Public record
Software health reportschema 0.16.0 · metrics 1.13.0 · 2026-07-21 02:47 UTC

microsoft / semantic-kernel

Integrate cutting-edge LLM technology quickly and easily into your apps

C# · PythonMIT★ 28,335 stars⑂ 4,684 forkssince Feb 2023View on GitHub ↗
#ai#artificial-intelligence#llm#openai#sdk

microsoft/semantic-kernel holds a health index of 89 out of 100, placing it in the Excellent band. It scores highest on Community & Adoption (96/100) and lowest on Security (59/100). It was last updated today. 7 contributors account for most of its recent work.

89
overall / 100
Excellent

Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At risk ceiling of 49. AI Readiness sits outside the overall score.

89
Excellent85-100Exemplary; meets essentially all checked criteria
Good70-84Healthy; minor gaps
Moderate50-69Acceptable with notable gaps; review recommended
At risk30-49Significant weaknesses; adoption warrants caution
Critical1-29Severe 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.

Ownership

MicrosoftOrganization
125,499 followers8,208 public repossince Dec 2013

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
PyPIsemantic-kernel1.44.0-13613 days ago

Metrics by category

Vitality

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

95Excellent · 22% of overall

Development activity

98Excellent
How it's scored
36/36Push recency — last push 0 days ago
33.9/36Commit cadence — 49/52 weeks with commits
18/18Commit volume — 387 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year387
human_commit_share—
days_since_last_push0
active_weeks_last_year49

Release discipline

90Excellent
How it's scored
27/27Ships releases — 100 releases published
36/36Release recency — latest release 13 days ago
27/27Release cadence — a release every ~7.8 days
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Inputs used
releases_count100
latest_release_tagdotnet-1.78.0
releases_from_tagsno
days_since_latest_release13
mean_days_between_releases7.8

Community & Adoption

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

96Excellent · 18% of overall

Popularity & adoption

99Excellent
How it's scored
60/60Stars — 28,335 stars
25/25Forks — 4,684 forks
13.7/15Watchers — 296 watchers
Inputs used
forks4,684
stars28,335
watchers296
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
has_contributingyes
has_issue_templateno
has_code_of_conductyes
has_pull_request_templateyes

Sustainability & Governance

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

91Excellent · 24% of overall

Maintainer resilience (bus factor)

94Excellent
How it's scored
51.3/54Bus factor — 7 contributor(s) cover half of all commits
19.4/22.5Commit distribution — top contributor authored 14% of commits
13.5/13.5Contributor breadth — 100 contributors
10/10OpenSSF Scorecard: Contributors — project has 15 contributing companies or organizations
Inputs used
bus_factor7
contributors_sampled100
top_contributor_share0.137

Issue & PR responsiveness

92Excellent
How it's scored
45.8/46.8Issue resolution — 98% of issues closed
31.1/38.3PR acceptance — 5,583/6,870 decided PRs merged
15/15OpenSSF Scorecard: Code-Review — all changesets reviewed
Inputs used
merged_prs5,583
open_issues100
closed_issues4,835
issue_closed_ratio0.98
closed_unmerged_prs1,287

Ownership & stewardship

80Good
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
25/25Owner reach — 125,499 followers of microsoft
25/25Track record — 8,208 public repos, account ~12 yr old
Inputs used
followers125,499
owner_typeOrganization
is_verified—
owner_loginmicrosoft
public_repos8,208
account_age_days4,605

Package maintenance

100Excellent
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 13 days ago
20/20Version history — 136 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagessemantic-kernel
ecosystemspypi
any_deprecatedno
min_days_since_publish13

Engineering Quality

Are baseline engineering and documentation practices in place?

96Excellent · 20% of overall

Engineering practices

100Excellent
How it's scored
24/24CI workflows — 21 workflow(s)
24/24Tests present
16/16Linter config — eslint.config.js
9.6/9.6Pre-commit hooks
6.4/6.4.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_editorconfigyes
has_linter_configyes
has_precommit_configyes

Documentation

90Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://aka.ms/semantic-kernel
10/10Repository description
10/10Topics — 5 topics
0/10Wiki
Inputs used
topicsai, artificial-intelligence, llm, openai, sdk
has_wikino
homepagehttps://aka.ms/semantic-kernel
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

53Moderate
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
6.8/7.5Branch-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
0.5/2.5CII-Best-Practices — badge detected: InProgress
7.5/7.5Code-Review — all changesets reviewed
2.5/2.5Contributors — project has 15 contributing companies or organizations
0/10Dangerous-Workflow — 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 1 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
3.5/5SAST — SAST tool detected but not run on all commits
5/5Security-Policy — security policy file 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 — 134 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate5.3
Excluded from scoring (no data or not applicable): packaging. Remaining weights renormalized.

