Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-09-15 17:06 UTC

szczyglis-dev / py-gpt

Desktop AI Assistant powered by GPT-6, GPT-5, o1, o3, Gemini, Claude, Ollama, DeepSeek, Perplexity, Grok, Bielik, chat, vision, voice, RAG, image and video generation, agents, tools, MCP, plugins, speech synthesis and recognition, web search, memory, presets, assistants,and more. Linux, Windows, Mac

Python · JavaScriptCustom license★ 1,918 stars⑂ 345 forkssince Apr 2023View on GitHub ↗
KindDesktop applicationCommand-line toolMCP serverLibraryhow this is determined

szczyglis-dev/py-gpt holds a health index of 77 out of 100, placing it in the Good band. It scores highest on Vitality (83/100) and lowest on Security (41/100). It was last updated today. A single contributor accounts for most of its recent work.

77
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.

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

Ownership

Marcin SzczyglińskiPersonal account
92 followers15 public repossince Feb 2020

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

Package ecosystems

Metrics by category

Vitality

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

83Excellent · 21% of overall
How it's scored
36/36Push recency — last push 0 days ago
14.5/36Commit cadence — 21/52 weeks with commits
18/18Commit volume — 659 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_year659
human_commit_share1
days_since_last_push0
active_weeks_last_year21
How it's scored
27/27Ships releases — 100 releases published
36/36Release recency — latest release 0 days ago
27/27Release cadence — a release every ~1 days
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Inputs used
releases_count100
latest_release_tagv2.8.18
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases1

Community & Adoption

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

74Good · 17% of overall
How it's scored
53.2/60Stars — 1,918 stars
21.1/25Forks — 345 forks
9.1/15Watchers — 44 watchers
Inputs used
forks345
stars1,918
watchers44
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
How it's scored
22.5/22.5README
16.9/22.5License — license file present, not a recognized license
18/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges0
has_contributingyes
has_issue_templateno
has_code_of_conductno
readme_badge_services—
has_pull_request_templateno

Sustainability & Governance

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

58Moderate · 23% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
0.1/22.5Commit distribution — top contributor authored 100% of commits
13.5/13.5Contributor breadth — 13 contributors
0/10OpenSSF Scorecard: Contributors — project has 0 contributing companies or organizations -- score normalized to 0
Inputs used
bus_factor1
contributors_sampled13
top_contributor_share0.997
How it's scored
30.2/42Issue resolution — 72% of issues closed
24.4/30PR acceptance — 13/16 decided PRs merged
13/13Newcomer PR acceptance — 2/2 first-time contributors' PRs merged in 30d
0/15OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0
Inputs used
merged_prs13
open_issues47
closed_issues121
prs_merged_7d1
prs_decided_7d1
prs_merged_30d2
prs_decided_30d2
issue_closed_ratio0.72
closed_unmerged_prs3
first_time_authors_30d2
first_time_prs_merged_30d2
first_time_prs_decided_30d2
How it's scored
10/30Ownership backing — personal (user) account
0/20Verified domain — not applicable to user accounts
14.2/25Owner reach — 92 followers of szczyglis-dev
20.8/25Track record — 15 public repos, account ~6 yr old
Inputs used
followers92
owner_typeUser
is_verified—
owner_loginszczyglis-dev
public_repos15
account_age_days2,395
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 — 567 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagespygpt-net
ecosystemspypi
any_deprecatedno
min_days_since_publish0

Engineering Quality

Are baseline engineering and documentation practices in place?

72Good · 19% of overall
How it's scored
24/24CI workflows — 1 workflow(s)
24/24Tests present
0/16Linter config
0/9.6Pre-commit hooks
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — no data
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configno
has_precommit_configno
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.

