Public recordGood
Software health reportschema 0.12.0 · metrics 1.13.0 · 2026-07-18 00:08 UTC
dynamiq-ai / dynamiq
Dynamiq is an orchestration framework for agentic AI and LLM applications
dynamiq-ai/dynamiq holds a health index of 82 out of 100, placing it in the Good band. It scores highest on Vitality (99/100) and lowest on Security (61/100). It was last updated today. 3 contributors account for most of its recent work.
82
overall / 100Software 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.
82
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)
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
DynamiqOrganization
65 followers6 public repossince Nov 2023
This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.
Package ecosystems
| Registry | Package | Version | Downloads / mo | Versions | Last publish | Tags |
|---|---|---|---|---|---|---|
| PyPI | dynamiq | 0.58.1 | - | 80 | 3 days ago | agentsaigenerative-aigptllmllmopsrag |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
99
Development activity
99Excellent
How it's scored
| 36/36 | Push recency — last push 0 days ago |
| 35.3/36 | Commit cadence — 51/52 weeks with commits |
| 18/18 | Commit volume — 379 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 379 |
| human_commit_share | — |
| days_since_last_push | 0 |
| active_weeks_last_year | 51 |
Release discipline
100Excellent
How it's scored
| 27/27 | Ships releases — 80 releases published |
| 36/36 | Release recency — latest release 3 days ago |
| 27/27 | Release cadence — a release every ~6.7 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 80 |
| latest_release_tag | v0.58.1 |
| releases_from_tags | no |
| days_since_latest_release | 3 |
| mean_days_between_releases | 6.7 |
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?
78
Popularity & adoption
71Good
How it's scored
| 49.1/60 | Stars — 1,061 stars |
| 17.6/25 | Forks — 131 forks |
| 4.7/15 | Watchers — 8 watchers |
Inputs used
| forks | 131 |
| stars | 1,061 |
| watchers | 8 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
85Excellent
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (Apache-2.0) |
| 18/18 | CONTRIBUTING guide |
| 13.5/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 0/6.3 | PR template |
Inputs used
| has_readme | yes |
| has_license | yes |
| has_contributing | yes |
| has_issue_template | no |
| has_code_of_conduct | yes |
| has_pull_request_template | no |
Sustainability & Governance
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
77
How it's scored
| 36/54 | Bus factor — 3 contributor(s) cover half of all commits |
| 17.8/22.5 | Commit distribution — top contributor authored 21% of commits |
| 13.5/13.5 | Contributor breadth — 19 contributors |
| 10/10 | OpenSSF Scorecard: Contributors — project has 4 contributing companies or organizations |
Inputs used
| bus_factor | 3 |
| contributors_sampled | 19 |
| top_contributor_share | 0.209 |
How it's scored
| 36.4/46.8 | Issue resolution — 78% of issues closed |
| 31.5/38.3 | PR acceptance — 678/822 decided PRs merged |
| 15/15 | OpenSSF Scorecard: Code-Review — all changesets reviewed |
Inputs used
| merged_prs | 678 |
| open_issues | 2 |
| closed_issues | 7 |
| issue_closed_ratio | 0.778 |
| closed_unmerged_prs | 144 |
Ownership & stewardship
54Moderate
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 13.1/25 | Owner reach — 65 followers of dynamiq-ai |
| 11.4/25 | Track record — 6 public repos, account ~2 yr old |
Inputs used
| followers | 65 |
| owner_type | Organization |
| is_verified | — |
| owner_login | dynamiq-ai |
| public_repos | 6 |
| account_age_days | 967 |
Package maintenance
100Excellent
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 35/35 | Publish recency — latest publish 3 days ago |
| 20/20 | Version history — 80 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | dynamiq |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 3 |
Engineering Quality
Are baseline engineering and documentation practices in place?
