Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-09-16 01:00 UTC

Masterplanner25 / aindy-runtime

Self-hosted runtime for AI agents and workflows. Durable execution, capability-gated tools, human approval gates, and a memory system that accumulates. Runs survive restarts and resume where they stopped. Mount your domain logic as a plugin package or drive it over the HTTP SDK

PythonMIT★ 1 star⑂ 0 forkssince May 2026View on GitHub ↗
KindNetwork serviceCommand-line toolLibraryWeb interfacehow this is determined

Masterplanner25/aindy-runtime holds a health index of 75 out of 100, placing it in the Good band. It scores highest on Engineering Quality (90/100) and lowest on Community & Adoption (35/100). It was last updated today. A single contributor accounts for most of its recent work.

75
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.

75
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 65 is calibrated to 75 on the published index scale (record calibration 2026-08-02).

Ownership

Shawn Knight Personal account
4 followers54 public repossince Feb 2025Masterplan Infinite Weave

This repository is owned by a personal account. A single-owner project carries more continuity risk than an organization-backed one.

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPIaindy-runtime2.15.04,113400 days agoruntimefastapiagentsflowsmemorypluginsaindyllm

Metrics by category

Vitality

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

82Excellent · 21% of overall
How it's scored
36/36Push recency — last push 0 days ago
12.5/36Commit cadence — 18/52 weeks with commits
18/18Commit volume — 877 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year877
human_commit_share0.85
days_since_last_push0
active_weeks_last_year18
How it's scored
27/27Ships releases — 35 releases published
36/36Release recency — latest release 0 days ago
27/27Release cadence — a release every ~2.6 days
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Inputs used
releases_count35
latest_release_tagv2.15.0
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases2.6

Community & Adoption

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

35Weak · 17% of overall
How it's scored
0/60Stars — 1 stars
0/25Forks — 0 forks
0/15Watchers — 0 watchers
Inputs used
forks0
stars1
watchers0
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (MIT)
0/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges0
has_contributingno
has_issue_templateno
has_code_of_conductno
readme_badge_services—
has_pull_request_templateyes
How it's scored
48.2/80Monthly downloads — 4,113 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesaindy-runtime
dependents—
ecosystemspypi
total_downloads—
monthly_downloads4,113
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?

53Moderate · 23% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
0/22.5Commit distribution — top contributor authored 100% of commits
1.4/13.5Contributor breadth — 1 contributors
3/10OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3
Inputs used
bus_factor1
contributors_sampled1
top_contributor_share1
How it's scored
42/42Issue resolution — 100% of issues closed
27/30PR acceptance — 603/671 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
0/15OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0
Inputs used
merged_prs603
open_issues0
closed_issues3
prs_merged_7d52
prs_decided_7d52
prs_merged_30d52
prs_decided_30d52
issue_closed_ratio1
closed_unmerged_prs68
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.
How it's scored
10/30Ownership backing — personal (user) account
0/20Verified domain — not applicable to user accounts
5/25Owner reach — 4 followers of Masterplanner25
15.9/25Track record — 54 public repos, account ~1 yr old
Inputs used
followers4
owner_typeUser
is_verified—
owner_loginMasterplanner25
public_repos54
account_age_days584
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 — 40 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesaindy-runtime
ecosystemspypi
any_deprecatedno
min_days_since_publish0

Engineering Quality

Are baseline engineering and documentation practices in place?

90Excellent · 19% of overall
How it's scored
24/24CI workflows — 9 workflow(s)
24/24Tests present
16/16Linter config — ruff.toml
0/9.6Pre-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_configno

Documentation

100Exceptional
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://github.com/Masterplanner25/aindy-runtime/tree/main/docs
10/10Repository description
10/10Topics — 18 topics
10/10Wiki
Inputs used
topicsagent-memory, agent-runtime, ai-agents, capability-based-security, docker, durable-execution, fastapi, llm, llmops, mcp, observability, orchestration, pgvector, plugin-architecture, postgresql, python, self-hosted, workflow-engine
has_wikiyes
homepage—
docs_sitehttps://github.com/Masterplanner25/aindy-runtime/tree/main/docs
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