Documentation

90Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://pygpt.net
10/10Repository description
10/10Topics — 20 topics
0/10Wiki
Inputs used
topicsartificial-intelligence, chatbot, desktop-app, openai, ai, ai-assistant, llm, autonomous-agent, llama-index, gpt-4, claude, gemini, ollama, deepseek, perplexity, grok, gpt-5, mcp, sora2, gpt-6-astra
has_wikino
homepagehttps://pygpt.net
docs_sitehttps://pygpt.net
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
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
2.2/7.5Branch-Protection — branch protection is not maximal on development and all release branches
0/2.5CI-Tests — no data
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
0/2.5Contributors — project has 0 contributing companies or organizations -- score normalized to 0
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.2/2.5License — 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
0/5SAST — no SAST tool detected
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
7.5/7.5Token-Permissions — GitHub workflow tokens follow principle of least privilege
0/7.5Vulnerabilities — 38 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate4.3
Excluded from scoring (no data or not applicable): CI-Tests, Packaging. Remaining weights renormalized.
How it's scored
4.3/35Direct dependencies free of known advisories — 6 affected: chromadb 1.1.0 (critical 9.8), transformers 4.56.2 (critical 9.6), azure-core 1.37.0 (high 7.5), +3 more
0/25Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope
21.7/40No advisories left outstanding — 5 advisory-carrying package(s) unaddressed past 90 days; oldest published 265 days ago
Inputs used
sourceosv
advisories70
affected_packages9
assessed_packages388
unassessed_packages35
affected_by_severitycritical 3, high 1, moderate 2, low 2, unknown 1
direct_affected_packages6
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 388 resolved dependencies against OSV. 35 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.

52Moderate · 4% of overall
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
0/40Legible commit history — 0 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
llms_txt_url—
legible_history_share0
agent_instruction_files—
agent_instruction_max_bytes—
How it's scored
18/18One-command bootstrap — docs/Makefile
22/22Automated tests
0/11Lint / format config
11/11Static type checking — src/pygpt_net/provider/llms/llama_index/openai/py.typed
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
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfilespoetry.lock
has_dockerfileyes
typed_languageno
bootstrap_filesdocs/Makefile
has_devcontainerno
has_linter_configno
typecheck_configssrc/pygpt_net/provider/llms/llama_index/openai/py.typed
agent_commit_share0
toolchain_manifests—
dependency_bot_commit_share0
How it's scored
27/45Type-checkable code — Python with type-check config (src/pygpt_net/provider/llms/llama_index/openai/py.typed)
54/55Manageable file sizes — 46/2,612 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes3,236,175
source_files_sampled2,612
oversized_source_files46
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

1,918GitHub stars
13contributors
659commits, last 12 months
0days since last push
100releases
1bus factor
47open issues
PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • pypi download statistics for 'pygpt-net' unavailable this scan (stats endpoint failed after retries); adoption may be under-evidenced
  • deps.dev does not index pypi:pygpt-net@2.8.18; advisories assessed against the repository dependency graph instead

More detail

Star and fork history 0 ★ / 345 ⇿
0Stars
345Forks
94Releases

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.

0125250375344172023-042024-122026-09
Major 0Minor 2Patch 91

Each point covers 4 days.