Dependency advisories

85Excellent
How it's scored
35/35Direct dependencies free of known advisories — no direct dependency carries a known advisory
14.4/25Indirect dependencies free of known advisories — 1 affected: werkzeug 3.1.1 (moderate 5.3)
35.3/40No advisories left outstanding — 1 advisory-carrying package(s) unaddressed past 90 days; oldest published 231 days ago
Inputs used
sourceosv
advisories6
affected_packages1
assessed_packages90
unassessed_packages0
affected_by_severitymoderate 1
direct_affected_packages0
Matched the pypi:semantic-kernel@1.44.0 runtime dependency closure — what installing the published package pulls in — 90 packages. Reachability is not analyzed.

AI Readiness

How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score.

65Moderate · 0% of overall

Agent context & guidance

1Critical
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
0/40Legible commit history — no data
Inputs used
has_llms_txtno
legible_history_share—
agent_instruction_files—
agent_instruction_max_bytes—
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.

Verify loop (build / test / typecheck)

86Excellent
How it's scored
18/18One-command bootstrap — python/Makefile
22/22Automated tests
11/11Lint / format config — eslint.config.js
11/11Static type checking — dotnet/samples/Demos/ProcessFrameworkWithSignalR/src/ProcessFramework.Aspire.SignalR.ReactFrontend/tsconfig.json, dotnet/samples/Demos/ProcessWithCloudEvents/ProcessWithCloudEvents.Client/tsconfig.json, python/mypy.ini, python/semantic_kernel/py.typed
10/10Reproducible environment — devcontainer, Dockerfile, lockfile
0/10Demonstrated agent practice — no data
5/8Automated maintenance — dependency automation configured, none observed in the sampled commits
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, yarn.lock
has_dockerfileyes
typed_languageyes
bootstrap_filespython/Makefile
has_devcontaineryes
has_linter_configyes
typecheck_configsdotnet/samples/Demos/ProcessFrameworkWithSignalR/src/ProcessFramework.Aspire.SignalR.ReactFrontend/tsconfig.json, dotnet/samples/Demos/ProcessWithCloudEvents/ProcessWithCloudEvents.Client/tsconfig.json, python/mypy.ini, python/semantic_kernel/py.typed
agent_commit_share—
toolchain_manifests—
dependency_bot_commit_share0
Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.

Code legibility for models

100Excellent
How it's scored
45/45Type-checkable code — C# (statically typed)
54.9/55Manageable file sizes — 10/4,231 source files over 60KB
Inputs used
primary_languageC#
largest_source_bytes112,844
source_files_sampled4,231
oversized_source_files10

Machine-readable interfaces

100Excellent
How it's scored
40/40API schema (OpenAPI/GraphQL/proto) — dotnet/samples/Concepts/Resources/Plugins/DictionaryPlugin/openapi.json, dotnet/samples/Concepts/Resources/Plugins/JiraPlugin/openapi.json, dotnet/samples/Concepts/Resources/Plugins/ProductsPlugin/openapi.json, dotnet/samples/Demos/ProcessWithCloudEvents/ProcessWithCloudEvents.Client/src/services/grpc/proto/documentGeneration.proto, dotnet/samples/Demos/ProcessWithCloudEvents/ProcessWithCloudEvents.Grpc/Protos/documentationGenerator.proto, dotnet/src/Functions/Functions.UnitTests/Grpc/Protobuf/TestPlugins/protoV3.proto, python/samples/concepts/plugins/openapi/openapi.yaml, python/tests/unit/connectors/openapi_plugin/openapi.yaml
20/20MCP server
40/40Runnable examples — demos, notebooks, samples
Inputs used
example_dirsdemos, notebooks, samples
has_mcp_signalyes
api_schema_filesdotnet/samples/Concepts/Resources/Plugins/DictionaryPlugin/openapi.json, dotnet/samples/Concepts/Resources/Plugins/JiraPlugin/openapi.json, dotnet/samples/Concepts/Resources/Plugins/ProductsPlugin/openapi.json, dotnet/samples/Demos/ProcessWithCloudEvents/ProcessWithCloudEvents.Client/src/services/grpc/proto/documentGeneration.proto, dotnet/samples/Demos/ProcessWithCloudEvents/ProcessWithCloudEvents.Grpc/Protos/documentationGenerator.proto, dotnet/src/Functions/Functions.UnitTests/Grpc/Protobuf/TestPlugins/protoV3.proto, python/samples/concepts/plugins/openapi/openapi.yaml, python/tests/unit/connectors/openapi_plugin/openapi.yaml

Key facts

28,335GitHub stars
100contributors
387commits, last 12 months
0days since last push
100releases
7bus factor
100open issues
PyPIpackage ecosystems

More detail

OpenSSF Scorecard 5.3 / 10
5.3aggregate

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 · 2026-07-21 02:47 UTC

10Binary-Artifactsno binaries found in the repo
9Branch-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
2CII-Best-Practicesbadge detected: InProgress
10Code-Reviewall changesets reviewed
10Contributorsproject has 15 contributing companies or organizations
0Dangerous-Workflowdangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 1 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
7SASTSAST tool detected but not run on all commits
10Security-Policysecurity policy file detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities134 existing vulnerabilities detected
Direct dependencies 25
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All dependencies 1,105