92
Engineering practices
94Excellent
How it's scored
| 24/24 | CI workflows — 5 workflow(s) |
| 24/24 | Tests present |
| 16/16 | Linter config |
| 9.6/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | yes |
| has_precommit_config | yes |
Documentation
90Excellent
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://getdynamiq.ai |
| 10/10 | Repository description |
| 10/10 | Topics — 7 topics |
| 0/10 | Wiki |
Inputs used
| topics | agents, ai, generative-ai, gpt, llm, llmops, rag |
| has_wiki | no |
| homepage | https://getdynamiq.ai |
| has_readme | yes |
| has_docs_dir | yes |
| has_description | yes |
Security
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
61
Security posture
61Moderate
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 3.8/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 2.5/2.5 | CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 7.5/7.5 | Code-Review — all changesets reviewed |
| 2.5/2.5 | Contributors — project has 4 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | License — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| 0/5 | Packaging — no data |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 5/5 | Security-Policy — security policy file detected |
| 0/7.5 | Signed-Releases — no data |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 0/7.5 | Vulnerabilities — 29 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 6.1 |
Excluded from scoring (no data or not applicable): packaging, signed_releases. Remaining weights renormalized.
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.
69
Agent context & guidance
75Good
How it's scored
| 45/45 | Agent instructions — docs/tutorials/agents.md |
| 0/15 | Machine-readable docs (llms.txt) |
| 0/40 | Legible commit history — no data |
Inputs used
| has_llms_txt | no |
| legible_history_share | — |
| agent_instruction_files | docs/tutorials/agents.md |
| agent_instruction_max_bytes | 4,430 |
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.
How it's scored
| 18/18 | One-command bootstrap — Makefile, examples/Makefile |
| 22/22 | Automated tests |
| 11/11 | Lint / format config |
| 0/11 | Static type checking |
| 10/10 | Reproducible environment — Dockerfile, lockfile |
| 0/10 | Demonstrated agent practice — no data |
| 0/8 | Automated maintenance — no data |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | uv.lock |
| has_dockerfile | yes |
| typed_language | no |
| bootstrap_files | Makefile, examples/Makefile |
| has_devcontainer | no |
| has_linter_config | yes |
| typecheck_configs | — |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | — |
Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.
Code legibility for models
55Moderate
How it's scored
| 0/45 | Type-checkable code — Python without a type-check config |
| 54.7/55 | Manageable file sizes — 5/1,048 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 112,623 |
| source_files_sampled | 1,048 |
| oversized_source_files | 5 |
Machine-readable interfaces
60Moderate
How it's scored
| 0/40 | API schema (OpenAPI/GraphQL/proto) |
| 20/20 | MCP server |
| 40/40 | Runnable examples — examples |
Inputs used
| example_dirs | examples |
| has_mcp_signal | yes |
| api_schema_files | — |
Key facts
1,061GitHub stars
19contributors
379commits, last 12 months
0days since last push
