Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-09-18 11:48 UTC

Das-rebel / a3m-router

⚠️ DEPRECATED — Use adaptive-memory-multi-model-router instead

TypeScript · Python · JavaScriptMIT★ 16 stars⑂ 5 forkssince May 2026View on GitHub ↗
KindLibraryNetwork serviceCommand-line toolMCP serverTerminal interfacehow this is determined
#ai-gateway#cost-optimization#llm-gateway#openai-proxy#api-gateway#artificial-intelligence#devtools#llm#llm-routing#nodejs#parallel-llm#typescript#cli-tool#nvidia#benchmark#circuit-breaker#ensemble#memory#semantic-cache#routerarena

Das-rebel/a3m-router holds a health index of 81 out of 100, placing it in the Excellent band. It scores highest on Engineering Quality (90/100) and lowest on Sustainability & Governance (50/100). It was last updated 1 day ago. A single contributor accounts for most of its recent work.

81
overall / 100
Excellent

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.

81
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 69 is calibrated to 81 on the published index scale (record calibration 2026-08-02).

Ownership

Subhajit DasPersonal account
6 followers119 public repossince May 2025

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
npmadaptive-memory-multi-model-router2.16.12,7911611 day agollmroutergatewayopenaianthropicmulti-providercost-optimizationlangchainllamaindexagentkita3mopenrouterlitellmproxyapi-gatewayartificial-intelligencemachine-learningnlptransformersembeddingsragvector-search
PyPIa3m-router2.16.157561 day agollmroutingopenaiproxyai-gatewayroutellmlitellmmulti-llmmodel-selectioncost-optimizationlangchainllamaindexragvector-searchembeddingsparallelensemblerouter
npmtmlpd-pipoints to another repo — not scored1.3.3510129 days agoparallel-llmensemble-llmmulti-modelllm-fallbackllm-ensembleparallel-aimulti-llmllm-orchestrationllmllm-routermodel-routingagent-orchestrationmulti-agentai-agentsautonomous-agentsstreamingcost-trackingcost-optimizationllm-cost-reductiontoken-optimizationtoken-compressioncontext-compressionsemantic-cachingcachecachingprefix-cachingkv-cachespeculative-decodingcircuit-breakerretrybatch-processinglocal-llmollamavllmopenaianthropicclaudegeminigroqlangchainllamaindexautogencrewaipythontmlpdpi-coding-agentroutellmmulti-providerfallback-chainself-consistencybest-of-n

Metrics by category

Vitality

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

87Excellent · 21% of overall

Development activity

78Good
How it's scored
36/36Push recency — last push 1 days ago
13.8/36Commit cadence — 20/52 weeks with commits
18/18Commit volume — 497 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_year497
human_commit_share0.95
days_since_last_push1
active_weeks_last_year20

Release discipline

100Exceptional
How it's scored
27/27Ships releases — 9 releases published
36/36Release recency — latest release 1 days ago
27/27Release cadence — a release every ~15.1 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count9
latest_release_tagv2.16.1
releases_from_tagsno
days_since_latest_release1
mean_days_between_releases15.1
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?

57Moderate · 17% of overall

Popularity & adoption

24At Risk
How it's scored
19.1/60Stars — 16 stars
5/25Forks — 5 forks
0/15Watchers — 0 watchers
Inputs used
forks5
stars16
watchers0
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 (MIT)
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_badges9
has_contributingyes
has_issue_templateno
has_code_of_conductyes
readme_badge_servicesshields.io
has_pull_request_templateyes

Ecosystem adoption (downloads)

59Moderate
How it's scored
47/80Monthly downloads — 3,366 downloads/month across npm, pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesadaptive-memory-multi-model-router, a3m-router
dependents—
ecosystemsnpm, pypi
total_downloads—
monthly_downloads3,366
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?

