Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-09-16 04:12 UTC

langware-labs / flowpad

TypeScript · PythonNo license detected★ 7 stars⑂ 1 forksince Mar 2026View on GitHub ↗
KindCommand-line toolDesktop applicationNetwork serviceMCP serverLibraryWeb interfacehow this is determined

langware-labs/flowpad holds a health index of 69 out of 100, placing it in the Good band. It scores highest on Engineering Quality (88/100) and lowest on Security (30/100). It was last updated today. A single contributor accounts for most of its recent work.

69
overall / 100
Good

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.

69
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 62 is calibrated to 69 on the published index scale (record calibration 2026-08-02).

Ownership

langware-labsOrganization
2 followers9 public repossince Feb 2024

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
PyPIflowpad0.2.1695,2932190 days ago

Metrics by category

Vitality

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

82Excellent · 21% of overall

Development activity

76Good
How it's scored
36/36Push recency — last push 0 days ago
12.5/36Commit cadence — 18/52 weeks with commits
18/18Commit volume — 3,006 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year3,006
human_commit_share1
days_since_last_push0
active_weeks_last_year18

Release discipline

90Excellent
How it's scored
27/27Ships releases — 42 releases published
36/36Release recency — latest release 1 days ago
27/27Release cadence — a release every ~8.6 days
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Inputs used
releases_count42
latest_release_tagv0.2.44
releases_from_tagsno
days_since_latest_release1
mean_days_between_releases8.6

Community & Adoption

Does the project have users, downloads, attention, and a welcoming setup for contributors?

36Weak · 17% of overall

Popularity & adoption

13Critical
How it's scored
12.6/60Stars — 7 stars
0/25Forks — 1 forks
0/15Watchers — 1 watchers
Inputs used
forks1
stars7
watchers1
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

45Weak
How it's scored
22.5/22.5README
0/22.5License — no license file detected
18/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseno
readme_badges0
has_contributingyes
has_issue_templateno
has_code_of_conductno
readme_badge_services—
has_pull_request_templateno

Ecosystem adoption (downloads)

62Moderate
How it's scored
49.7/80Monthly downloads — 5,293 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesflowpad
dependents—
ecosystemspypi
total_downloads—
monthly_downloads5,293
unverified_packages_excluded—
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?

60Moderate · 23% of overall

Maintainer resilience (bus factor)

22At Risk
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
7.8/22.5Commit distribution — top contributor authored 65% of commits
5.4/13.5Contributor breadth — 4 contributors
0/10OpenSSF Scorecard: Contributors — project has 0 contributing companies or organizations -- score normalized to 0
Inputs used
bus_factor1
contributors_sampled4
top_contributor_share0.652

Issue & PR responsiveness

89Excellent
How it's scored
42/42Issue resolution — 100% of issues closed
28.3/30PR acceptance — 437/464 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
7.5/15OpenSSF Scorecard: Code-Review — Found 2/4 approved changesets -- score normalized to 5
Inputs used
merged_prs437
open_issues0
closed_issues1
prs_merged_7d34
prs_decided_7d36
prs_merged_30d53
prs_decided_30d60
issue_closed_ratio1
closed_unmerged_prs27
first_time_authors_30d0
first_time_prs_merged_30d0
first_time_prs_decided_30d0
Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.

Ownership & stewardship

46Weak
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
3.4/25Owner reach — 2 followers of langware-labs
12.5/25Track record — 9 public repos, account ~2 yr old
Inputs used
followers2
owner_typeOrganization
is_verifiedno
owner_loginlangware-labs
public_repos9
account_age_days945

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 — 219 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesflowpad
ecosystemspypi
any_deprecatedno
min_days_since_publish0

Engineering Quality

Are baseline engineering and documentation practices in place?