80releases
3bus factor
2open issues
PyPIpackage ecosystems
More detail
OpenSSF Scorecard 6.1 / 10
6.1aggregate
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).
| 10 | Binary-Artifacts | no binaries found in the repo |
| 5 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 10 | CI-Tests | 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 10 | Code-Review | all changesets reviewed |
| 10 | Contributors | project has 4 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| n/a | Packaging | packaging workflow not detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 10 | Security-Policy | security policy file detected |
| n/a | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 0 | Vulnerabilities | 29 existing vulnerabilities detected |
Direct dependencies 62
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| PyPI | jinja2 | >=3.1.6,<3.2.0 | pyproject.toml |
| PyPI | pydantic | >=2.12.5,<2.13.0 | pyproject.toml |
| PyPI | openai | >=1.83.0 | pyproject.toml |
| PyPI | boto3 | >=1.34.34,<1.35.0 | pyproject.toml |
| PyPI | redis | >=5.0.0,<5.1.0 | pyproject.toml |
| PyPI | google-cloud-aiplatform | >=1.133.0,<2.0.0 | pyproject.toml |
| PyPI | litellm | >=1.83.7,<2.0.0 | pyproject.toml |
| PyPI | requests | >=2.32.5,<3.0.0 | pyproject.toml |
| PyPI | RestrictedPython | >=8.0,<8.1.0 | pyproject.toml |
| PyPI | jsonpath-ng | >=1.6.1,<1.7.0 | pyproject.toml |
| PyPI | jsonpickle | >=3.0.3,<3.1.0 | pyproject.toml |
| PyPI | pinecone-client | >=3.2.2,<3.3.0 | pyproject.toml |
| PyPI | chromadb-client | >=0.5.5.dev0,<0.6.0 | pyproject.toml |
| PyPI | unstructured-client | >=0.42.3,<0.43.0 | pyproject.toml |
| PyPI | omegaconf | >=2.3.0,<2.4.0 | pyproject.toml |
| PyPI | weaviate-client | >=4.20.4,<4.21.0 | pyproject.toml |
| PyPI | filetype | >=1.2.0,<1.3.0 | pyproject.toml |
| PyPI | more-itertools | >=10.3.0,<10.4.0 | pyproject.toml |
| PyPI | pdf2image | >=1.17.0,<1.18.0 | pyproject.toml |
| PyPI | e2b-code-interpreter | >=2.8.1,<3.0.0 | pyproject.toml |
| PyPI | black | >=26.3.1,<27.0.0 | pyproject.toml |
| PyPI | pypdf | >=6.10.2,<7.0.0 | pyproject.toml |
| PyPI | python-pptx | ==1.0.2 | pyproject.toml |
| PyPI | qdrant-client | >=1.11.3,<1.12.0 | pyproject.toml |
| PyPI | pymilvus | >=2.5.6,<2.6.0 | pyproject.toml |
| PyPI | psycopg | >=3.2.3,<3.3.0 | pyproject.toml |
| PyPI | pgvector | >=0.3.6,<0.4.0 | pyproject.toml |
| PyPI | mysql-connector-python | >=9.1.0,<9.2.0 | pyproject.toml |
| PyPI | snowflake-connector-python | >=4.6.0,<5.0.0 | pyproject.toml |
| PyPI | rapidfuzz | >=3.11.0,<3.12.0 | pyproject.toml |
| PyPI | sacrebleu | >=2.5.1,<2.6.0 | pyproject.toml |
| PyPI | rouge-score | >=0.1.2,<0.2.0 | pyproject.toml |
| PyPI | lxml | >=6.1.0,<7.0.0 | pyproject.toml |
| PyPI | elasticsearch | >=8.12.0,<8.13.0 | pyproject.toml |
| PyPI | numpy | >=1.26.0,<1.27.0 | pyproject.toml |
| PyPI | mcp | >=1.23.0,<2.0.0 | pyproject.toml |
| PyPI | datamodel-code-generator | ==0.30.0 | pyproject.toml |
| PyPI | python-docx | >=1.1.2,<2.0.0 | pyproject.toml |
| PyPI | databricks-sql-connector | >=4.0.3,<4.1.0 | pyproject.toml |
| PyPI | orjson | >=3.11.6,<4.0.0 | pyproject.toml |
| PyPI | charset-normalizer | >=3.4.2,<4.0.0 | pyproject.toml |
| PyPI | tenacity | ==9.1.2 | pyproject.toml |
| PyPI | regex | >=2025.9.18,<2026.0.0 | pyproject.toml |