OpenSSF Scorecard 4.3 / 10
4.3aggregate

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 · 2026-09-15 17:06 UTC

10Binary-Artifactsno binaries found in the repo
3Branch-Protectionbranch protection is not maximal on development and all release branches
n/aCI-Testsno pull request found
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/30 approved changesets -- score normalized to 0
0Contributorsproject has 0 contributing companies or organizations -- score normalized to 0
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
9Licenselicense 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
0SASTno SAST tool detected
10Security-Policysecurity policy file detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
10Token-PermissionsGitHub workflow tokens follow principle of least privilege
0Vulnerabilities38 existing vulnerabilities detected
Direct dependencies 93
RegistryPackageVersion constraintManifest
PyPIanthropic0.75.0pyproject.toml
PyPIazure-core1.37.0pyproject.toml
PyPIbeautifulsoup44.13.5pyproject.toml
PyPIboto31.43.69pyproject.toml
PyPIbotocore1.43.69pyproject.toml
PyPIcharset-normalizer>=2.0,<3.2.0 || >3.2.0pyproject.toml
PyPIchromadb1.1.0pyproject.toml
PyPIcroniter2.0.7pyproject.toml
PyPIdocker7.2.0pyproject.toml
PyPIdocx2txt0.8pyproject.toml
PyPIddgs9.14.4pyproject.toml
PyPIEbookLib0.18pyproject.toml
PyPIgkeepapi0.15.1pyproject.toml
PyPIgoogle-api-python-client2.187.0pyproject.toml
PyPIgoogle-genai1.75.0pyproject.toml
PyPIgrpcio1.75.0pyproject.toml
PyPIhttpx0.28.1pyproject.toml
PyPIhttpx-socks0.10.1pyproject.toml
PyPIhuggingface-hub0.35.0pyproject.toml
PyPIipykernel6.31.0pyproject.toml
PyPIjupyter_client8.9.1pyproject.toml
PyPIllama-index0.14.23pyproject.toml
PyPIllama-index-core0.14.23pyproject.toml
PyPIllama-index-embeddings-azure-openai^0.5.2pyproject.toml
PyPIllama-index-embeddings-google-genai^0.6.0pyproject.toml
PyPIllama-index-embeddings-huggingface-api^0.6.0pyproject.toml
PyPIllama-index-embeddings-mistralai^0.6.0pyproject.toml
PyPIllama-index-embeddings-ollama^0.10.0pyproject.toml
PyPIllama-index-embeddings-openai^0.6.0pyproject.toml
PyPIllama-index-embeddings-openai-like^0.4.0pyproject.toml
PyPIllama-index-embeddings-voyageai^0.7.0pyproject.toml
PyPIllama-index-llms-anthropic^0.12pyproject.toml
PyPIllama-index-llms-azure-openai^0.5.5pyproject.toml
PyPIllama-index-llms-google-genai^0.11.1pyproject.toml
PyPIllama-index-llms-huggingface-api^0.8.0pyproject.toml
PyPIllama-index-llms-mistralai^0.11.0pyproject.toml
PyPIllama-index-llms-ollama^0.11.0pyproject.toml
PyPIllama-index-llms-openai^0.7.10pyproject.toml
PyPIllama-index-llms-openai-like^0.8.0pyproject.toml
PyPIllama-index-vector-stores-chroma0.5.5pyproject.toml
PyPIllama-index-vector-stores-elasticsearch0.5.1pyproject.toml
PyPIllama-index-vector-stores-qdrant0.8.8pyproject.toml
PyPIllama-index-vector-stores-pinecone0.7.1pyproject.toml
PyPIllama-index-vector-stores-redis0.6.2pyproject.toml
PyPIllama-index-readers-chatgpt-plugin0.4.1pyproject.toml
PyPIllama-index-readers-database0.5.1pyproject.toml
PyPIllama-index-readers-file0.5.4pyproject.toml
PyPIllama-index-readers-github0.8.2pyproject.toml
PyPIllama-index-readers-google0.7.3pyproject.toml
PyPIllama-index-readers-microsoft-onedrive0.4.1pyproject.toml
PyPIllama-index-readers-twitter0.4.1pyproject.toml
PyPIllama-index-readers-web0.5.6pyproject.toml
PyPIlitellm1.100.1pyproject.toml
PyPIMarkdown3.10.3pyproject.toml
PyPImcp1.29.0pyproject.toml
PyPImss9.0.2pyproject.toml
PyPInbconvert7.17.1pyproject.toml
PyPInumpy—pyproject.toml
PyPIonnxruntime1.22.1pyproject.toml
PyPIopenai2.54.0pyproject.toml
PyPIopenai-agents0.6.9pyproject.toml
PyPIopencv-python4.11.0.86pyproject.toml
PyPIpackaging^25.0pyproject.toml
PyPIpandas2.2.3pyproject.toml
PyPIparamiko4.0.0pyproject.toml
PyPIpillow12.3.0pyproject.toml
PyPIpinecone7.0.1pyproject.toml
PyPIplaywright1.62.0pyproject.toml
PyPIpsutil7.2.2pyproject.toml
PyPIPyAudio0.2.14pyproject.toml
PyPIPyAutoGUI0.9.54pyproject.toml
PyPIPygments2.19.2pyproject.toml
PyPIpydub0.25.1pyproject.toml
PyPIpygame2.6.1pyproject.toml
PyPIpypdf6.15.0pyproject.toml
PyPIpynput1.8.2pyproject.toml
PyPIpyserial3.5pyproject.toml
PyPIPySide66.9.1pyproject.toml
PyPIpython-markdown-math0.8pyproject.toml
PyPIqasync0.27.1pyproject.toml
PyPIredis5.3.1pyproject.toml
PyPIqt-material2.17pyproject.toml
PyPISpeechRecognition3.17.0pyproject.toml
PyPIshow-in-file-manager1.1.6pyproject.toml
PyPISQLAlchemy2.0.43pyproject.toml
PyPITelethon1.44.0pyproject.toml
PyPItiktoken0.11.0pyproject.toml
PyPItransformers4.56.2pyproject.toml
PyPItwelvelabs1.2.9pyproject.toml
PyPIurllib32.7.0pyproject.toml
PyPIwikipedia1.4.0pyproject.toml
PyPIxai-sdk1.17.0pyproject.toml
PyPIyoutube-transcript-api0.6.3pyproject.toml
All dependencies 423

