Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-10-20 19:10 UTC

Mirascope / mirascope

The LLM Anti-Framework

Python · MDX · TypeScriptMIT★ 1,533 stars⑂ 137 forkssince Dec 2023View on GitHub ↗
KindLibraryWeb interfacehow this is determined
#artificial-intelligence#developer-tools#llm#python#llm-agent#llm-tools#typescript

Mirascope/mirascope holds a health index of 91 out of 100, placing it in the Excellent band. It scores highest on Vitality (99/100) and lowest on Security (62/100). It was last updated today. 2 contributors account for most of its recent work.

91
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.

91
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 77 is calibrated to 91 on the published index scale (record calibration 2026-08-02).

Ownership

MirascopeOrganization
60 followers18 public repossince Dec 2023

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPImirascope2.8.021,4351800 days agoagentsanthropicartificial-intelligencecontext-engineeringdeveloper-toolsgeminillmllm-toolsopenaiprompt-engineering
npmmirascope2.0.0-alpha.01017262 days ago—

Metrics by category

Vitality

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

99Exceptional · 21% of overall

Development activity

99Exceptional
How it's scored
36/36Push recency — last push 0 days ago
34.6/36Commit cadence — 50/52 weeks with commits
18/18Commit volume — 1,847 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year1,847
human_commit_share1
days_since_last_push0
active_weeks_last_year50

Release discipline

100Exceptional
How it's scored
27/27Ships releases — 100 releases published
36/36Release recency — latest release 0 days ago
27/27Release cadence — a release every ~28.7 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count100
latest_release_tagv2.8.1
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases28.7
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?

66Good · 17% of overall

Popularity & adoption

75Good
How it's scored
51.7/60Stars — 1,533 stars
17.8/25Forks — 137 forks
5.8/15Watchers — 12 watchers
Inputs used
forks137
stars1,533
watchers12
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

50Moderate
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
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges5
has_contributingno
has_issue_templateno
has_code_of_conductno
readme_badge_servicescodecov.io, github.com, shields.io
has_pull_request_templateno

Ecosystem adoption (downloads)

72Good
How it's scored
57.7/80Monthly downloads — 21,435 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesmirascope
dependents—
ecosystemspypi
total_downloads—
monthly_downloads21,435
unverified_packages_excludedmirascope
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?

75Good · 23% of overall

Maintainer resilience (bus factor)

65Good
How it's scored
25.2/54Bus factor — 2 contributor(s) cover half of all commits
15.9/22.5Commit distribution — top contributor authored 29% of commits
13.5/13.5Contributor breadth — 58 contributors
10/10OpenSSF Scorecard: Contributors — project has 7 contributing companies or organizations
Inputs used
bus_factor2
contributors_sampled58
top_contributor_share0.294

Issue & PR responsiveness

83Excellent
How it's scored
41.9/42Issue resolution — 100% of issues closed
20.8/30PR acceptance — 1,734/2,495 decided PRs merged
9.8/13Newcomer PR acceptance — 12/16 first-time contributors' PRs merged in 30d
10.5/15OpenSSF Scorecard: Code-Review — Found 21/30 approved changesets -- score normalized to 7
Inputs used
merged_prs1,734
open_issues1
closed_issues317
prs_merged_7d17
prs_decided_7d18
prs_merged_30d27
prs_decided_30d32
issue_closed_ratio0.997
closed_unmerged_prs761
first_time_authors_30d12
first_time_prs_merged_30d12
first_time_prs_decided_30d16

Ownership & stewardship

58Moderate
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
12.8/25Owner reach — 60 followers of Mirascope
15/25Track record — 18 public repos, account ~2 yr old
Inputs used
followers60
owner_typeOrganization
is_verifiedno
owner_loginMirascope
public_repos18
account_age_days1,041

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 2 package(s) on npm, pypi
35/35Publish recency — latest publish 0 days ago
20/20Version history — 180 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesmirascope, mirascope
ecosystemsnpm, pypi
any_deprecatedno
min_days_since_publish0

Engineering Quality

Are baseline engineering and documentation practices in place?