| PyPI | requests-aws4auth | >=1.3.1,<2.0.0 | pyproject.toml |
| PyPI | opensearch-py | >=3.0.0,<4.0.0 | pyproject.toml |
| PyPI | openpyxl | >=3.1.5,<4.0.0 | pyproject.toml |
| PyPI | pdfplumber | >=0.11.8,<0.12.0 | pyproject.toml |
| PyPI | matplotlib | >=3.10.7,<4.0.0 | pyproject.toml |
| PyPI | seaborn | >=0.13.2,<0.14.0 | pyproject.toml |
| PyPI | pyyaml | ==6.0.1 | pyproject.toml |
| PyPI | e2b | >=2.26.0,<3.0.0 | pyproject.toml |
| PyPI | tiktoken | ==0.12.0 | pyproject.toml |
| PyPI | neo4j | >=6.0.3,<7.0.0 | pyproject.toml |
| PyPI | e2b-desktop | >=2.2.0,<3.0.0 | pyproject.toml |
| PyPI | beautifulsoup4 | >=4.12.3,<4.13.0 | pyproject.toml |
| PyPI | markdown | >=3.8.1,<4.0.0 | pyproject.toml |
| PyPI | inscriptis | ==2.5.0 | pyproject.toml |
| PyPI | stagehand | >=0.4.0,<0.5.0 | pyproject.toml |
| PyPI | pyOpenSSL | >=26.0.0,<27.0.0 | pyproject.toml |
| PyPI | steel-sdk | ==0.15.0 | pyproject.toml |
| PyPI | reportlab | >=4.3.0,<4.4.0 | pyproject.toml |
| PyPI | daytona | >=0.161.0,<0.162.0 | pyproject.toml |
All dependencies 398
Full resolved dependency set from the GitHub dependency graph: 64 direct and 334 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | beautifulsoup4 | 4.12.3 | direct |
| PyPI | black | 26.5.1 | direct |
| PyPI | boto3 | 1.34.162 | direct |
| PyPI | charset-normalizer | 3.4.6 | direct |
| PyPI | chromadb-client | 0.5.23 | direct |
| PyPI | databricks-sql-connector | 4.0.5 | direct |
| PyPI | datamodel-code-generator | 0.30.0 | direct |
| PyPI | daytona | 0.161.0 | direct |
| PyPI | e2b | 2.29.5 | direct |
| PyPI | e2b-code-interpreter | 2.0.0 | direct |
| PyPI | e2b-code-interpreter | 2.8.1 | direct |
| PyPI | e2b-desktop | 2.4.1 | direct |
| PyPI | elasticsearch | 8.12.1 | direct |
| PyPI | filetype | 1.2.0 | direct |
| PyPI | google-cloud-aiplatform | 1.158.0 | direct |
| PyPI | inscriptis | 2.5.0 | direct |
| PyPI | jinja2 | 3.1.6 | direct |
| PyPI | jsonpath-ng | 1.6.1 | direct |
| PyPI | jsonpickle | 3.0.4 | direct |
| PyPI | litellm | 1.89.3 | direct |
| PyPI | litellm | 1.90.3 | direct |
| PyPI | lxml | 6.1.1 | direct |
| PyPI | markdown | 3.10.2 | direct |
| PyPI | matplotlib | 3.10.8 | direct |
| PyPI | mcp | 1.27.0 | direct |
| PyPI | more-itertools | 10.3.0 | direct |
| PyPI | mysql-connector-python | 9.1.0 | direct |
| PyPI | neo4j | 6.1.0 | direct |
| PyPI | numpy | 1.26.4 | direct |
| PyPI | omegaconf | 2.3.0 | direct |
| PyPI | openai | 2.24.0 | direct |
| PyPI | openpyxl | 3.1.5 | direct |
| PyPI | opensearch-py | 3.1.0 | direct |
| PyPI | orjson | 3.11.8 | direct |
| PyPI | pdf2image | 1.17.0 | direct |
| PyPI | pdfplumber | 0.11.9 | direct |
| PyPI | pgvector | 0.3.6 | direct |
| PyPI | pinecone-client | 3.2.2 | direct |
| PyPI | psycopg | 3.2.13 | direct |
| PyPI | pydantic | 2.12.5 | direct |
| PyPI | pymilvus | 2.5.18 | direct |
| PyPI | pyopenssl | 26.3.0 | direct |
| PyPI | pypdf | 6.14.1 | direct |
| PyPI | python-docx | 1.2.0 | direct |
| PyPI | python-pptx | 1.0.2 | direct |
| PyPI | pyyaml | 6.0.1 | direct |
| PyPI | qdrant-client | 1.11.3 | direct |
| PyPI | rapidfuzz | 3.11.0 | direct |
| PyPI | redis | 5.0.8 | direct |
| PyPI | regex | 2025.11.3 | direct |
| PyPI | reportlab | 4.3.1 | direct |
| PyPI | requests | 2.33.1 | direct |
| PyPI | requests-aws4auth | 1.3.1 | direct |