Full resolved dependency set from the GitHub dependency graph: 41 direct and 1,064 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

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PyPIbleach6.4.0indirect
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PyPIcachetools7.0.5indirect
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PyPIcertifi2026.2.25indirect
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PyPIcffi2.0.0indirect
PyPIcfgv3.5.0indirect
PyPIchainlit—indirect
PyPIchardet5.2.0indirect
PyPIchardet7.0.1indirect
PyPIcharset-normalizer3.4.2indirect
PyPIcharset-normalizer3.4.5indirect
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PyPIchromadb1.0.21indirect
PyPIclick—indirect
PyPIclick8.2.1indirect
PyPIclick8.3.1indirect
PyPIcmake—indirect
PyPIcolorama0.4.6indirect
PyPIcoloredlogs15.0.1indirect
PyPIcomm0.2.3indirect
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PyPIexceptiongroup1.3.0indirect
PyPIexceptiongroup1.3.1indirect
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PyPIh24.3.0indirect
PyPIhatchling—indirect
PyPIhf-xet1.4.0indirect
PyPIhiredis3.3.0indirect
PyPIhpack4.1.0indirect
PyPIhttpcore1.0.9indirect
PyPIhttptools0.7.1indirect
PyPIhttpx—indirect
PyPIhttpx0.28.1indirect
PyPIhttpx-sse0.4.1indirect
PyPIhttpx-sse0.4.3indirect
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PyPIhyperframe6.1.0indirect
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PyPIidna3.15indirect
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PyPIimportlib-metadata8.7.1indirect
PyPIimportlib-resources6.5.2indirect
PyPIiniconfig2.1.0indirect
PyPIiniconfig2.3.0indirect
PyPIinvoke2.2.1indirect
PyPIipykernel—indirect
PyPIipykernel6.31.0indirect
PyPIipython8.38.0indirect
PyPIipython-pygments-lexers1.1.1indirect
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PyPIjedi0.19.2indirect
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PyPIjiter0.13.0indirect
PyPIjmespath1.1.0indirect
PyPIjoblib1.5.3indirect
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PyPIjsonschema4.24.0indirect
PyPIjsonschema4.26.0indirect
PyPIjsonschema-path0.3.4indirect
PyPIjsonschema-specifications2025.4.1indirect
PyPIjsonschema-specifications2025.9.1indirect
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Dependency advisories 1

Installing pypi:semantic-kernel@1.44.0 pulls in 90 packages, direct and transitive: 1 carry known advisories, of which 0 are direct dependencies.

PackageVersionRelationSeverityAdvisoriesFixed in
werkzeug3.1.1indirectmoderate63.1.6

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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                "key": "owner_reach",
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            "note": null,
            "notes": [],
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        ],
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            "key": "documentation",
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                "key": "code_review",
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                "key": "contributors",
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              },
              {
                "key": "dependency_update_tool",
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                "points": 7.5,
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              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
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              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10",
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                "status": "met",
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                "key": "sast",
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                "points": 3.5,
                "status": "partial",
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              {
                "key": "security_policy",
                "name": "Security-Policy",
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                "points": 5,
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                "details": [],
                "max_points": 5
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                "key": "signed_releases",
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                "points": 0,
                "status": "missed",
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              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
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                "status": "missed",
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            ]
          },
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            "key": "dependency_advisories",
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            "notes": [
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            "value": 85,
            "inputs": {
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              "affected_by_severity": "moderate 1",
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                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
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                ],
                "max_points": 35
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                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "1 affected: werkzeug 3.1.1 (moderate 5.3)",
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                "status": "partial",
                "details": [
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                    "code": "advisories_affected",
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                ],
                "max_points": 25
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                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "1 advisory-carrying package(s) unaddressed past 90 days; oldest published 231 days ago",
                "points": 35.3,
                "status": "partial",
                "details": [
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                    "code": "advisories_stale",
                    "params": {
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                      "count": 1,
                      "oldest": 231
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                  }
                ],
                "max_points": 40
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            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 90,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
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                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
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                    "code": "no_malicious_dependencies",
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                ],
                "max_points": 100
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            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
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                "code": "jurisdiction_evidence_limits",
                "params": {}
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            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
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              "review_only_matches": 0,
              "assessed_self_published_locations": 12
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            "components": [
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                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
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                    "code": "jurisdiction_no_match",
                    "params": {}
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                ],
                "max_points": 100
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            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 65,
        "weight": 0,
        "metrics": [
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            "key": "ai_agent_context",
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            "name": "Agent context & guidance",
            "note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
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                "key": "automated_maintenance",
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              {
                "key": "openssf_scorecard_pinned_dependencies",
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}

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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 v1.13.0, schema v0.16.0 — full methodology · metrics wiki.

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