirect |
| PyPI | cfgv | 3.5.0 | indirect |
| PyPI | charset-normalizer | 3.4.7 | indirect |
| PyPI | codespell | 2.4.2 | indirect |
| PyPI | colorama | 0.4.6 | indirect |
| PyPI | contourpy | 1.3.2 | indirect |
| PyPI | contourpy | 1.3.3 | indirect |
| PyPI | coverage | 7.14.3 | indirect |
| PyPI | cryptography | 49.0.0 | indirect |
| PyPI | cycler | 0.12.1 | indirect |
| PyPI | darglint | 1.8.1 | indirect |
| PyPI | dill | 0.4.1 | indirect |
| PyPI | distlib | 0.4.3 | indirect |
| PyPI | distro | 1.9.0 | indirect |
| PyPI | dnspython | 2.8.0 | indirect |
| PyPI | email-validator | — | indirect |
| PyPI | email-validator | 2.3.0 | indirect |
| PyPI | exceptiongroup | 1.3.1 | indirect |
| PyPI | fastapi | — | indirect |
| PyPI | fastapi | 0.138.0 | indirect |
| PyPI | filelock | 3.29.4 | indirect |
| PyPI | fonttools | 4.63.0 | indirect |
| PyPI | frozenlist | 1.8.0 | indirect |
| PyPI | greenlet | 3.5.2 | indirect |
| PyPI | griffelib | — | indirect |
| PyPI | griffelib | 2.1.0 | indirect |
| PyPI | h11 | 0.16.0 | indirect |
| PyPI | hatch-reflex-pyi | — | indirect |
| PyPI | hatchling | — | indirect |
| PyPI | hatchling | 1.30.1 | indirect |
| PyPI | httpcore | 1.0.9 | indirect |
| PyPI | identify | 2.6.19 | indirect |
| PyPI | idna | 3.18 | indirect |
| PyPI | iniconfig | 2.3.0 | indirect |
| PyPI | jinja2 | 3.1.6 | indirect |
| PyPI | jiter | 0.15.0 | indirect |
| PyPI | joserfc | 1.7.1 | indirect |
| PyPI | kiwisolver | 1.5.0 | indirect |
| PyPI | libsass | 0.23.0 | indirect |
| PyPI | mako | 1.3.12 | indirect |
| PyPI | markdown-it-py | 4.2.0 | indirect |
| PyPI | markupsafe | 3.0.3 | indirect |
| PyPI | matplotlib | 3.10.9 | indirect |
| PyPI | matplotlib | 3.11.0 | indirect |
| PyPI | mdurl | 0.1.2 | indirect |
| PyPI | mistletoe | — | indirect |
| PyPI | mistletoe | 1.5.1 | indirect |
| PyPI | multidict | 6.7.1 | indirect |
| PyPI | narwhals | 2.22.1 | indirect |
| PyPI | nodeenv | 1.10.0 | indirect |
| PyPI | numpy | 2.2.6 | indirect |
| PyPI | numpy | 2.4.6 | indirect |
| PyPI | numpy | 2.5.0 | indirect |
| PyPI | openai | — | indirect |
| PyPI | openai | 2.43.0 | indirect |
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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"truncated": false,
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},
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{
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{
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{
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{
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{
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"login": "benedikt-bartscher",
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{
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{
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{
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{
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"login": "tgberkeley",
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],
"contributors_sampled": 100,
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"dispatch_release.yml",
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"integration_app_harness.yml",
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},
{
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
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{
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{
"name": "CII-Best-Practices",
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},
{
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{
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},
{
"name": "Dangerous-Workflow",
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"reason": "no dangerous workflow patterns detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
},
{
"name": "Dependency-Update-Tool",
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},
{
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"reason": "project is not fuzzed",
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},
{
"name": "License",
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"reason": "license file detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
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{
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
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{
"name": "Packaging",
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
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{
"name": "Pinned-Dependencies",
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"reason": "dependency not pinned by hash detected -- score normalized to 4",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
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{
"name": "SAST",
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
},
{
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"reason": "security policy file detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
},
{
"name": "Signed-Releases",
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"reason": "no releases found",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
},
{
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
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{
"name": "Vulnerabilities",
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"reason": "internal error: vulnerabilitiesClient.ListUnfixedVulnerabilities: osvscanner.DoScan: client error: status=\"400 Bad Request\" body={\"code\":3,\"message\":\"error in query at index 120: rpc error: code = InvalidArgument desc = invalid hash\"}",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
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"has_dependabot_config": false
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},
"config": {
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"disabled_categories": [],
"disabled_components": {}
},
"source": {
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"host": "github.com",
"name": "reflex",
"owner": "reflex-dev"
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"metrics": {
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"key": "overall",
"band": "excellent",
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"note": null,
"notes": [],
"value": 89,
"inputs": {
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"vitality": 99,
"community": 94,
"governance": 84,
"engineering": 90
},
"components": []
},
"categories": [
{
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"band": "excellent",
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"weight": 0.22,
"metrics": [
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"key": "development_activity",
"band": "excellent",
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"note": null,
"notes": [],
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"inputs": {
