Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-09-13 13:54 UTC

JinNing6 / Noosphere

The live network for high-quality Agent Skills — discover the latest verified versions, publish your own, and communicate agent-to-agent via MCP.

Python · TypeScriptApache-2.0★ 18 stars⑂ 2 forkssince Mar 2026View on GitHub ↗
KindMCP serverCommand-line toolWeb interfacehow this is determined
#agent-memory#agent-skills#ai-agents#claude-code#cline#codex#coding-agents#cursor#debugging#developer-tools#dynamic-skills#mcp#model-context-protocol#python#shared-memory#skill-registry#windsurf

JinNing6/Noosphere holds a health index of 73 out of 100, placing it in the Good band. It scores highest on Vitality (90/100) and lowest on Security (41/100). It was last updated 6 days ago. A single contributor accounts for most of its recent work.

73
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.

73
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 64 is calibrated to 73 on the published index scale (record calibration 2026-08-02).

Ownership

JinQianPersonal account
2 followers20 public repossince Jun 2023Chinese Academy of Sciences

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
PyPInoosphere-mcp0.10.04822546 days agoai-agentconsciousnessgithubmcpmodel-context-protocolnoosphere

Metrics by category

Vitality

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

90Excellent · 21% of overall

Development activity

83Excellent
How it's scored
36/36Push recency — last push 6 days ago
18.7/36Commit cadence — 27/52 weeks with commits
18/18Commit volume — 320 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 18 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year320
human_commit_share0.9
days_since_last_push6
active_weeks_last_year27

Release discipline

100Exceptional
How it's scored
27/27Ships releases — 9 releases published
36/36Release recency — latest release 46 days ago
27/27Release cadence — a release every ~16.4 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count9
latest_release_tagv0.10.0
releases_from_tagsno
days_since_latest_release46
mean_days_between_releases16.4
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?

46Weak · 17% of overall

Popularity & adoption

20At Risk
How it's scored
20/60Stars — 18 stars
0/25Forks — 2 forks
0/15Watchers — 1 watchers
Inputs used
forks2
stars18
watchers1
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

77Good
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (Apache-2.0)
18/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges4
has_contributingyes
has_issue_templateno
has_code_of_conductno
readme_badge_servicesshields.io
has_pull_request_templateyes

Ecosystem adoption (downloads)

45Weak
How it's scored
35.8/80Monthly downloads — 482 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesnoosphere-mcp
dependents—
ecosystemspypi
total_downloads—
monthly_downloads482
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?

47Weak · 23% of overall

Maintainer resilience (bus factor)

13Critical
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

Issue & PR responsiveness

55Moderate
How it's scored
19/42Issue resolution — 45% of issues closed
28.8/30PR acceptance — 46/48 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
0/15OpenSSF Scorecard: Code-Review — Found 0/22 approved changesets -- score normalized to 0
Inputs used
merged_prs46
open_issues23
closed_issues19
prs_merged_7d0
prs_decided_7d0
prs_merged_30d0
prs_decided_30d0
issue_closed_ratio0.452
closed_unmerged_prs2
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

37Weak
How it's scored
10/30Ownership backing — personal (user) account
0/20Verified domain — not applicable to user accounts
3.4/25Owner reach — 2 followers of JinNing6
16.1/25Track record — 20 public repos, account ~3 yr old
Inputs used
followers2
owner_typeUser
is_verified—
owner_loginJinNing6
public_repos20
account_age_days1,181
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 46 days ago
20/20Version history — 25 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesnoosphere-mcp
ecosystemspypi
any_deprecatedno
min_days_since_publish46

Engineering Quality

Are baseline engineering and documentation practices in place?

90Excellent · 19% of overall

Engineering practices

84Excellent
How it's scored
24/24CI workflows — 20 workflow(s)
24/24Tests present
16/16Linter config — eslint.config.js, ruff.toml
0/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 14 out of 14 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://jinning6.github.io/Noosphere/
10/10Repository description
10/10Topics — 17 topics
10/10Wiki
Inputs used
topicsagent-memory, agent-skills, ai-agents, claude-code, cline, codex, coding-agents, cursor, debugging, developer-tools, dynamic-skills, mcp, model-context-protocol, python, shared-memory, skill-registry, windsurf
has_wikiyes
homepage—
docs_sitehttps://jinning6.github.io/Noosphere/
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

41Weak · 16% of overall

Security posture

26At Risk
How it's scored
3.8/7.5Binary-Artifacts — binaries present in source code
2.2/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 14 out of 14 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 0/22 approved changesets -- score normalized to 0
0.8/2.5Contributors — project has 1 contributing companies or organizations -- score normalized to 3
0/10Dangerous-Workflow — dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
7.5/7.5Maintained — 30 commit(s) and 18 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
1/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 2
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 — no data
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 12 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate2.6
Excluded from scoring (no data or not applicable): 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_packages31
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:noosphere-mcp@0.10.0 runtime dependency closure — what installing the published package pulls in — 31 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.