88Excellent · 19% of overall

Engineering practices

94Exceptional
How it's scored
24/24CI workflows — 3 workflow(s)
24/24Tests present
16/16Linter config — eslint.config.js, pyproject.toml ([tool.ruff])
9.6/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 4 out of 4 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

80Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://flowpad.ai
0/10Repository description
0/10Topics
10/10Wiki
Inputs used
topics—
has_wikiyes
homepage—
docs_sitehttps://flowpad.ai
has_readmeyes
has_docs_diryes
has_descriptionno

Security

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

30At Risk · 16% of overall

Security posture

30At Risk
How it's scored
6/7.5Binary-Artifacts — binaries present in source code
0/7.5Branch-Protection — branch protection not enabled on development/release branches
2.5/2.5CI-Tests — 4 out of 4 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
3.8/7.5Code-Review — Found 2/4 approved changesets -- score normalized to 5
0/2.5Contributors — project has 0 contributing companies or organizations -- score normalized to 0
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
0/2.5License — license file not detected
7.5/7.5Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — no data
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 290 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate3
Excluded from scoring (no data or not applicable): Packaging. Remaining weights renormalized.

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.

80Excellent · 4% of overall

Agent context & guidance

85Excellent
How it's scored
45/45Agent instructions — AGENTS.md, CLAUDE.md, GEMINI.md, docs/CLAUDE.md, flow_sdk/system_projects/flowpad_assistant/.claude/skills/decker/template/AGENTS.md, flow_sdk/system_projects/flowpad_assistant/.claude/skills/decker/template/CLAUDE.md, flow_sdk/system_projects/flowpad_assistant/.claude/skills/web-app-builder/template/AGENTS.md, flow_sdk/system_projects/flowpad_assistant/.claude/skills/web-app-builder/template/CLAUDE.md, ui/tests/headless/CLAUDE.md, ui/tests/hub/CLAUDE.md
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 83 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
llms_txt_url—
legible_history_share0.83
agent_instruction_filesAGENTS.md, CLAUDE.md, GEMINI.md, docs/CLAUDE.md, flow_sdk/system_projects/flowpad_assistant/.claude/skills/decker/template/AGENTS.md, flow_sdk/system_projects/flowpad_assistant/.claude/skills/decker/template/CLAUDE.md, flow_sdk/system_projects/flowpad_assistant/.claude/skills/web-app-builder/template/AGENTS.md, flow_sdk/system_projects/flowpad_assistant/.claude/skills/web-app-builder/template/CLAUDE.md, ui/tests/headless/CLAUDE.md, ui/tests/hub/CLAUDE.md
agent_instruction_max_bytes12,154

Verify loop (build / test / typecheck)

77Good
How it's scored
12.6/18One-command bootstrap — flow_sdk/rust/Cargo.toml (toolchain convention, no task runner)
22/22Automated tests
11/11Lint / format config — eslint.config.js, pyproject.toml ([tool.ruff])
11/11Static type checking — electron/tsconfig.json, flow_sdk/system_projects/flowpad_assistant/.claude/skills/web-app-builder/template/frontend/tsconfig.json, ts_sdk/tsconfig.json, ui/tests/tsconfig.json, ui/tsconfig.json
10/10Reproducible environment — Dockerfile, lockfile
10/10Demonstrated agent practice — 68 of the last 100 commits agent-authored or agent-credited
0/8Automated maintenance — no automated dependency updates observed
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfilespackage-lock.json, uv.lock
has_dockerfileyes
typed_languageyes
bootstrap_files—
has_devcontainerno
has_linter_configyes
typecheck_configselectron/tsconfig.json, flow_sdk/system_projects/flowpad_assistant/.claude/skills/web-app-builder/template/frontend/tsconfig.json, ts_sdk/tsconfig.json, ui/tests/tsconfig.json, ui/tsconfig.json
agent_commit_share0.68
toolchain_manifestsflow_sdk/rust/Cargo.toml
dependency_bot_commit_share0

Code legibility for models

100Exceptional
How it's scored
45/45Type-checkable code — TypeScript (statically typed)
54.7/55Manageable file sizes — 20/3,981 source files over 60KB
Inputs used
primary_languageTypeScript
largest_source_bytes344,626
source_files_sampled3,981
oversized_source_files20