59Moderate · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — no data
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
0/7.5Code-Review — Found 0/30 approved changesets -- score normalized to 0
0.8/2.5Contributors — project has 1 contributing companies or organizations -- score normalized to 3
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 3 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
1.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 3
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.
6.8/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
5.2/7.5Vulnerabilities — 3 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate5.8
Excluded from scoring (no data or not applicable): Branch-Protection. Remaining weights renormalized.
How it's scored
12.2/35Direct dependencies free of known advisories — 2 affected: ecdsa 0.19.2 (high 7.4), nltk 3.10.3 (high 7.0)
0/25Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope
33.8/40No advisories left outstanding — 1 advisory-carrying package(s) unaddressed past 90 days; oldest published 967 days ago
Inputs used
sourceosv
advisories4
affected_packages3
assessed_packages330
unassessed_packages7
affected_by_severityhigh 2, unknown 1
direct_affected_packages2
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 330 resolved dependencies against OSV. 7 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.

86Excellent · 4% of overall
How it's scored
45/45Agent instructions — CLAUDE.md
15/15Machine-readable docs (llms.txt) — llms.txt present
40/40Legible commit history — 85 of 85 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtyes
llms_txt_url—
legible_history_share1
agent_instruction_filesCLAUDE.md
agent_instruction_max_bytes143,608
How it's scored
12.6/18One-command bootstrap — AINDY/memory/native/memory_bridge_rs/Cargo.toml (toolchain convention, no task runner)
22/22Automated tests
11/11Lint / format config — ruff.toml
11/11Static type checking — platform/tsconfig.json
10/10Reproducible environment — Dockerfile, lockfile
10/10Demonstrated agent practice — 86 of the last 100 commits agent-authored or agent-credited
8/8Automated maintenance — 15 of the last 100 commits are automated dependency updates
3/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 3
Inputs used
has_nixno
has_testsyes
lockfilesCargo.lock, package-lock.json
has_dockerfileyes
typed_languageno
bootstrap_files—
has_devcontainerno
has_linter_configyes
typecheck_configsplatform/tsconfig.json
agent_commit_share0.86
toolchain_manifestsAINDY/memory/native/memory_bridge_rs/Cargo.toml
dependency_bot_commit_share0.15
How it's scored
27/45Type-checkable code — Python with type-check config (platform/tsconfig.json)
54.4/55Manageable file sizes — 8/695 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes104,804
source_files_sampled695
oversized_source_files8
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
20/20MCP server
40/40Runnable examples — examples
Inputs used
example_dirsexamples
has_mcp_signalyes
api_schema_files—
interfaces_expected_ofnetwork-service

Key facts

1GitHub stars
1contributors
877commits, last 12 months
0days since last push
35releases
1bus factor
0open issues
npm, PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • deps.dev does not index pypi:aindy-runtime@2.15.0; advisories assessed against the repository dependency graph instead

More detail

OpenSSF Scorecard 5.8 / 10
5.8aggregate

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).Scorecard v5.5.0 · 2026-09-16 01:00 UTC

10Binary-Artifactsno binaries found in the repo
n/aBranch-Protectioninternal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
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
0Code-ReviewFound 0/30 approved changesets -- score normalized to 0
3Contributorsproject has 1 contributing companies or organizations -- score normalized to 3
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
3Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 3
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.
9Token-Permissionsdetected GitHub workflow tokens with excessive permissions
7Vulnerabilities3 existing vulnerabilities detected
Direct dependencies 71
RegistryPackageVersion constraintManifest
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All dependencies 337

Full resolved dependency set from the GitHub dependency graph: 71 direct and 266 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

