Public record
Software health reportschema 0.31.0 · metrics 2.10.0 · 2026-08-05 02:15 UTC

reflex-dev / reflex

🕸️ Web apps in pure Python 🐍

PythonApache-2.0★ 28,765 stars⑂ 1,759 forkssince Oct 2022View on GitHub ↗
KindCommand-line toolLibraryNetwork serviceWeb interfacehow this is determined
#python#framework#open-source#gui#dashboard#fullstack#webapp#data-analysis#data-science#data-visualization#developer-tools

reflex-dev/reflex holds a health index of 100 out of 100, placing it in the Exceptional band. It scores highest on Vitality (99/100) and lowest on AI Readiness (71/100). It was last updated today. 3 contributors account for most of its recent work.

100
overall / 100
Exceptional

Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean, calibrated against the distribution of the public record so bands carry percentile meaning; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At Risk ceiling of 34.

100
Exceptional93-100The record's top tier (≈ top 5%); essentially all checked criteria met
Excellent80-92Strong across the board; minor gaps
Good65-79Healthy; gaps are limited and manageable
Moderate50-64Acceptable with notable gaps; review recommended
Weak35-49Material weaknesses across several areas
At Risk20-34Significant weaknesses; adoption warrants caution
Critical1-19Severe problems (abandoned, single-maintainer, no hygiene)
VitalityCommunity &AdoptionSustainability &GovernanceEngineeringQualitySecurityAI Readiness

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.

The weighted overall 91 is calibrated to 100 on the published index scale (record calibration 2026-08-02).

Ownership

ReflexOrganization
1,579 followers34 public repossince May 2022

This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPIreflex0.9.8-3800 days agoframeworkweb

Metrics by category

Vitality

Is the project alive — is code being written and are releases shipping?

99Exceptional · 21% of overall

Development activity

98Exceptional
How it's scored
36/36Push recency — last push 0 days ago
33.9/36Commit cadence — 49/52 weeks with commits
18/18Commit volume — 612 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 13 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year612
human_commit_share0.98
days_since_last_push0
active_weeks_last_year49

Release discipline

100Exceptional
How it's scored
27/27Ships releases — 100 releases published
36/36Release recency — latest release 0 days ago
27/27Release cadence — a release every ~0 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count100
latest_release_tagv0.9.8
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases0
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?

95Exceptional · 17% of overall

Popularity & adoption

98Exceptional
How it's scored
60/60Stars — 28,765 stars
25/25Forks — 1,759 forks
12.5/15Watchers — 180 watchers
Inputs used
forks1,759
stars28,765
watchers180
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

92Excellent
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (Apache-2.0)
18/18CONTRIBUTING guide
13.5/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges5
has_contributingyes
has_issue_templateno
has_code_of_conductyes
readme_badge_servicesbadge.fury.io, shields.io
has_pull_request_templateyes

Sustainability & Governance

Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?

89Excellent · 23% of overall

Maintainer resilience (bus factor)

77Good
How it's scored
36/54Bus factor — 3 contributor(s) cover half of all commits
17.4/22.5Commit distribution — top contributor authored 23% of commits
13.5/13.5Contributor breadth — 97 contributors
10/10OpenSSF Scorecard: Contributors — project has 27 contributing companies or organizations
Inputs used
bus_factor3
contributors_sampled97
top_contributor_share0.228

Issue & PR responsiveness

92Excellent
How it's scored
37.8/42Issue resolution — 90% of issues closed
26.4/30PR acceptance — 3,274/3,727 decided PRs merged
13/13Newcomer PR acceptance — 1/1 first-time contributors' PRs merged in 30d
15/15OpenSSF Scorecard: Code-Review — all changesets reviewed
Inputs used
merged_prs3,274
open_issues237
closed_issues2,113
prs_merged_7d30
prs_decided_7d34
prs_merged_30d42
prs_decided_30d48
issue_closed_ratio0.899
closed_unmerged_prs453
first_time_authors_30d1
first_time_prs_merged_30d1
first_time_prs_decided_30d1