Full resolved dependency set from the GitHub dependency graph: 93 direct and 330 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
PyPIanthropic0.75.0direct
PyPIazure-core1.37.0direct
PyPIbeautifulsoup44.13.5direct
PyPIboto31.43.69direct
PyPIbotocore1.43.69direct
PyPIcharset-normalizer3.4.9direct
PyPIchromadb1.1.0direct
PyPIcroniter2.0.7direct
PyPIddgs9.14.4direct
PyPIdocker7.2.0direct
PyPIdocx2txt0.8direct
PyPIebooklib0.18direct
PyPIgkeepapi0.15.1direct
PyPIgoogle-api-python-client2.187.0direct
PyPIgoogle-genai1.75.0direct
PyPIgrpcio1.75.0direct
PyPIhttpx0.28.1direct
PyPIhttpx-socks0.10.1direct
PyPIhuggingface-hub0.35.0direct
PyPIipykernel6.31.0direct
PyPIjupyter-client8.9.1direct
PyPIlitellm1.100.1direct
PyPIllama-index0.14.23direct
PyPIllama-index-core0.14.23direct
PyPIllama-index-embeddings-azure-openai0.5.2direct
PyPIllama-index-embeddings-google-genai0.6.0direct
PyPIllama-index-embeddings-huggingface-api0.6.0direct
PyPIllama-index-embeddings-mistralai0.6.0direct
PyPIllama-index-embeddings-ollama0.10.0direct
PyPIllama-index-embeddings-openai0.6.0direct
PyPIllama-index-embeddings-openai-like0.4.0direct
PyPIllama-index-embeddings-voyageai0.7.0direct
PyPIllama-index-llms-anthropic0.12.0direct
PyPIllama-index-llms-azure-openai0.5.5direct
PyPIllama-index-llms-google-genai0.11.1direct
PyPIllama-index-llms-huggingface-api0.8.0direct
PyPIllama-index-llms-mistralai0.11.0direct
PyPIllama-index-llms-ollama0.11.0direct
PyPIllama-index-llms-openai0.7.10direct
PyPIllama-index-llms-openai-like0.8.0direct
PyPIllama-index-readers-chatgpt-plugin0.4.1direct
PyPIllama-index-readers-database0.5.1direct
PyPIllama-index-readers-file0.5.4direct
PyPIllama-index-readers-github0.8.2direct
PyPIllama-index-readers-google0.7.3direct
PyPIllama-index-readers-microsoft-onedrive0.4.1direct
PyPIllama-index-readers-twitter0.4.1direct
PyPIllama-index-readers-web0.5.6direct
PyPIllama-index-vector-stores-chroma0.5.5direct
PyPIllama-index-vector-stores-elasticsearch0.5.1direct
PyPIllama-index-vector-stores-pinecone0.7.1direct
PyPIllama-index-vector-stores-qdrant0.8.8direct
PyPIllama-index-vector-stores-redis0.6.2direct
PyPImarkdown3.10.3direct
PyPImcp1.29.0direct
PyPImss9.0.2direct
PyPInbconvert7.17.1direct
PyPInumpy1.26.4direct
PyPIonnxruntime1.22.1direct
PyPIopenai2.54.0direct
PyPIopenai-agents0.6.9direct
PyPIopencv-python4.11.0.86direct
PyPIpackaging25.0direct
PyPIpandas2.2.3direct
PyPIparamiko4.0.0direct
PyPIpillow12.3.0direct
PyPIpinecone7.0.1direct
PyPIplaywright1.62.0direct
PyPIpsutil7.2.2direct
PyPIpyaudio0.2.14direct
PyPIpyautogui0.9.54direct
PyPIpydub0.25.1direct
PyPIpygame2.6.1direct
PyPIpygments2.19.2direct
PyPIpynput1.8.2direct
PyPIpypdf6.15.0direct
PyPIpyserial3.5direct