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npm@radix-ui/react-dismissable-layer1.1.19indirect
npm@radix-ui/react-id1.1.4indirect
npm@radix-ui/react-popper1.3.7indirect
npm@radix-ui/react-portal1.1.17indirect
npm@radix-ui/react-presence1.1.10indirect
npm@radix-ui/react-primitive2.1.10indirect
npm@radix-ui/react-slot1.3.3indirect
npm@radix-ui/react-tooltip1.2.16indirect
npm@radix-ui/react-use-callback-ref1.1.4indirect
npm@radix-ui/react-use-controllable-state1.2.6indirect
npm@radix-ui/react-use-effect-event0.0.5indirect
npm@radix-ui/react-use-layout-effect1.1.4indirect
npm@radix-ui/react-use-rect1.1.4indirect
npm@radix-ui/react-use-size1.1.4indirect
npm@radix-ui/react-visually-hidden1.2.11indirect
npm@radix-ui/rect1.1.3indirect
npm@reduxjs/toolkit2.12.0indirect
npm@rolldown/binding-android-arm-eabi1.2.6indirect
npm@rolldown/binding-android-arm641.2.6indirect
npm@rolldown/binding-darwin-arm641.2.6indirect
npm@rolldown/binding-darwin-x641.2.6indirect
npm@rolldown/binding-freebsd-x641.2.6indirect
npm@rolldown/binding-linux-arm-gnueabihf1.2.6indirect
npm@rolldown/binding-linux-arm64-gnu1.2.6indirect
npm@rolldown/binding-linux-arm64-musl1.2.6indirect
npm@rolldown/binding-linux-ppc64-gnu1.2.6indirect
npm@rolldown/binding-linux-s390x-gnu1.2.6indirect
npm@rolldown/binding-linux-x64-gnu1.2.6indirect
npm@rolldown/binding-linux-x64-musl1.2.6indirect
npm@rolldown/binding-openharmony-arm641.2.6indirect
npm@rolldown/binding-win32-arm64-msvc1.2.6indirect
npm@rolldown/binding-win32-x64-msvc1.2.6indirect
npm@rolldown/pluginutils1.0.1indirect
npm@standard-schema/spec1.1.0indirect
npm@standard-schema/utils0.3.0indirect
npm@tailwindcss/node4.3.3indirect
npm@tailwindcss/oxide4.3.3indirect
npm@tailwindcss/oxide-android-arm644.3.3indirect
npm@tailwindcss/oxide-darwin-arm644.3.3indirect
npm@tailwindcss/oxide-darwin-x644.3.3indirect
npm@tailwindcss/oxide-freebsd-x644.3.3indirect
npm@tailwindcss/oxide-linux-arm-gnueabihf4.3.3indirect
npm@tailwindcss/oxide-linux-arm64-gnu4.3.3indirect
npm@tailwindcss/oxide-linux-arm64-musl4.3.3indirect
npm@tailwindcss/oxide-linux-x64-gnu4.3.3indirect
npm@tailwindcss/oxide-linux-x64-musl4.3.3indirect
npm@tailwindcss/oxide-wasm32-wasi4.3.3indirect
npm@tailwindcss/oxide-win32-arm64-msvc4.3.3indirect
npm@tailwindcss/oxide-win32-x64-msvc4.3.3indirect
npm@tailwindcss/postcss4.3.3indirect
npm@tybys/wasm-util0.10.2indirect
npm@types/d3-array3.2.2indirect
npm@types/d3-color3.1.3indirect
npm@types/d3-ease3.0.2indirect
npm@types/d3-interpolate3.0.4indirect
npm@types/d3-path3.1.1indirect
npm@types/d3-scale4.0.9indirect
npm@types/d3-shape3.1.8indirect
npm@types/d3-time3.0.4indirect
npm@types/d3-timer3.0.2indirect
npm@types/react19.3.0indirect
npm@types/react-dom19.3.0indirect
npm@types/use-sync-external-store0.0.6indirect
npm@typescript/typescript-aix-ppc647.0.2indirect
npm@typescript/typescript-darwin-arm647.0.2indirect
npm@typescript/typescript-darwin-x647.0.2indirect
npm@typescript/typescript-freebsd-arm647.0.2indirect
npm@typescript/typescript-freebsd-x647.0.2indirect
npm@typescript/typescript-linux-arm7.0.2indirect
npm@typescript/typescript-linux-arm647.0.2indirect
npm@typescript/typescript-linux-loong647.0.2indirect
npm@typescript/typescript-linux-mips64el7.0.2indirect
npm@typescript/typescript-linux-ppc647.0.2indirect
npm@typescript/typescript-linux-riscv647.0.2indirect
npm@typescript/typescript-linux-s390x7.0.2indirect
npm@typescript/typescript-linux-x647.0.2indirect
npm@typescript/typescript-netbsd-arm647.0.2indirect
npm@typescript/typescript-netbsd-x647.0.2indirect
npm@typescript/typescript-openbsd-arm647.0.2indirect
npm@typescript/typescript-openbsd-x647.0.2indirect