75Good · 4% of overall

Agent context & guidance

85Excellent
How it's scored
45/45Agent instructions — .github/copilot-instructions.md
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 79 of 90 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
llms_txt_url—
legible_history_share0.878
agent_instruction_files.github/copilot-instructions.md
agent_instruction_max_bytes3,706

Verify loop (build / test / typecheck)

56Moderate
How it's scored
0/18One-command bootstrap
22/22Automated tests
11/11Lint / format config — eslint.config.js, ruff.toml
11/11Static type checking — frontend/tsconfig.json
10/10Reproducible environment — Dockerfile, lockfile
0/10Demonstrated agent practice — no agent-authored commits among the last 100
0/8Automated maintenance — no automated dependency updates observed
2/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 2
Inputs used
has_nixno
has_testsyes
lockfilespackage-lock.json
has_dockerfileyes
typed_languageno
bootstrap_files—
has_devcontainerno
has_linter_configyes
typecheck_configsfrontend/tsconfig.json
agent_commit_share0
toolchain_manifests—
dependency_bot_commit_share0

Code legibility for models

81Excellent
How it's scored
27/45Type-checkable code — Python with type-check config (frontend/tsconfig.json)
54.4/55Manageable file sizes — 2/177 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes320,828
source_files_sampled177
oversized_source_files2

Machine-readable interfaces

100Exceptional
How it's scored
0/40API schema (OpenAPI/GraphQL/proto) — not applicable to this kind of software
20/20MCP server
40/40Runnable examples — examples
Inputs used
example_dirsexamples
has_mcp_signalyes
api_schema_files—
interfaces_expected_of—
Excluded from scoring (no data or not applicable): API schema (OpenAPI/GraphQL/proto). Remaining weights renormalized.

Key facts

18GitHub stars
1contributors
320commits, last 12 months
6days since last push
9releases
1bus factor
23open issues
npm, PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token

More detail

Star and fork history 0 ★ / 2 ⇿
0Stars
2Forks
6Releases

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.

111222212026-032026-052026-07
Major 0Minor 2Patch 3
OpenSSF Scorecard 2.6 / 10
2.6aggregate

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 · 2026-09-13 13:54 UTC

5Binary-Artifactsbinaries present in source code
3Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests14 out of 14 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 0/22 approved changesets -- score normalized to 0
3Contributorsproject has 1 contributing companies or organizations -- score normalized to 3
0Dangerous-Workflowdangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 18 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
2Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 2
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities12 existing vulnerabilities detected
Direct dependencies 15
RegistryPackageVersion constraintManifest
npm@octokit/rest^21.0.0badge/package.json
npm@react-three/drei^10.7.7frontend/package.json
npm@react-three/fiber^9.5.0frontend/package.json
npm@react-three/postprocessing^3.0.4frontend/package.json
npm@types/three^0.183.1frontend/package.json
npmd3-hierarchy^3.1.2frontend/package.json
npmi18next^25.8.18frontend/package.json
npmi18next-browser-languagedetector^8.2.1frontend/package.json
npmlucide-react^1.24.0frontend/package.json
npmreact^19.2.0frontend/package.json
npmreact-dom^19.2.0frontend/package.json
npmreact-i18next^16.5.8frontend/package.json
npmthree^0.183.2frontend/package.json
PyPImcp>=2,<3sdk/pyproject.toml
PyPIhttpx>=0.28.0sdk/pyproject.toml
All dependencies 281

Full resolved dependency set from the GitHub dependency graph: 16 direct and 265 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
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npmi18next25.8.18direct
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npmreact19.2.4direct
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npmthree0.170.0direct
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PyPIhttpx—direct
PyPImcp—direct
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npmnatural-compare1.4.0indirect
npmnode-releases2.0.51indirect
npmoptionator0.9.4indirect
npmp-limit3.1.0indirect
npmp-locate5.0.0indirect
npmparent-module1.0.1indirect
npmpath-exists4.0.0indirect
npmpath-key3.1.1indirect
npmpicocolors1.1.1indirect
npmpicomatch4.0.5indirect
npmpostcss8.5.19indirect
npmpostprocessing6.38.3indirect
npmpotpack1.0.2indirect
npmprelude-ls1.2.1indirect
npmpromise-worker-transferable1.0.4indirect
npmpunycode2.3.1indirect
npmreact-use-measure2.1.7indirect
npmrequire-from-string2.0.2indirect
npmresolve-from4.0.0indirect
npmrolldown1.1.5indirect
npmscheduler0.27.0indirect
npmsemver6.3.1indirect
npmsemver7.7.4indirect
npmshebang-command2.0.0indirect
npmshebang-regex3.0.0indirect
npmsource-map-js1.2.1indirect
npmstats-gl2.4.2indirect
npmstats.js0.17.0indirect
npmstrip-json-comments3.1.1indirect
npmsupports-color7.2.0indirect
npmsuspend-react0.1.3indirect
npmthree-mesh-bvh0.8.3indirect
npmthree-stdlib2.36.1indirect
npmtinyglobby0.2.17indirect
npmtroika-three-text0.52.4indirect
npmtroika-three-utils0.52.4indirect
npmtroika-worker-utils0.52.0indirect
npmts-api-utils2.4.0indirect
npmtslib2.8.1indirect
npmtunnel-rat0.1.2indirect
npmtype-check0.4.0indirect
npmtypescript5.9.3indirect
npmtypescript-eslint8.57.0indirect
npmundici-types7.16.0indirect
npmupdate-browserslist-db1.2.3indirect
npmuri-js4.4.1indirect
npmuse-sync-external-store1.6.0indirect
npmutility-types3.11.0indirect
npmvite8.1.4indirect
npmvoid-elements3.1.0indirect
npmwebgl-constants1.1.1indirect
npmwebgl-sdf-generator1.1.1indirect
npmwhich2.0.2indirect
npmword-wrap1.2.5indirect
npmyallist3.1.1indirect
npmyocto-queue0.1.0indirect
npmzod4.3.6indirect
npmzod-validation-error4.0.2indirect
npmzustand4.5.7indirect
npmzustand5.0.11indirect
PyPIbuild—indirect
PyPInumpy—indirect
PyPIpytest—indirect
PyPIpytest-asyncio—indirect
PyPIpytest-timeout—indirect
PyPIrespx—indirect
PyPIruff0.14.1indirect
PyPIsentence-transformers—indirect
Dependency advisories 0

Installing pypi:noosphere-mcp@0.10.0 pulls in 31 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.

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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 — PyPI.