| PyPI | restrictedpython | 8.0 | direct |
| PyPI | rouge-score | 0.1.2 | direct |
| PyPI | sacrebleu | 2.5.1 | direct |
| PyPI | seaborn | 0.13.2 | direct |
| PyPI | snowflake-connector-python | 4.6.0 | direct |
| PyPI | stagehand | 0.4.1 | direct |
| PyPI | steel-sdk | 0.15.0 | direct |
| PyPI | tenacity | 9.1.2 | direct |
| PyPI | tiktoken | 0.12.0 | direct |
| PyPI | unstructured-client | 0.42.10 | direct |
| PyPI | weaviate-client | 4.20.4 | direct |
| PyPI | absl-py | 2.4.0 | indirect |
| PyPI | accelerate | 1.13.0 | indirect |
| PyPI | agentops | 0.3.26 | indirect |
| PyPI | aiofiles | 24.1.0 | indirect |
| PyPI | aiohappyeyeballs | 2.6.1 | indirect |
| PyPI | aiohttp | 3.14.1 | indirect |
| PyPI | aiohttp-retry | 2.9.1 | indirect |
| PyPI | aiosignal | 1.4.0 | indirect |
| PyPI | altair | 5.5.0 | indirect |
| PyPI | annotated-types | 0.7.0 | indirect |
| PyPI | anthropic | 0.97.0 | indirect |
| PyPI | antlr4-python3-runtime | 4.9.3 | indirect |
| PyPI | anyio | 4.12.1 | indirect |
| PyPI | argcomplete | 3.6.3 | indirect |
| PyPI | asn1crypto | 1.5.1 | indirect |
| PyPI | async-timeout | 5.0.1 | indirect |
| PyPI | asyncer | 0.0.17 | indirect |
| PyPI | attrs | 26.1.0 | indirect |
| PyPI | audioop-lts | 0.2.2 | indirect |
| PyPI | authlib | 1.7.2 | indirect |
| PyPI | babel | 2.18.0 | indirect |
| PyPI | backoff | 2.2.1 | indirect |
| PyPI | backports-asyncio-runner | 1.2.0 | indirect |
| PyPI | bidict | 0.23.1 | indirect |
| PyPI | blinker | 1.9.0 | indirect |
| PyPI | botocore | 1.34.162 | indirect |
| PyPI | bracex | 2.6 | indirect |
| PyPI | brotli | 1.2.0 | indirect |
| PyPI | brotlicffi | 1.2.0.1 | indirect |
| PyPI | browserbase | 1.7.0 | indirect |
| PyPI | cachetools | 5.5.2 | indirect |
| PyPI | certifi | 2026.2.25 | indirect |
| PyPI | cffi | 2.0.0 | indirect |
| PyPI | cfgv | 3.5.0 | indirect |
| PyPI | chainlit | 2.11.1 | indirect |
| PyPI | chardet | 7.2.0 | indirect |
| PyPI | chevron | 0.14.0 | indirect |
| PyPI | click | 8.1.8 | indirect |
| PyPI | colorama | 0.4.6 | indirect |
| PyPI | contourpy | 1.3.2 | indirect |
| PyPI | coverage | 7.3.4 | indirect |
| PyPI | cryptography | 49.0.0 | indirect |
| PyPI | cssselect2 | 0.9.0 | indirect |
| PyPI | cua-computer | 0.4.19 | indirect |
| PyPI | cua-core | 0.1.18 | indirect |
| PyPI | cuda-bindings | 13.2.0 | indirect |
| PyPI | cuda-pathfinder | 1.4.3 | indirect |
| PyPI | cuda-toolkit | 13.0.2 | indirect |
| PyPI | cuid | 0.4 | indirect |
| PyPI | cycler | 0.12.1 | indirect |
| PyPI | dataclasses-json | 0.6.7 | indirect |
| PyPI | daytona-api-client | 0.161.0 | indirect |
| PyPI | daytona-api-client-async | 0.161.0 | indirect |
| PyPI | daytona-toolbox-api-client | 0.161.0 | indirect |
| PyPI | daytona-toolbox-api-client-async | 0.161.0 | indirect |
| PyPI | deprecated | 1.3.1 | indirect |
| PyPI | deprecation | 2.1.0 | indirect |
| PyPI | distlib | 0.4.0 | indirect |
| PyPI | distro | 1.9.0 | indirect |
| PyPI | dockerfile-parse | 2.0.1 | indirect |
| PyPI | docstring-parser | 0.17.0 | indirect |
| PyPI | dynamiq | — | indirect |
| PyPI | dynamiq | 0.58.1 | indirect |
| PyPI | elastic-transport | 8.17.1 | indirect |
| PyPI | et-xmlfile | 2.0.0 | indirect |
| PyPI | events | 0.5 | indirect |
| PyPI | exceptiongroup | 1.3.1 | indirect |
| PyPI | execnet | 2.1.2 | indirect |