Ownership & stewardship

91Excellent
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain — verified-domain status not read for this organization
23/25Owner reach — 1,579 followers of reflex-dev
19.8/25Track record — 34 public repos, account ~4 yr old
Inputs used
followers1,579
owner_typeOrganization
is_verified—
owner_loginreflex-dev
public_repos34
account_age_days1,556
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 0 days ago
20/20Version history — 380 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesreflex
ecosystemspypi
any_deprecatedno
min_days_since_publish0

Engineering Quality

Are baseline engineering and documentation practices in place?

92Excellent · 19% of overall

Engineering practices

94Exceptional
How it's scored
24/24CI workflows — 19 workflow(s)
24/24Tests present
16/16Linter config
9.6/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configyes

Documentation

90Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://reflex.dev
10/10Repository description
10/10Topics — 11 topics
0/10Wiki
Inputs used
topicspython, framework, open-source, gui, dashboard, fullstack, webapp, data-analysis, data-science, data-visualization, developer-tools
has_wikino
homepagehttps://reflex.dev
docs_sitehttps://reflex.dev
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?

86Excellent · 16% of overall

Security posture

83Excellent
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
3.8/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
7.5/7.5Code-Review — all changesets reviewed
2.5/2.5Contributors — project has 27 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
7.5/7.5Maintained — 30 commit(s) and 13 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — no data
2.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 5
5/5SAST — SAST tool is run on all commits
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — no data
6.8/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — no data
Inputs used
sourceopenssf_scorecard
checks_evaluated15
scorecard_versionv5.5.0
checks_inconclusive3
scorecard_aggregate8.3
Excluded from scoring (no data or not applicable): Packaging, Signed-Releases, Vulnerabilities. Remaining weights renormalized.

Dependency advisories

100Exceptional
How it's scored
35/35Direct dependencies free of known advisories — no direct dependency carries a known advisory
0/25Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope
0/40No advisories left outstanding — no advisory carries a publication date
Inputs used
sourceosv
advisories1
affected_packages1
assessed_packages234
unassessed_packages52
affected_by_severityhigh 1
direct_affected_packages0
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 234 resolved dependencies against OSV. 52 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.

AI Readiness

How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight (4%): agent tooling is a real maintenance signal, but a repository with none can still reach 100/100.

71Good · 4% of overall

Agent context & guidance

85Excellent
How it's scored
45/45Agent instructions — AGENTS.md, CLAUDE.md, docs/app/CLAUDE.md, packages/integrations-docs/src/integrations_docs/docs/gemini.md
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 97 of 98 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
llms_txt_url—
legible_history_share0.99
agent_instruction_filesAGENTS.md, CLAUDE.md, docs/app/CLAUDE.md, packages/integrations-docs/src/integrations_docs/docs/gemini.md
agent_instruction_max_bytes6,648

Verify loop (build / test / typecheck)

69Good
How it's scored
0/18One-command bootstrap
22/22Automated tests
11/11Lint / format config
11/11Static 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
10/10Reproducible environment — devcontainer, Dockerfile, lockfile
10/10Demonstrated agent practice — 43 of the last 100 commits agent-authored or agent-credited
0/8Automated maintenance — no automated dependency updates observed
5/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 5
Inputs used
has_nixno
has_testsyes
lockfilesuv.lock
has_dockerfileyes
typed_languageno
bootstrap_files—
has_devcontaineryes
has_linter_configyes
typecheck_configspackages/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_share0.43
toolchain_manifests—
dependency_bot_commit_share0

Code legibility for models

81Excellent
How it's scored
27/45Type-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)
53.9/55Manageable file sizes — 17/890 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes178,863
source_files_sampled890
oversized_source_files17

Machine-readable interfaces

40Weak
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
0/20MCP server
40/40Runnable examples — recipes
Inputs used
example_dirsrecipes
has_mcp_signalno
api_schema_files—
interfaces_expected_ofnetwork-service

Key facts

28,765GitHub stars
97contributors
612commits, last 12 months
0days since last push
100releases
3bus factor
237open issues
PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • First-time contributor figures cover 12 of 13 authors (cap 12)
  • deps.dev does not index pypi:reflex@0.9.8; advisories assessed against the repository dependency graph instead

More detail

Star and fork history 0 ★ / 1,759 ⇿
0Stars
1,759Forks
100Releases

When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.