Machine-readable interfaces

60Moderate
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
20/20MCP server
40/40Runnable examples — demos, examples
Inputs used
example_dirsdemos, examples
has_mcp_signalyes
api_schema_files—
interfaces_expected_ofnetwork-service

Key facts

7GitHub stars
4contributors
3,006commits, last 12 months
0days since last push
42releases
1bus factor
0open issues
npm, PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • Could not fetch npm package '@flowpad/sdk' from its registry
  • GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
  • deps.dev does not index pypi:flowpad@0.2.169; advisories assessed against the repository dependency graph instead

More detail

OpenSSF Scorecard 3.0 / 10
3.0aggregate

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 · 2026-09-16 04:12 UTC

8Binary-Artifactsbinaries present in source code
0Branch-Protectionbranch protection not enabled on development/release branches
10CI-Tests4 out of 4 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
5Code-ReviewFound 2/4 approved changesets -- score normalized to 5
0Contributorsproject has 0 contributing companies or organizations -- score normalized to 0
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
0Licenselicense file not detected
10Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
n/aPackagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities290 existing vulnerabilities detected
Direct dependencies 163
RegistryPackageVersion constraintManifest
npmelectron-log^5.1.1electron/package.json
npmelectron-updater^6.3.9electron/package.json
PyPIplatformdirs—pyproject.toml
PyPIrequests—pyproject.toml
PyPIfastapi—pyproject.toml
PyPIuvicorn—pyproject.toml
PyPIhttpx—pyproject.toml
PyPIdpath~=2.2.0pyproject.toml
PyPItyper>=0.9.0pyproject.toml
PyPIpython-dotenv—pyproject.toml
PyPIkeyring—pyproject.toml
PyPIkeyrings.alt—pyproject.toml
PyPIfastmcp—pyproject.toml
PyPIhttpx>=0.24.0,<1.0pyproject.toml
PyPIwebsockets—pyproject.toml
PyPIsqlalchemy~=2.0.27pyproject.toml
PyPIaiosqlite—pyproject.toml
PyPIaiohttp—pyproject.toml
PyPIgreenlet—pyproject.toml
PyPIpydantic>=2.0.0pyproject.toml
PyPIpsutil—pyproject.toml
PyPIfilelock—pyproject.toml
PyPIptyprocess—pyproject.toml
PyPIpywinpty—pyproject.toml
PyPInest-asyncio>=1.6.0pyproject.toml
PyPIpybars3~=0.9.7pyproject.toml
PyPIaiofiles—pyproject.toml
PyPIbeautifulsoup4—pyproject.toml
PyPIdpath—pyproject.toml
PyPItiktoken—pyproject.toml
PyPIusearch<2.24pyproject.toml
PyPInumpy—pyproject.toml
PyPIbs4>=0.0.2pyproject.toml
PyPIh2—pyproject.toml
PyPIgroq—pyproject.toml
PyPIopenai—pyproject.toml
PyPIanthropic—pyproject.toml
PyPIpydantic-ai-slim>=1.62,<2pyproject.toml
PyPIdistro—pyproject.toml
PyPIappdirs—pyproject.toml
PyPIcolorama—pyproject.toml
PyPIapscheduler~=3.10pyproject.toml
PyPIpathspec—pyproject.toml
PyPIpyyaml>=6.0pyproject.toml
npmdotenv^17.3.1ts_sdk/package.json
npm@dagrejs/dagre^3.0.0ui/package.json
npm@excalidraw/excalidraw^0.18.1ui/package.json
npm@excalidraw/mermaid-to-excalidraw^1.1.2ui/package.json
npm@hookform/resolvers^5.1.1ui/package.json
npm@lexical/react^0.32.1ui/package.json
npm@lingui/core^5.9.5ui/package.json
npm@lingui/react^5.9.5ui/package.json
npm@mcp-ui/client^7.1.1ui/package.json
npm@milkdown/components^7.21.1ui/package.json
npm@milkdown/core^7.21.1ui/package.json
npm@milkdown/ctx^7.21.1ui/package.json
npm@milkdown/plugin-emoji^7.21.1ui/package.json
npm@milkdown/plugin-history^7.21.1ui/package.json
npm@milkdown/plugin-listener^7.21.1ui/package.json
npm@milkdown/plugin-prism^7.21.1ui/package.json
npm@milkdown/plugin-trailing^7.21.1ui/package.json
npm@milkdown/preset-commonmark^7.21.1ui/package.json
npm@milkdown/preset-gfm^7.21.1ui/package.json
npm@milkdown/prose^7.21.1ui/package.json
npm@milkdown/react^7.21.1ui/package.json
npm@milkdown/utils^7.21.1ui/package.json
npm@monaco-editor/react^4.7.0ui/package.json
npm@msgpack/msgpack^3.1.2ui/package.json
npm@radix-ui/react-accordion^1.2.11ui/package.json