npm@typescript/typescript-sunos-x647.0.2indirect
npm@typescript/typescript-win32-arm647.0.2indirect
npm@typescript/typescript-win32-x647.0.2indirect
npm@vitejs/plugin-react6.1.1indirect
npmclass-variance-authority0.7.1indirect
npmclsx2.1.1indirect
npmcookie1.1.1indirect
npmcsstype3.2.3indirect
npmd3-array3.2.4indirect
npmd3-color3.1.0indirect
npmd3-ease3.0.1indirect
npmd3-format3.1.2indirect
npmd3-interpolate3.0.1indirect
npmd3-path3.1.0indirect
npmd3-scale4.0.2indirect
npmd3-shape3.2.0indirect
npmd3-time3.1.0indirect
npmd3-time-format4.1.0indirect
npmd3-timer3.0.1indirect
npmdecimal.js-light2.5.1indirect
npmdetect-libc2.1.2indirect
npmenhanced-resolve5.24.5indirect
npmes-toolkit1.50.0indirect
npmeventemitter35.0.4indirect
npmfdir6.5.0indirect
npmfsevents2.3.3indirect
npmgraceful-fs4.2.11indirect
npmimmer11.1.15indirect
npminternmap2.0.3indirect
npmjiti2.7.0indirect
npmlightningcss1.32.0indirect
npmlightningcss1.33.0indirect
npmlightningcss-android-arm641.32.0indirect
npmlightningcss-android-arm641.33.0indirect
npmlightningcss-darwin-arm641.32.0indirect
npmlightningcss-darwin-arm641.33.0indirect
npmlightningcss-darwin-x641.32.0indirect
npmlightningcss-darwin-x641.33.0indirect
npmlightningcss-freebsd-x641.32.0indirect
npmlightningcss-freebsd-x641.33.0indirect
npmlightningcss-linux-arm-gnueabihf1.32.0indirect
npmlightningcss-linux-arm-gnueabihf1.33.0indirect
npmlightningcss-linux-arm64-gnu1.32.0indirect
npmlightningcss-linux-arm64-gnu1.33.0indirect
npmlightningcss-linux-arm64-musl1.32.0indirect
npmlightningcss-linux-arm64-musl1.33.0indirect
npmlightningcss-linux-x64-gnu1.32.0indirect
npmlightningcss-linux-x64-gnu1.33.0indirect
npmlightningcss-linux-x64-musl1.32.0indirect
npmlightningcss-linux-x64-musl1.33.0indirect
npmlightningcss-win32-arm64-msvc1.32.0indirect
npmlightningcss-win32-arm64-msvc1.33.0indirect
npmlightningcss-win32-x64-msvc1.32.0indirect
npmlightningcss-win32-x64-msvc1.33.0indirect
npmmagic-string0.30.21indirect
npmnanoid3.3.18indirect
npmpicocolors1.1.1indirect
npmpicomatch4.0.7indirect
npmpostcss8.5.28indirect
npmreact-is19.2.8indirect
npmreact-redux9.3.0indirect
npmreact-router7.18.3indirect
npmredux5.0.1indirect
npmredux-thunk3.1.0indirect
npmreselect5.2.0indirect
npmrolldown1.2.6indirect
npmscheduler0.28.0indirect
npmset-cookie-parser2.7.2indirect
npmsource-map-js1.2.1indirect
npmtailwind-merge3.6.0indirect
npmtailwindcss4.3.3indirect
npmtapable2.3.3indirect
npmtiny-invariant1.3.3indirect
npmtinyglobby0.2.17indirect
npmtslib2.8.1indirect
npmtypescript7.0.2indirect
npmuse-sync-external-store1.6.0indirect
npmvictory-vendor37.3.6indirect
npmvite8.3.0indirect
PyPIanthropic—indirect
PyPIbuild1.6.0indirect
PyPImaturin—indirect
PyPImcp—indirect
PyPInodus-mcp—indirect
PyPIpip-audit—indirect
PyPIpytest9.1.1indirect
PyPIpytest-asyncio1.4.0indirect
PyPIpytest-cov7.1.0indirect
PyPIpytest-mock3.15.1indirect
PyPIrespx0.23.1indirect
PyPIruff0.16.7indirect
PyPIsentence-transformers—indirect
PyPIsetuptools84.0.0indirect
PyPItwine7.0.0indirect
Dependency advisories 3

This repository publishes no package the index resolves, so its own dependency graph was assessed — 330 packages, which also include development and test pins that never ship: 3 carry known advisories, of which 2 are direct. 7 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.

PackageVersionRelationSeverityAdvisoriesFixed in
ecdsa0.19.2directhigh2—
nltk3.10.3directhigh1—
anyhow1.0.101indirectunknown11.0.103

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

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.

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.