76Good · 19% of overall

Engineering practices

84Excellent
How it's scored
24/24CI workflows — 4 workflow(s)
24/24Tests present
16/16Linter config — python/pyproject.toml ([tool.ruff])
0/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 25 out of 25 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

65Good
How it's scored
30/30README
0/25Documentation directory
15/15Documentation / homepage site — https://mirascope.com
10/10Repository description
10/10Topics — 7 topics
0/10Wiki
Inputs used
topicsartificial-intelligence, developer-tools, llm, python, llm-agent, llm-tools, typescript
has_wikino
homepagehttps://mirascope.com
docs_sitehttps://mirascope.com
has_readmeyes
has_docs_dirno
has_descriptionyes

Security

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

62Moderate · 16% of overall

Security posture

53Moderate
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
3.8/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 25 out of 25 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
5.2/7.5Code-Review — Found 21/30 approved changesets -- score normalized to 7
2.5/2.5Contributors — project has 7 contributing companies or organizations
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 4 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 — no data
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 312 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate5.3
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
0/25Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope
0/40No advisories left outstanding — no advisory carries a publication date
Inputs used
sourceosv
advisories219
affected_packages30
assessed_packages189
unassessed_packages116
affected_by_severitycritical 9, high 11, moderate 8, low 2
direct_affected_packages0
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 189 resolved dependencies against OSV. 116 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.

83Excellent · 4% of overall

Agent context & guidance

100Exceptional
How it's scored
45/45Agent instructions — .claude/CLAUDE.md, .cursorrules, AGENTS.md, python/AGENTS.md, website/AGENTS.md
15/15Machine-readable docs (llms.txt) — llms.txt present
40/40Legible commit history — 99 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtyes
llms_txt_url—
legible_history_share0.99
agent_instruction_files.claude/CLAUDE.md, .cursorrules, AGENTS.md, python/AGENTS.md, website/AGENTS.md
agent_instruction_max_bytes3,557

Verify loop (build / test / typecheck)

64Moderate
How it's scored
0/18One-command bootstrap
22/22Automated tests
11/11Lint / format config — python/pyproject.toml ([tool.ruff])
11/11Static type checking — typescript/examples/tsconfig.json, typescript/tsconfig.json, website/tsconfig.json
10/10Reproducible environment — lockfile
10/10Demonstrated agent practice — 7 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
lockfilesuv.lock
has_dockerfileno
typed_languageno
bootstrap_files—
has_devcontainerno
has_linter_configyes
typecheck_configstypescript/examples/tsconfig.json, typescript/tsconfig.json, website/tsconfig.json
agent_commit_share0.07
toolchain_manifests—
dependency_bot_commit_share0

Code legibility for models

82Excellent
How it's scored
27/45Type-checkable code — Python with type-check config (typescript/examples/tsconfig.json, typescript/tsconfig.json, website/tsconfig.json)
54.6/55Manageable file sizes — 13/1,807 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes3,341,316
source_files_sampled1,807
oversized_source_files13

Machine-readable interfaces

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

Key facts

1,533GitHub stars
58contributors
1,847commits, last 12 months
0days since last push
100releases
2bus factor
1open issues
npm, PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • First-time contributor figures cover 12 of 20 authors (cap 12)
  • deps.dev does not index pypi:mirascope@2.8.0; advisories assessed against the repository dependency graph instead

More detail

Star and fork history 0 ★ / 137 ⇿
0Stars
137Forks
96Releases

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.

025507510012515013542024-022025-062026-10
Major 1Minor 25Patch 63

Each point covers 3 days.

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 · 2026-10-20 19:10 UTC

10Binary-Artifactsno binaries found in the repo
5Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests25 out of 25 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
7Code-ReviewFound 21/30 approved changesets -- score normalized to 7
10Contributorsproject has 7 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 4 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
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities312 existing vulnerabilities detected
Direct dependencies 73
RegistryPackageVersion constraintManifest
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All dependencies 305

Full resolved dependency set from the GitHub dependency graph: 75 direct and 230 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