npm@radix-ui/react-alert-dialog^1.1.14ui/package.json
npm@radix-ui/react-aspect-ratio^1.1.7ui/package.json
npm@radix-ui/react-avatar^1.1.10ui/package.json
npm@radix-ui/react-checkbox^1.3.2ui/package.json
npm@radix-ui/react-collapsible^1.1.11ui/package.json
npm@radix-ui/react-context-menu^2.2.15ui/package.json
npm@radix-ui/react-dialog^1.1.14ui/package.json
npm@radix-ui/react-dropdown-menu^2.1.15ui/package.json
npm@radix-ui/react-hover-card^1.1.14ui/package.json
npm@radix-ui/react-label^2.1.7ui/package.json
npm@radix-ui/react-menubar^1.1.15ui/package.json
npm@radix-ui/react-navigation-menu^1.2.13ui/package.json
npm@radix-ui/react-popover^1.1.14ui/package.json
npm@radix-ui/react-progress^1.1.7ui/package.json
npm@radix-ui/react-radio-group^1.3.7ui/package.json
npm@radix-ui/react-scroll-area^1.2.9ui/package.json
npm@radix-ui/react-select^2.2.5ui/package.json
npm@radix-ui/react-separator^1.1.7ui/package.json
npm@radix-ui/react-slider^1.3.5ui/package.json
npm@radix-ui/react-slot^1.2.3ui/package.json
npm@radix-ui/react-switch^1.2.5ui/package.json
npm@radix-ui/react-tabs^1.1.12ui/package.json
npm@radix-ui/react-toast^1.2.1ui/package.json
npm@radix-ui/react-toggle^1.1.9ui/package.json
npm@radix-ui/react-toggle-group^1.1.10ui/package.json
npm@radix-ui/react-tooltip^1.2.7ui/package.json
npm@radix-ui/react-use-controllable-state^1.1.0ui/package.json
npm@revolist/react-datagrid^4.23.22ui/package.json
npm@sigma/edge-curve^3.1.0ui/package.json
npm@sigma/node-image^3.0.0ui/package.json
npm@tanstack/react-query^5.87.1ui/package.json
npm@types/diff^7.0.2ui/package.json
npm@xterm/addon-fit^0.10.0ui/package.json
npm@xterm/addon-search^0.16.0ui/package.json
npm@xterm/addon-serialize^0.14.0ui/package.json
npm@xterm/addon-web-links^0.12.0ui/package.json
npm@xterm/headless^6.0.0ui/package.json
npm@xterm/xterm^5.5.0ui/package.json
npm@xyflow/react^12.11.2ui/package.json
npmaxios^1.7.4ui/package.json
npmbest-effort-json-parser^1.0.1ui/package.json
npmclass-variance-authority^0.7.1ui/package.json
npmclsx^2.1.1ui/package.json
npmcmdk^1.1.1ui/package.json
npmcytoscape^3.28.1ui/package.json
npmdate-fns^4.1.0ui/package.json
npmdiff^5.2.2ui/package.json
npmembla-carousel-react^8.6.0ui/package.json
npmevents^3.3.0ui/package.json
npmeventsource-parser^1.1.2ui/package.json
npmflag-icons^7.5.0ui/package.json
npmgitdiff-parser^0.3.1ui/package.json
npmgraphology^0.26.0ui/package.json
npmgraphology-communities-louvain^2.0.2ui/package.json
npmgraphology-layout^0.6.1ui/package.json
npmgraphology-layout-forceatlas2^0.10.1ui/package.json
npmgraphology-types^0.24.8ui/package.json
npmhttp-status-codes^2.3.0ui/package.json
npmimmer^10.1.3ui/package.json
npminput-otp^1.4.2ui/package.json
npmlexical^0.32.1ui/package.json
npmlucide-react^0.525.0ui/package.json
npmmermaid^11.12.2ui/package.json
npmmobx^6.13.5ui/package.json
npmmobx-utils^6.1.0ui/package.json
npmnext-themes^0.4.6ui/package.json
npmpapaparse^5.5.4ui/package.json
npmreact^18.3.1ui/package.json
npmreact-confetti^6.4.0ui/package.json
npmreact-day-picker^9.8.0ui/package.json
npmreact-dom^18.3.1ui/package.json
npmreact-hook-form^7.60.0ui/package.json
npmreact-markdown^10.1.0ui/package.json
npmreact-resizable-panels^3.0.3ui/package.json
npmreact-router^7.9.4ui/package.json
npmrecharts^3.0.2ui/package.json
npmrefractor^5.0.0ui/package.json
npmrehype-highlight^7.0.2ui/package.json
npmrehype-raw^7.0.0ui/package.json
npmrehype-sanitize^6.0.0ui/package.json
npmremark-gfm^4.0.1ui/package.json
npmsigma^3.0.2ui/package.json
npmsonner^2.0.6ui/package.json
npmsurvey-core^2.3.14ui/package.json
npmsurvey-react-ui^2.3.14ui/package.json
npmtailwind-merge^3.3.1ui/package.json
npmtailwind-variants^1.0.0ui/package.json
npmtailwindcss-animate^1.0.7ui/package.json
npmuuid^11.1.0ui/package.json
npmvaul^1.1.2ui/package.json
npmxlsx^0.18.5ui/package.json
npmyaml^2.7.1ui/package.json
npmzod^3.25.75ui/package.json
npmzustand^5.0.8ui/package.json
All dependencies not collected