Only the most recent history is shown — this repository exceeds the collection window, so the earliest history is not captured.

6008001,0001,2001,4001,6001,8001,759602024-022025-052026-08
Major 0Minor 1Patch 15

Each point covers 3 days.

OpenSSF Scorecard 8.3 / 10
8.3aggregate

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).Scorecard v5.5.0 · 2026-08-05 02:15 UTC

10Binary-Artifactsno binaries found in the repo
5Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
10Code-Reviewall changesets reviewed
10Contributorsproject has 27 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 13 issue activity found in the last 90 days -- score normalized to 10
n/aPackagingpackaging workflow not detected
5Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 5
10SASTSAST tool is run on all commits
10Security-Policysecurity policy file detected
n/aSigned-Releasesno releases found
9Token-Permissionsdetected GitHub workflow tokens with excessive permissions
n/aVulnerabilitiesinternal 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
RegistryPackageVersion constraintManifest
PyPIclick>=8.2pyproject.toml
PyPIgranian>=2.7.4pyproject.toml
PyPIhttpx>=0.26,<1.0pyproject.toml
PyPIpackaging>=24.2,<27pyproject.toml
PyPIpsutil>=7.0.0,<8.0pyproject.toml
PyPIpython-multipart>=0.0.32,<1.0pyproject.toml
PyPIpython-socketio>=5.12.0,<6.0pyproject.toml
PyPIredis>=6.4,<8.0pyproject.toml
PyPIrich>=13,<16pyproject.toml
PyPIstarlette>=1.3.1pyproject.toml
PyPItyping_extensions>=4.13.0pyproject.toml
PyPIwrapt>=1.17.0,<2.2pyproject.toml
PyPIreflex-base>= 0.9.8pyproject.toml
PyPIreflex-components-code>= 0.9.0pyproject.toml
PyPIreflex-components-core>= 0.9.6pyproject.toml
PyPIreflex-components-dataeditor>= 0.9.0pyproject.toml
PyPIreflex-components-gridjs>= 0.9.0pyproject.toml
PyPIreflex-components-lucide>= 0.9.0pyproject.toml
PyPIreflex-components-markdown>= 0.9.0pyproject.toml
PyPIreflex-components-moment>= 0.9.0pyproject.toml
PyPIreflex-components-plotly>= 0.9.0pyproject.toml
PyPIreflex-components-radix>= 0.9.2pyproject.toml
PyPIreflex-components-react-player>= 0.9.0pyproject.toml
PyPIreflex-components-recharts>= 0.9.0pyproject.toml
PyPIreflex-components-sonner>= 0.9.0pyproject.toml
PyPIreflex-hosting-cli>= 0.1.66pyproject.toml
All dependencies 286