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PyPIbackports-asyncio-runner1.2.0indirect
PyPIbackports-tarfile1.2.0indirect
PyPIbeartype0.22.9indirect
PyPIblack26.1.0indirect
PyPIcachetools6.2.6indirect
PyPIcertifi2026.1.4indirect
PyPIcffi2.0.0indirect
PyPIcfgv3.5.0indirect
PyPIcharset-normalizer3.4.4indirect
PyPIclick8.3.1indirect
PyPIcloudpickle3.1.2indirect
PyPIcodespell2.4.1indirect
PyPIcolorama0.4.6indirect
PyPIcoverage7.13.2indirect
PyPIcryptography46.0.3indirect
PyPIcyclopts4.5.1indirect
PyPIdatamodel-code-generator0.53.0indirect
PyPIdiskcache5.6.3indirect
PyPIdistlib0.4.0indirect
PyPIdistro1.9.0indirect
PyPIdnspython2.8.0indirect
PyPIdocutils0.22.4indirect
PyPIemail-validator2.3.0indirect
PyPIexceptiongroup1.3.0indirect
PyPIexceptiongroup1.3.1indirect
PyPIexecuting2.2.1indirect
PyPIfakeredis2.33.0indirect
PyPIfastmcp2.14.4indirect
PyPIfilelock3.20.3indirect
PyPIfsspec2026.1.0indirect
PyPIgenson1.3.0indirect
PyPIgoogle-auth2.48.0indirect
PyPIgoogle-genai1.60.0indirect
PyPIgoogleapis-common-protos1.72.0indirect
PyPIgriffe1.7.3indirect
PyPIgrpcio1.76.0indirect
PyPIh110.16.0indirect
PyPIhf-xet1.2.0indirect
PyPIhttpcore1.0.9indirect
PyPIhttpx-sse0.4.3indirect
PyPIhuggingface-hub1.3.4indirect
PyPIidentify2.6.16indirect
PyPIidna3.11indirect
PyPIimportlib-metadata8.7.1indirect
PyPIinflect7.5.0indirect
PyPIiniconfig2.1.0indirect
PyPIiniconfig2.3.0indirect
PyPIinline-snapshot0.31.1indirect
PyPIisort7.0.0indirect
PyPIjaraco-classes3.4.0indirect
PyPIjaraco-context6.1.0indirect
PyPIjaraco-functools4.4.0indirect
PyPIjeepney0.9.0indirect
PyPIjinja23.1.6indirect
PyPIjsonref1.1.0indirect
PyPIjsonschema4.26.0indirect
PyPIjsonschema-path0.3.4indirect
PyPIjsonschema-specifications2025.9.1indirect
PyPIkeyring25.7.0indirect
PyPIlibcst1.8.6indirect
PyPIlupa2.6indirect
PyPImarkdown-it-py4.0.0indirect
PyPImarkupsafe3.0.3indirect
PyPImcp1.26.0indirect
PyPImdurl0.1.2indirect
PyPImirascope2.8.1indirect
PyPImlx0.30.4indirect
PyPImlx-lm0.29.1indirect
PyPImlx-metal0.30.4indirect
PyPImore-itertools10.8.0indirect
PyPImypy-extensions1.1.0indirect
PyPInodeenv1.10.0indirect
PyPInodeenv1.9.1indirect
PyPInumpy2.2.6indirect
PyPInumpy2.4.1indirect
PyPIopenai2.16.0indirect
PyPIopenapi-pydantic0.5.1indirect
PyPIopentelemetry-api1.39.1indirect
PyPIopentelemetry-exporter-otlp1.39.1indirect
PyPIopentelemetry-exporter-otlp-proto-common1.39.1indirect
PyPIopentelemetry-exporter-otlp-proto-grpc1.39.1indirect
PyPIopentelemetry-exporter-otlp-proto-http1.39.1indirect
PyPIopentelemetry-exporter-prometheus0.60b1indirect
PyPIopentelemetry-instrumentation0.60b1indirect
PyPIopentelemetry-instrumentation-anthropic0.51.1indirect
PyPIopentelemetry-instrumentation-google-genai0.6b0indirect
PyPIopentelemetry-instrumentation-openai-v22.3b0indirect
PyPIopentelemetry-propagator-b31.39.1indirect
PyPIopentelemetry-propagator-jaeger1.39.1indirect
PyPIopentelemetry-proto1.39.1indirect
PyPIopentelemetry-sdk1.39.1indirect
PyPIopentelemetry-semantic-conventions0.60b1indirect
PyPIopentelemetry-semantic-conventions-ai0.4.13indirect
PyPIopentelemetry-util-genai0.2b0indirect
PyPIorjson3.11.5indirect
PyPIpackaging25.0indirect
PyPIpackaging26.0indirect
PyPIpathable0.4.4indirect
PyPIpathspec1.0.4indirect
PyPIpathvalidate3.3.1indirect
PyPIpillow10.4.0indirect
PyPIplatformdirs4.5.1indirect
PyPIpluggy1.6.0indirect
PyPIpre-commit4.5.1indirect
PyPIprometheus-client0.24.1indirect
PyPIproto-plus1.27.0indirect
PyPIprotobuf6.33.4indirect
PyPIpsycopg22.9.9indirect
PyPIpy-key-value-aio0.3.0indirect
PyPIpy-key-value-shared0.3.0indirect
PyPIpyasn10.6.2indirect
PyPIpyasn1-modules0.4.2indirect
PyPIpycparser3.0indirect
PyPIpydantic-core2.41.5indirect
PyPIpydantic-settings2.12.0indirect
PyPIpydocket0.16.6indirect
PyPIpygments2.19.1indirect
PyPIpygments2.19.2indirect
PyPIpyjwt2.10.1indirect
PyPIpyperclip1.11.0indirect
PyPIpyright1.1.401indirect
PyPIpyright1.1.408indirect
PyPIpytest8.4.0indirect
PyPIpytest9.0.2indirect
PyPIpytest-asyncio1.3.0indirect
PyPIpytest-cov7.0.0indirect
PyPIpytest-httpserver1.1.3indirect
PyPIpytest-vcr1.0.2indirect
PyPIpython-dotenv1.2.1indirect
PyPIpython-json-logger4.0.0indirect
PyPIpython-multipart0.0.22indirect
PyPIpytokens0.4.0indirect
PyPIpywin32311indirect
PyPIpywin32-ctypes0.2.3indirect
PyPIpyyaml6.0.3indirect
PyPIpyyaml-ft8.0.0indirect
PyPIredis7.1.0indirect
PyPIreferencing0.36.2indirect
PyPIregex2026.1.15indirect
PyPIrequests2.32.5indirect
PyPIrich14.3.1indirect
PyPIrich-rst1.3.2indirect
PyPIrpds-py0.30.0indirect
PyPIrsa4.9.1indirect
PyPIruff0.11.13indirect
PyPIruff0.14.14indirect
PyPIsafetensors0.7.0indirect
PyPIsecretstorage3.5.0indirect
PyPIsentencepiece0.2.1indirect
PyPIshellingham1.5.4indirect
PyPIsniffio1.3.1indirect
PyPIsortedcontainers2.4.0indirect
PyPIsqlalchemy2.0.25indirect
PyPIsse-starlette3.2.0indirect
PyPIstarlette0.52.1indirect
PyPItenacity9.1.2indirect
PyPItokenizers0.22.2indirect
PyPItomli2.2.1indirect
PyPItomli2.4.0indirect
PyPItqdm4.67.1indirect
PyPItransformers5.0.0indirect
PyPItypeguard4.4.4indirect
PyPItyper0.21.1indirect
PyPItyper-slim0.21.1indirect
PyPItyping-inspection0.4.2indirect
PyPIurllib32.6.3indirect
PyPIuvicorn0.40.0indirect
PyPIvcrpy8.1.1indirect
PyPIvirtualenv20.36.1indirect
PyPIwebsockets15.0.1indirect
PyPIwerkzeug3.1.5indirect
PyPIwrapt1.17.3indirect
PyPIzipp3.23.0indirect
Dependency advisories 30