PyPIpyside66.9.1direct
PyPIpython-markdown-math0.8direct
PyPIqasync0.27.1direct
PyPIqt-material2.17direct
PyPIredis5.3.1direct
PyPIshow-in-file-manager1.1.6direct
PyPIspeechrecognition3.17.0direct
PyPIsqlalchemy2.0.43direct
PyPItelethon1.44.0direct
PyPItiktoken0.11.0direct
PyPItransformers4.56.2direct
PyPItwelvelabs1.2.9direct
PyPIurllib32.7.0direct
PyPIwikipedia1.4.0direct
PyPIxai-sdk1.17.0direct
PyPIyoutube-transcript-api0.6.3direct
npm@colors/colors^1.6.0indirect
npm@rollup/plugin-commonjs^26.0.1indirect
npm@rollup/plugin-json^6.0.1indirect
npm@rollup/plugin-node-resolve^15.2.3indirect
npm@types/mocha^10.0.2indirect
npm@typescript-eslint/eslint-plugin^7.15.0indirect
npm@typescript-eslint/parser^7.15.0indirect
npmclean-css^5.3.2indirect
npmcli-table^0.3.1indirect
npmcommander^12.1.0indirect
npmcss^3.0.0indirect
npmcss-color-names^1.0.1indirect
npmdeep-freeze-es6^3.0.2indirect
npmdel^7.1.0indirect
npmdependency-resolver^2.0.1indirect
npmeslint^8.57.0indirect
npmeslint-config-standard^17.1.0indirect
npmeslint-plugin-import^2.28.1indirect
npmeslint-plugin-node^11.1.0indirect
npmeslint-plugin-promise^6.1.1indirect
npmglob^8.1.0indirect
npmglob-promise^6.0.5indirect
npmhandlebars^4.7.8indirect
npmhttp-server^14.1.1indirect
npmjsdom^24.1.0indirect
npmlodash^4.17.20indirect
npmmocha^10.2.0indirect
npmrefa^0.4.1indirect
npmrollup^4.0.2indirect
npmshould^13.2.3indirect
npmterser^5.21.0indirect
npmtiny-worker^2.3.0indirect
npmtypescript^5.2.2indirect
npmwcag-contrast^3.0.0indirect
PyPIaiohappyeyeballs2.7.1indirect
PyPIaiohttp3.14.3indirect
PyPIaiolimiter1.2.1indirect
PyPIaiosignal1.4.0indirect
PyPIaiosqlite0.22.1indirect
PyPIaltgraph0.17.5indirect
PyPIannotated-doc0.0.5indirect
PyPIannotated-types0.8.0indirect
PyPIanyio4.14.2indirect
PyPIappnope0.1.4indirect
PyPIasttokens3.0.2indirect
PyPIasync-timeout5.0.1indirect
PyPIattrs26.1.0indirect
PyPIaudioop-lts0.2.2indirect
PyPIautomat25.4.16indirect
PyPIazure-identity1.25.3indirect
PyPIbackoff2.2.1indirect
PyPIbanks2.5.0indirect
PyPIbcrypt5.0.0indirect
PyPIbleach6.4.0indirect
PyPIbrotli1.2.0indirect
PyPIbrotlicffi1.2.0.1indirect
PyPIbuild1.5.0indirect
PyPIcertifi2026.7.22indirect
PyPIcffi2.1.1indirect
PyPIchromedriver-autoinstaller0.6.4indirect
PyPIclick8.4.2indirect
PyPIcolorama0.4.6indirect
PyPIcoloredlogs15.0.1indirect
PyPIcomm0.2.3indirect
PyPIconstantly23.10.4indirect
PyPIcryptography50.0.0indirect
PyPIcssselect1.5.0indirect
PyPIdataclasses-json0.6.7indirect
PyPIdebugpy1.8.21indirect
PyPIdecorator5.3.1indirect
PyPIdefusedxml0.7.1indirect
PyPIdeprecated1.3.1indirect
PyPIdirtyjson1.0.8indirect
PyPIdistro1.9.0indirect
PyPIdocstring-parser0.18.0indirect
PyPIdurationpy0.10indirect
PyPIelastic-transport8.19.0indirect