50Moderate · 23% of overall

Maintainer resilience (bus factor)

10Critical
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
0/10OpenSSF Scorecard: Contributors — project has 0 contributing companies or organizations -- score normalized to 0
Inputs used
bus_factor1
contributors_sampled1
top_contributor_share1

Issue & PR responsiveness

67Good
How it's scored
42/42Issue resolution — 100% of issues closed
16.4/30PR acceptance — 12/22 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
0/15OpenSSF Scorecard: Code-Review — Found 0/28 approved changesets -- score normalized to 0
Inputs used
merged_prs12
open_issues0
closed_issues13
prs_merged_7d0
prs_decided_7d0
prs_merged_30d0
prs_decided_30d0
issue_closed_ratio1
closed_unmerged_prs10
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

40Weak
How it's scored
10/30Ownership backing — personal (user) account
0/20Verified domain — not applicable to user accounts
6.1/25Owner reach — 6 followers of Das-rebel
15.7/25Track record — 119 public repos, account ~1 yr old
Inputs used
followers6
owner_typeUser
is_verified—
owner_loginDas-rebel
public_repos119
account_age_days490
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 2 package(s) on npm, pypi
35/35Publish recency — latest publish 1 days ago
20/20Version history — 161 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesadaptive-memory-multi-model-router, a3m-router
ecosystemsnpm, pypi
any_deprecatedno
min_days_since_publish1

Engineering Quality

Are baseline engineering and documentation practices in place?

90Excellent · 19% of overall

Engineering practices

84Excellent
How it's scored
24/24CI workflows — 10 workflow(s)
24/24Tests present
16/16Linter config — python/pyproject.toml ([tool.black])
0/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 1 out of 1 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://www.npmjs.com/package/adaptive-memory-multi-model-router
10/10Repository description
10/10Topics — 20 topics
10/10Wiki
Inputs used
topicsai-gateway, cost-optimization, llm-gateway, openai-proxy, api-gateway, artificial-intelligence, devtools, llm, llm-routing, nodejs, parallel-llm, typescript, cli-tool, nvidia, benchmark, circuit-breaker, ensemble, memory, semantic-cache, routerarena
has_wikiyes
homepagehttps://www.npmjs.com/package/adaptive-memory-multi-model-router
docs_sitehttps://www.npmjs.com/package/adaptive-memory-multi-model-router
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

Security posture

49Weak
How it's scored
4.5/7.5Binary-Artifacts — binaries present in source code
0/7.5Branch-Protection — branch protection not enabled on development/release branches
2.5/2.5CI-Tests — 1 out of 1 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 0/28 approved changesets -- score normalized to 0
0/2.5Contributors — project has 0 contributing companies or organizations -- score normalized to 0
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 0 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — no data
0.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1
5/5SAST — SAST tool is run on all commits
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — no data
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 13 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate4.9
Excluded from scoring (no data or not applicable): Packaging, Signed-Releases. Remaining weights renormalized.

Dependency advisories

100Exceptional
How it's scored
35/35Direct dependencies free of known advisories — no direct dependency carries a known advisory
25/25Indirect dependencies free of known advisories — no indirect dependency carries a known advisory
0/40No advisories left outstanding — no advisory carries a publication date
Inputs used
sourceosv
advisories0
affected_packages0
assessed_packages7
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:a3m-router@2.16.1 runtime dependency closure — what installing the published package pulls in — 7 packages. 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.

72Good · 4% of overall

Agent context & guidance

55Moderate
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
15/15Machine-readable docs (llms.txt) — llms.txt present
40/40Legible commit history — 86 of 95 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtyes
llms_txt_url—
legible_history_share0.905
agent_instruction_files—
agent_instruction_max_bytes—

Verify loop (build / test / typecheck)

63Moderate
How it's scored
0/18One-command bootstrap
22/22Automated tests
11/11Lint / format config — python/pyproject.toml ([tool.black])
11/11Static type checking — integrations/browser-use/tsconfig.json, mcp-server/tsconfig.json, packages/a3m-vercel-ai/tsconfig.json, packages/agentkit-adapter/tsconfig.json, tests/tsconfig.json, tmlpd-pi-extension/tsconfig.json, tsconfig.json
10/10Reproducible environment — Dockerfile, lockfile
0/10Demonstrated agent practice — no agent-authored commits among the last 100
8/8Automated maintenance — 5 of the last 100 commits are automated dependency updates
1/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1
Inputs used
has_nixno
has_testsyes
lockfilespackage-lock.json
has_dockerfileyes
typed_languageyes
bootstrap_files—
has_devcontainerno
has_linter_configyes
typecheck_configsintegrations/browser-use/tsconfig.json, mcp-server/tsconfig.json, packages/a3m-vercel-ai/tsconfig.json, packages/agentkit-adapter/tsconfig.json, tests/tsconfig.json, tmlpd-pi-extension/tsconfig.json, tsconfig.json
agent_commit_share0
toolchain_manifests—
dependency_bot_commit_share0.05