This repository publishes no package the index resolves, so its own dependency graph was assessed — 189 packages, which also include development and test pins that never ship: 30 carry known advisories, of which 0 are direct. 116 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.

PackageVersionRelationSeverityAdvisoriesFixed in
anyio4.12.1indirectcritical44.14.2
authlib1.6.6indirectcritical141.7.1
black26.1.0indirectcritical326.3.1
cryptography46.0.3indirectcritical1350.0.0
fastmcp2.14.4indirectcritical63.2.0
lupa2.6indirectcritical2—
pillow10.4.0indirectcritical3412.3.0
pyjwt2.10.1indirectcritical312.15.0
transformers5.0.0indirectcritical85.10.0
datamodel-code-generator0.53.0indirecthigh220.64.0
fsspec2026.1.0indirecthigh22026.6.0
mcp1.26.0indirecthigh72.2.0
orjson3.11.5indirecthigh13.11.6
protobuf6.33.4indirecthigh26.33.5
pyasn10.6.2indirecthigh80.6.4
python-multipart0.0.22indirecthigh120.0.31
starlette0.52.1indirecthigh101.3.1
urllib32.6.3indirecthigh102.8.0
vcrpy8.1.1indirecthigh18.2.1
virtualenv20.36.1indirecthigh821.7.13
diskcache5.6.3indirectmoderate2—
idna3.11indirectmoderate23.15
pydantic-settings2.12.0indirectmoderate12.14.2
pytest8.4.0indirectmoderate29.0.3
pytest9.0.2indirectmoderate29.0.3
python-dotenv1.2.1indirectmoderate21.2.2
requests2.32.5indirectmoderate22.33.0
werkzeug3.1.5indirectmoderate43.1.9
pygments2.19.1indirectlow22.20.0
pygments2.19.2indirectlow22.20.0

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, npm.