PyPIelasticsearch8.19.3indirect
PyPIeval-type-backport0.4.0indirect
PyPIevdev1.9.3indirect
PyPIexceptiongroup1.3.1indirect
PyPIexecuting2.2.1indirect
PyPIfake-useragent2.2.0indirect
PyPIfastjsonschema2.22.1indirect
PyPIfastuuid0.14.0indirect
PyPIfeedfinder20.0.4indirect
PyPIfeedparser6.0.14indirect
PyPIfeedparser-sgmllib2.1.0indirect
PyPIffmpeg-python0.2.0indirect
PyPIfilelock3.32.2indirect
PyPIfiletype1.2.0indirect
PyPIfirecrawl-py4.35.0indirect
PyPIflatbuffers25.12.19indirect
PyPIfrozenlist1.8.0indirect
PyPIfsspec2026.7.0indirect
PyPIfuture1.0.0indirect
PyPIgoogle-api-core2.33.0indirect
PyPIgoogle-auth2.56.3indirect
PyPIgoogle-auth-httplib20.2.1indirect
PyPIgoogle-auth-oauthlib1.4.0indirect
PyPIgoogleapis-common-protos1.75.0indirect
PyPIgpsoauth2.0.0indirect
PyPIgreenlet3.5.5indirect
PyPIgriffe1.15.0indirect
PyPIh110.16.0indirect
PyPIh24.4.1indirect
PyPIhf-xet1.6.0indirect
PyPIhpack4.2.0indirect
PyPIhtml2text2024.2.26indirect
PyPIhttpcore1.0.9indirect
PyPIhttplib20.32.0indirect
PyPIhttptools0.8.0indirect
PyPIhttpx-sse0.4.3indirect
PyPIhumanfriendly10.0indirect
PyPIhyperframe6.1.0indirect
PyPIhyperlink21.0.0indirect
PyPIidna3.18indirect
PyPIimportlib-metadata8.9.0indirect
PyPIimportlib-resources7.1.0indirect
PyPIincremental24.11.0indirect
PyPIiniconfig2.3.0indirect
PyPIinvoke3.0.3indirect
PyPIipython8.39.0indirect
PyPIipython-pygments-lexers1.1.1indirect
PyPIitemadapter0.13.1indirect
PyPIitemloaders1.4.0indirect
PyPIjedi0.20.0indirect
PyPIjieba3k0.35.1indirect
PyPIjinja23.1.6indirect
PyPIjiter0.16.0indirect
PyPIjmespath1.1.0indirect
PyPIjoblib1.5.3indirect
PyPIjsonpatch1.33indirect
PyPIjsonpath-python1.1.6indirect
PyPIjsonpointer3.1.1indirect
PyPIjsonschema4.26.0indirect
PyPIjsonschema-specifications2025.9.1indirect
PyPIjupyter-core5.9.1indirect
PyPIjupyterlab-pygments0.3.0indirect
PyPIkubernetes36.0.3indirect
PyPIlangchain-core1.5.4indirect
PyPIlangchain-protocol0.0.18indirect
PyPIlangchain-text-splitters1.1.2indirect
PyPIlangsmith0.10.18indirect
PyPIllama-index-instrumentation0.5.0indirect
PyPIllama-index-utils-huggingface0.4.1indirect
PyPIllama-index-workflows2.23.0indirect
PyPIlxml6.1.1indirect
PyPIlxml-html-clean0.4.5indirect
PyPImacholib1.16.4indirect
PyPImarkdown-it-py4.2.0indirect
PyPImarkdownify1.2.3indirect
PyPImarkupsafe3.0.3indirect
PyPImarshmallow3.26.2indirect
PyPImatplotlib-inline0.2.2indirect
PyPImdurl0.1.2indirect
PyPImistralai2.9.2indirect
PyPImistune3.3.4indirect
PyPIml-dtypes0.4.1indirect
PyPImmh35.2.1indirect
PyPImouseinfo0.1.3indirect
PyPImpmath1.3.0indirect
PyPImsal1.37.0indirect
PyPImsal-extensions1.3.1indirect
PyPImultidict6.7.1indirect
PyPImypy-extensions1.1.0indirect
PyPImyst-parser—indirect
PyPInbclient0.11.0indirect
PyPInbformat5.11.0indirect