Code legibility for models

100Exceptional
How it's scored
45/45Type-checkable code — TypeScript (statically typed)
54.8/55Manageable file sizes — 1/236 source files over 60KB
Inputs used
primary_languageTypeScript
largest_source_bytes60,118
source_files_sampled236
oversized_source_files1

Machine-readable interfaces

100Exceptional
How it's scored
40/40API schema (OpenAPI/GraphQL/proto) — docs/openapi.json, docs/openapi.yaml
20/20MCP server
40/40Runnable examples — examples
Inputs used
example_dirsexamples
has_mcp_signalyes
api_schema_filesdocs/openapi.json, docs/openapi.yaml
interfaces_expected_ofnetwork-service

Key facts

16GitHub stars
1contributors
497commits, last 12 months
1days since last push
9releases
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 pypi package 'a3m_adapter' from its registry
  • Could not fetch npm package 'a3m-proxy' from its registry
  • Could not fetch npm package '@a3m/mcp-server' from its registry
  • Could not fetch npm package 'test-install' from its registry
  • npm package 'tmlpd-pi' points at a different repository (https://github.com/Das-rebel/tmlpd-skill); excluded from ecosystem scoring

More detail

Star and fork history 0 ★ / 5 ⇿
0Stars
5Forks

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.

12345522026-072026-082026-09
OpenSSF Scorecard 4.9 / 10
4.9aggregate

Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).Scorecard v5.5.0 · 2026-09-18 11:47 UTC

6Binary-Artifactsbinaries present in source code
0Branch-Protectionbranch protection not enabled on development/release branches
10CI-Tests1 out of 1 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 0/28 approved changesets -- score normalized to 0
0Contributorsproject has 0 contributing companies or organizations -- score normalized to 0
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
n/aPackagingpackaging workflow not detected
1Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 1
10SASTSAST tool is run on all commits
10Security-Policysecurity policy file detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities13 existing vulnerabilities detected
Direct dependencies 7
RegistryPackageVersion constraintManifest
npm@modelcontextprotocol/sdk^1.0.0mcp-server/package.json
npmadaptive-memory-multi-model-router^2.13.0mcp-server/package.json
npmblessed^0.1.81package.json
npmnanoid^6.0.0package.json
npmexpress^4.18.0proxy/package.json
PyPIhttpx>=0.24.0python/pyproject.toml
npmnanoid^5.0.0tmlpd-pi-extension/package.json
All dependencies 330