The resolved dependency set could not be collected for this report: GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository

Raw JSON report machine-readable

Feedback

Spotted something off in this report, or have thoughts to share? Wrong measurements, missed tooling, ideas, questions — anything is welcome. Every message is read and gets a response.

The message is kept through sign-in.

Related records

Inspected repositories sharing catalogue tags or ecosystems with langware-labs/flowpad. Read them side by side →

100zephyrproject-rtos/zephyrPrimary Git Repository for the Zephyr Project. Zephyr is a new generation, scalable, optimized, secure RTOS for multiple hardware architectures.Exceptional100go-gitea/giteaGit with a cup of tea! Painless self-hosted all-in-one software development service, including Git hosting, code review, team collaboration, package registry and CI/CDExceptional100deepset-ai/haystackOpen-source AI orchestration framework for building context-engineered, production-ready LLM applications. Design modular pipelines and agent workflows with explicit control over retrieval, routing, memory, and generation. Built for scalable agents, RAG, multimodal applications, semantic search, and conversational systems.Exceptional100PrefectHQ/prefectPrefect is a workflow orchestration framework for building resilient data pipelines in Python.Exceptional100microsoft/onnxruntimeONNX Runtime: cross-platform, high performance ML inferencing and training acceleratorExceptional100risingwavelabs/risingwaveEvent streaming platform for agentic AI. Continuously ingest, transform, and serve event streams in real time, at scale.Exceptional

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 v0.34.0 — full methodology · metrics wiki.

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