PyPInest-asyncio1.6.0indirect
PyPInetworkx3.4.2indirect
PyPInewspaper3k0.2.8indirect
PyPInltk3.10.2indirect
PyPIoauth2client4.1.3indirect
PyPIoauthlib3.3.1indirect
PyPIollama0.6.2indirect
PyPIopentelemetry-api1.44.0indirect
PyPIopentelemetry-exporter-otlp-proto-common1.44.0indirect
PyPIopentelemetry-exporter-otlp-proto-grpc1.44.0indirect
PyPIopentelemetry-proto1.44.0indirect
PyPIopentelemetry-sdk1.44.0indirect
PyPIopentelemetry-semantic-conventions0.65b0indirect
PyPIorjson3.11.9indirect
PyPIoutcome1.3.0.post0indirect
PyPIoverrides7.7.0indirect
PyPIoxylabs3.0.0indirect
PyPIpandocfilters1.5.1indirect
PyPIparsel1.11.0indirect
PyPIparso0.8.7indirect
PyPIpefile2024.8.26indirect
PyPIpexpect4.9.0indirect
PyPIpinecone-plugin-interface0.0.7indirect
PyPIplatformdirs4.11.2indirect
PyPIpluggy1.6.0indirect
PyPIportalocker3.2.0indirect
PyPIposthog5.4.0indirect
PyPIprimp1.3.1indirect
PyPIprompt-toolkit3.0.53indirect
PyPIpropcache0.5.2indirect
PyPIprotego0.6.2indirect
PyPIproto-plus1.28.2indirect
PyPIprotobuf5.29.6indirect
PyPIptyprocess0.7.0indirect
PyPIpure-eval0.2.3indirect
PyPIpyaes1.6.1indirect
PyPIpyasn10.6.4indirect
PyPIpyasn1-modules0.4.2indirect
PyPIpybase641.5.0indirect
PyPIpycparser3.0indirect
PyPIpycryptodomex3.23.0indirect
PyPIpydantic2.13.4indirect
PyPIpydantic-core2.46.4indirect
PyPIpydantic-settings2.15.0indirect
PyPIpydispatcher2.0.7indirect
PyPIpydrive1.3.1indirect
PyPIpyee13.0.1indirect
PyPIpygetwindow0.0.9indirect
PyPIpyinstaller6.22.0indirect
PyPIpyinstaller-hooks-contrib2026.6indirect
PyPIpyjwt2.13.0indirect
PyPIpymsgbox2.0.1indirect
PyPIpynacl1.6.2indirect
PyPIpyobjc-core12.2.2indirect
PyPIpyobjc-framework-applicationservices12.2.2indirect
PyPIpyobjc-framework-cocoa12.2.2indirect
PyPIpyobjc-framework-coretext12.2.2indirect
PyPIpyobjc-framework-quartz12.2.2indirect
PyPIpyopenssl26.4.0indirect
PyPIpyparsing3.3.2indirect
PyPIpyperclip1.11.0indirect
PyPIpypika0.51.1indirect
PyPIpyproject-hooks1.2.0indirect
PyPIpypydispatcher2.1.2indirect
PyPIpyreadline33.5.6indirect
PyPIpyrect0.2.0indirect
PyPIpyscreeze1.0.1indirect
PyPIpyside6-addons6.9.1indirect
PyPIpyside6-essentials6.9.1indirect
PyPIpysocks1.7.1indirect
PyPIpytest7.4.4indirect
PyPIpytest-asyncio0.23.8indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpython-dotenv1.2.2indirect
PyPIpython-multipart0.0.32indirect
PyPIpython-socks3.0.0indirect
PyPIpython-ulid3.2.1indirect
PyPIpython-xlib0.33indirect
PyPIpython3-xlib0.15indirect
PyPIpytweening1.2.0indirect
PyPIpytz2026.3.post1indirect
PyPIpywin32312indirect
PyPIpywin32-ctypes0.2.3indirect
PyPIpyxdg0.28indirect
PyPIpyyaml6.0.3indirect
PyPIpyzmq27.1.0indirect
PyPIqdrant-client1.15.1indirect
PyPIqueuelib1.9.0indirect
PyPIredisvl0.4.1indirect