Full resolved dependency set from the GitHub dependency graph: 14 direct and 316 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
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npmadaptive-memory-multi-model-router^2.14.19direct
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PyPIhttpx—direct
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npmes-object-atoms1.1.2indirect
npmesbuild0.28.1indirect
npmescape-html1.0.3indirect
npmesm-env1.2.2indirect
npmesrap2.3.0indirect
npmestree-walker2.0.2indirect
npmestree-walker3.0.3indirect
npmetag1.8.1indirect
npmeventsource-parser1.1.2indirect
npmexpect-type1.3.0indirect
npmexpect-type1.4.0indirect
npmfdir6.5.0indirect
npmfinalhandler1.3.2indirect
npmforwarded0.2.0indirect
npmfresh0.5.2indirect
npmfsevents2.3.3indirect
npmfunction-bind1.1.2indirect
npmget-intrinsic1.3.0indirect
npmget-proto1.0.1indirect
npmgopd1.2.0indirect
npmhas-symbols1.1.0indirect
npmhasown2.0.3indirect
npmhttp-errors2.0.1indirect
npmiconv-lite0.4.24indirect
npminherits2.0.4indirect
npmipaddr.js1.9.1indirect
npmis-reference3.0.3indirect
npmjson-schema0.4.0indirect
npmjsondiffpatch0.6.0indirect
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
npmlocate-character3.0.0indirect
npmmagic-string0.30.21indirect
npmmagic-string1.3.1indirect
npmmath-intrinsics1.1.0indirect
npmmedia-typer0.3.0indirect
npmmerge-descriptors1.0.3indirect
npmmethods1.1.2indirect
npmmime1.6.0indirect
npmmime-db1.52.0indirect
npmmime-types2.1.35indirect
npmms2.0.0indirect
npmms2.1.3indirect
npmnegotiator0.6.3indirect
npmobject-inspect1.13.4indirect
npmobug2.1.3indirect
npmobug2.1.4indirect
npmon-finished2.4.1indirect
npmparseurl1.3.3indirect
npmpath-to-regexp0.1.13indirect
npmpathe2.0.3indirect
npmpicocolors1.1.1indirect
npmpicomatch4.0.4indirect
npmpicomatch4.0.7indirect
npmpostcss8.5.15indirect
npmpostcss8.5.25indirect
npmpostcss8.5.28indirect
npmproxy-addr2.0.7indirect
npmqs6.15.2indirect
npmrange-parser1.2.1indirect
npmraw-body2.5.3indirect
npmreact19.2.8indirect
npmrolldown1.0.3indirect
npmrolldown1.2.8indirect
npmsafe-buffer5.2.1indirect
npmsafer-buffer2.1.2indirect
npmsecure-json-parse2.7.0indirect
npmsend0.19.2indirect
npmserve-static1.16.3indirect
npmsetprototypeof1.2.0indirect
npmside-channel1.1.0indirect
npmside-channel-list1.0.1indirect
npmside-channel-map1.0.1indirect
npmside-channel-weakmap1.0.2indirect
npmsiginfo2.0.0indirect
npmsota-browser^1.7.0indirect
npmsource-map-js1.2.1indirect
npmsswr2.2.0indirect
npmstackback0.0.2indirect
npmstatuses2.0.2indirect
npmstd-env4.1.0indirect
npmstd-env4.2.0indirect
npmsvelte5.56.8indirect
npmswr2.5.0indirect
npmswrev4.0.0indirect
npmswrv1.2.0indirect
npmthrottleit2.1.0indirect
npmtinybench2.9.0indirect
npmtinybench6.1.4indirect
npmtinyexec1.2.4indirect
npmtinyexec1.3.0indirect
npmtinyglobby0.2.17indirect
npmtinyrainbow3.1.0indirect
npmtoidentifier1.0.1indirect
npmtslib2.8.1indirect
npmtsup^8.0.0indirect
npmtype-is1.6.18indirect
npmtypescript5.9.3indirect
npmtypescript^5.3.0indirect
npmtypescript^5.7.0indirect
npmundici-types6.21.0indirect
npmunpipe1.0.0indirect
npmuse-sync-external-store1.6.0indirect
npmutils-merge1.0.1indirect
npmvary1.1.2indirect
npmvite8.0.16indirect
npmvite8.3.0indirect
npmvitest4.1.9indirect
npmvitest5.0.0indirect
npmvitest^1.0.0indirect
npmvue3.5.40indirect
npmwhy-is-node-running2.3.0indirect
npmzimmerframe1.1.4indirect
npmzod3.25.76indirect
npmzod^3.22.4indirect
npmzod-to-json-schema3.25.2indirect
PyPIblack—indirect
PyPIbuild—indirect
PyPIflake8—indirect
PyPIgradio—indirect
PyPIisort—indirect
PyPIlangchain—indirect
PyPIlangchain-core—indirect
PyPIllama-index—indirect
PyPIllamaindex—indirect
PyPImcp—indirect
PyPIpydantic—indirect
PyPIpytest—indirect
PyPIpytest-asyncio—indirect
PyPIqdrant-client—indirect
PyPIrequests—indirect
PyPIsetuptools—indirect
PyPItwine—indirect
PyPIweaviate-client—indirect
Dependency advisories 0

Installing pypi:a3m-router@2.16.1 pulls in 7 packages, direct and transitive: 0 carry known advisories, of which 0 are direct dependencies.

No known advisories affect the assessed dependencies.

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 v0.34.0 — full methodology · metrics wiki.

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