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"human_commit_share": null,
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"components": [
{
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{
"key": "commit_cadence",
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"status": "partial",
"details": [
{
"code": "commit_cadence_weeks",
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}
],
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{
"key": "commit_volume",
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"points": 18,
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{
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}
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{
"key": "openssf_scorecard_maintained",
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"points": 10,
"status": "met",
"details": [],
"max_points": 10
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]
},
{
"key": "release_discipline",
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"notes": [
{
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"params": {
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},
{
"code": "weights_renormalized",
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],
"value": 100,
"inputs": {
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"components": [
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"details": [
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{
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"status": "met",
"details": [
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{
"key": "release_cadence",
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"status": "met",
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],
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{
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]
},
{
"key": "abandonment",
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"notes": [],
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"inputs": {
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"state": "unverified",
"guards": [],
"signals": [],
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"components": [
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]
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],
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},
{
"key": "community",
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"value": 94,
"weight": 0.18,
"metrics": [
{
"key": "popularity",
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"note": null,
"notes": [],
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"inputs": {
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"stars": 28662,
"watchers": 180,
"growth_state": "unverified",
"growth_factor_pct": 100,
"growth_unverified_reason": "no_history"
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"components": [
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"details": [
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"code": "stars",
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],
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{
"key": "forks",
"name": "Forks",
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"points": 25,
"status": "met",
"details": [
{
"code": "forks",
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}
],
"max_points": 25
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{
"key": "watchers",
"name": "Watchers",
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"points": 12.5,
"status": "partial",
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}
],
"max_points": 15
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]
},
{
"key": "community_health",
"band": "excellent",
"name": "Community health",
"note": null,
"notes": [],
"value": 92,
"inputs": {
"has_readme": true,
"has_license": true,
"has_contributing": true,
"has_issue_template": false,
"has_code_of_conduct": true,
"has_pull_request_template": true
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 22.5,
"status": "met",
"details": [],
"max_points": 22.5
},
{
"key": "license",
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"detail": "recognized license (Apache-2.0)",
"points": 22.5,
"status": "met",
"details": [
{
"code": "license_standard",
"params": {}
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{
"code": "license_spdx",
"params": {
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],
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},
{
"key": "contributing_guide",
"name": "CONTRIBUTING guide",
"detail": null,
"points": 18,
"status": "met",
"details": [],
"max_points": 18
},
{
"key": "code_of_conduct",
"name": "Code of conduct",
"detail": null,
"points": 13.5,
"status": "met",
"details": [],
"max_points": 13.5
},
{
"key": "issue_template",
"name": "Issue template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.2
},
{
"key": "pr_template",
"name": "PR template",
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"points": 6.3,
"status": "met",
"details": [],
"max_points": 6.3
}
]
},
{
"key": "ecosystem_adoption",
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"name": "Ecosystem adoption (downloads)",
"note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
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},
{
"code": "weights_renormalized",
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"value": 91,
"inputs": {
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"dependents": null,
"ecosystems": "pypi",
"total_downloads": null,
"monthly_downloads": 301966
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"components": [
{
"key": "monthly_downloads",
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"points": 73.1,
"status": "partial",
"details": [
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"code": "downloads_monthly",
"params": {
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"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": [
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"code": "not_reported_by_this_ecosystem",
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],
"max_points": 20
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]
}
],
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},
{
"key": "governance",
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"value": 84,
"weight": 0.24,
"metrics": [
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"band": "good",
"name": "Maintainer resilience (bus factor)",
"note": null,
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],
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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": "2026-07-20T07:53:14.446983Z",
"schema_version": "0.15.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/r/reflex-dev/reflex.svg",
"full_name": "reflex-dev/reflex",
"license_state": "standard",
"license_spdx": "Apache-2.0"
}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.