PyPIreferencing0.37.0indirect
PyPIregex2026.7.19indirect
PyPIrequests2.34.2indirect
PyPIrequests-file3.0.1indirect
PyPIrequests-oauthlib2.0.0indirect
PyPIrequests-toolbelt1.0.0indirect
PyPIrich15.0.0indirect
PyPIrpds-py0.30.0indirect
PyPIrsa4.9.1indirect
PyPIrubicon-objc0.5.6indirect
PyPIs3transfer0.19.2indirect
PyPIsafetensors0.8.0indirect
PyPIscrapy2.17.0indirect
PyPIselenium4.39.0indirect
PyPIservice-identity26.1.0indirect
PyPIsetuptools84.0.0indirect
PyPIshellingham1.5.4indirect
PyPIshiboken66.9.1indirect
PyPIsix1.17.0indirect
PyPIsniffio1.3.1indirect
PyPIsocksio1.0.0indirect
PyPIsortedcontainers2.4.0indirect
PyPIsoupsieve2.9.2indirect
PyPIsphinx-intl2.1.0indirect
PyPIsphinx-rtd-theme1.2.0indirect
PyPIspider-client0.0.27indirect
PyPIsse-starlette3.4.8indirect
PyPIstack-data0.6.3indirect
PyPIstandard-aifc3.13.0indirect
PyPIstandard-chunk3.13.0indirect
PyPIstarlette1.6.0indirect
PyPIstriprtf0.0.26indirect
PyPIsympy1.14.0indirect
PyPItabulate0.9.0indirect
PyPItenacity9.1.4indirect
PyPItinycss21.5.1indirect
PyPItinysegmenter0.3indirect
PyPItinytag2.3.0indirect
PyPItldextract5.3.2indirect
PyPItokenizers0.22.2indirect
PyPItomli2.4.1indirect
PyPItornado6.5.8indirect
PyPItqdm4.70.0indirect
PyPItraitlets5.16.1indirect
PyPItrio0.34.0indirect
PyPItrio-websocket0.12.2indirect
PyPItweepy4.17.0indirect
PyPItwisted26.4.0indirect
PyPItyper0.27.1indirect
PyPItypes-requests2.33.0.20260712indirect
PyPItyping-extensions4.16.0indirect
PyPItyping-inspect0.9.0indirect
PyPItyping-inspection0.4.3indirect
PyPItzdata2026.3indirect
PyPIuritemplate4.2.0indirect
PyPIuuid-utils0.17.0indirect
PyPIuvicorn0.52.1indirect
PyPIuvloop0.22.1indirect
PyPIvoyageai0.3.7indirect
PyPIw3lib2.4.1indirect
PyPIwatchfiles1.2.0indirect
PyPIwcwidth0.8.2indirect
PyPIwebencodings0.5.1indirect
PyPIwebsocket-client1.9.0indirect
PyPIwebsockets15.0.1indirect
PyPIwrapt2.3.0indirect
PyPIwsproto1.3.2indirect
PyPIxxhash3.8.1indirect
PyPIyarl1.24.5indirect
PyPIzipp4.1.0indirect
PyPIzope-interface8.5indirect
PyPIzstandard0.25.0indirect
Dependency advisories 9

This repository publishes no package the index resolves, so its own dependency graph was assessed — 388 packages, which also include development and test pins that never ship: 9 carry known advisories, of which 6 are direct. 35 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.

PackageVersionRelationSeverityAdvisoriesFixed in
chromadb1.1.0directcritical8—
transformers4.56.2directcritical135.10.0
nltk3.10.2indirectcritical343.10.3
azure-core1.37.0directhigh21.38.0
pypdf6.15.0directmoderate66.16.1
pytest7.4.4indirectmoderate29.0.3
paramiko4.0.0directlow2—
pygments2.19.2directlow22.20.0
scrapy2.17.0indirectunknown1—

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.