Full resolved dependency set from the GitHub dependency graph: 26 direct and 260 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
PyPIclick—direct
PyPIclick8.4.1direct
PyPIgranian2.7.7direct
PyPIhttpx—direct
PyPIhttpx0.28.1direct
PyPIpackaging—direct
PyPIpackaging26.2direct
PyPIpsutil7.2.2direct
PyPIpython-multipart—direct
PyPIpython-multipart0.0.32direct
PyPIpython-socketio5.16.3direct
PyPIredis7.4.1direct
PyPIreflex-base—direct
PyPIreflex-components-code—direct
PyPIreflex-components-core—direct
PyPIreflex-components-lucide—direct
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PyPIreflex-components-sonner—direct
PyPIreflex-hosting-cli—direct
PyPIrich—direct
PyPIrich15.0.0direct
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PyPIgriffelib—indirect
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PyPIopenai—indirect
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PyPIplaywright—indirect
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PyPIpydantic—indirect
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PyPIpytest—indirect
PyPIpytest9.1.1indirect
PyPIpytest-asyncio1.4.0indirect
PyPIpytest-base-url2.1.0indirect
PyPIpytest-benchmark5.2.3indirect
PyPIpytest-codspeed5.0.3indirect
PyPIpytest-cov7.1.0indirect
PyPIpytest-mock3.15.1indirect
PyPIpytest-playwright—indirect
PyPIpytest-playwright0.8.0indirect
PyPIpytest-rerunfailures16.3indirect
PyPIpytest-split0.11.0indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpython-discovery1.4.2indirect
PyPIpython-dotenv1.2.2indirect
PyPIpython-engineio4.13.3indirect
PyPIpython-frontmatter—indirect
PyPIpython-frontmatter1.3.0indirect
PyPIpython-slugify8.0.4indirect
PyPIpytz2026.2indirect
PyPIpyyaml—indirect
PyPIpyyaml6.0.3indirect
PyPIreflex—indirect
PyPIreflex-components-internal—indirect
PyPIreflex-docgen—indirect
PyPIreflex-enterprise—indirect
PyPIreflex-enterprise0.9.1indirect
PyPIreflex-integrations-docs—indirect
PyPIreflex-pyplot—indirect
PyPIreflex-pyplot0.2.1indirect
PyPIreflex-site-shared—indirect
PyPIrequests—indirect
PyPIrequests2.34.2indirect
PyPIruff—indirect
PyPIruff0.15.12indirect
PyPIruff-format—indirect
PyPIruff-format0.5.2indirect
PyPIscipy1.15.3indirect
PyPIscipy1.17.1indirect
PyPIscipy1.18.0indirect
PyPIselenium4.45.0indirect
PyPIshellingham1.5.4indirect
PyPIsimple-websocket1.1.0indirect
PyPIsix1.17.0indirect
PyPIsniffio1.3.1indirect
PyPIsortedcontainers2.4.0indirect
PyPIsqlalchemy—indirect
PyPIsqlalchemy2.0.51indirect
PyPIsqlmodel—indirect
PyPIsqlmodel0.0.38indirect
PyPIstarlette-admin0.16.1indirect
PyPIstatsmodels0.14.6indirect
PyPItext-unidecode1.3indirect
PyPItoml0.10.2indirect
PyPItomli2.4.1indirect
PyPItowncrier25.8.0indirect
PyPItqdm4.68.3indirect
PyPItrio0.33.0indirect
PyPItrio-websocket0.12.2indirect
PyPItrove-classifiers2026.6.1.19indirect
PyPIty0.0.64indirect
PyPItyper0.25.1indirect
PyPItyping-inspection—indirect
PyPItyping-inspection0.4.2indirect
PyPItzdata2026.2indirect
PyPIurllib32.7.0indirect
PyPIuv-dynamic-versioning—indirect
PyPIuvicorn—indirect
PyPIuvicorn0.49.0indirect
PyPIvirtualenv21.5.1indirect
PyPIwatchfiles1.2.0indirect
PyPIwebsocket-client1.9.0indirect
PyPIwebsockets16.0indirect
PyPIwsproto1.3.2indirect
PyPIyarl1.24.2indirect
Dependency advisories 1

This repository publishes no package the index resolves, so its own dependency graph was assessed — 234 packages, which also include development and test pins that never ship: 1 carry known advisories, of which 0 are direct. 52 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.

PackageVersionRelationSeverityAdvisoriesFixed in
react-router7.18.2indirecthigh18.3.0

An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.

Raw JSON report machine-readable

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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 v2.10.0, schema v0.31.0 — full methodology · metrics wiki.

How one result sits in the wider record: aggregate statistics — PyPI.