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| PyPI | fsspec | 2026.2.0 | indirect |
| PyPI | genson | 1.3.0 | indirect |
| PyPI | ghp-import | 2.1.0 | indirect |
| PyPI | gitdb | 4.0.12 | indirect |
| PyPI | gitpython | 3.1.50 | indirect |
| PyPI | google-api-core | 2.30.0 | indirect |
| PyPI | google-auth | 2.55.0 | indirect |
| PyPI | google-cloud-bigquery | 3.40.1 | indirect |
| PyPI | google-cloud-core | 2.5.0 | indirect |
| PyPI | google-cloud-resource-manager | 1.16.0 | indirect |
| PyPI | google-cloud-storage | 3.12.0 | indirect |
| PyPI | google-crc32c | 1.8.0 | indirect |
| PyPI | google-genai | 2.9.0 | indirect |
| PyPI | google-resumable-media | 2.8.0 | indirect |
| PyPI | googleapis-common-protos | 1.73.0 | indirect |
| PyPI | greenlet | 3.3.2 | indirect |
| PyPI | griffe | 1.15.0 | indirect |
| PyPI | grpc-google-iam-v1 | 0.14.3 | indirect |
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| PyPI | grpcio-status | 1.78.0 | indirect |
| PyPI | grpcio-tools | 1.78.0 | indirect |
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| PyPI | h2 | 4.3.0 | indirect |
| PyPI | hf-xet | 1.4.2 | indirect |
| PyPI | hpack | 4.1.0 | indirect |
| PyPI | httpcore | 1.0.9 | indirect |
| PyPI | httptools | 0.7.1 | indirect |
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| PyPI | httpx-sse | 0.4.3 | indirect |
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| PyPI | mypy-extensions | 1.1.0 | indirect |
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| PyPI | nltk | 3.9.4 | indirect |
| PyPI | nodeenv | 1.10.0 | indirect |
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| PyPI | nvidia-nvjitlink | 13.0.88 | indirect |
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| PyPI | nvidia-nvtx | 13.0.85 | indirect |
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| PyPI | opentelemetry-instrumentation-milvus | 0.53.3 | indirect |
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| PyPI | opentelemetry-instrumentation-openai-agents | 0.53.3 | indirect |
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| PyPI | opentelemetry-util-http | 0.60b1 | indirect |
| PyPI | outcome | 1.3.0.post0 | indirect |
| PyPI | overrides | 7.7.0 | indirect |
| PyPI | packaging | 24.2 | indirect |
| PyPI | paginate | 0.5.7 | indirect |
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| PyPI | pathspec | 1.0.4 | indirect |
| PyPI | pdfminer-six | 20251230 | indirect |
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| PyPI | pydantic-monty | 0.0.16 | indirect |
| PyPI | pydantic-settings | 2.14.2 | indirect |
| PyPI | pydeck | 0.9.1 | indirect |
| PyPI | pydyf | 0.12.1 | indirect |
| PyPI | pyee | 13.0.1 | indirect |
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| PyPI | pymdown-extensions | 10.21.3 | indirect |
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| PyPI | pytest-asyncio | 1.3.0 | indirect |
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| PyPI | pytest-rerunfailures | 16.1 | indirect |
| PyPI | pytest-timeout | 2.4.0 | indirect |
| PyPI | pytest-xdist | 3.8.0 | indirect |
| PyPI | python-dateutil | 2.9.0.post0 | indirect |
| PyPI | python-discovery | 1.2.0 | indirect |
| PyPI | python-dotenv | — | indirect |
| PyPI | python-dotenv | 1.2.2 | indirect |
| PyPI | python-engineio | 4.13.1 | indirect |
| PyPI | python-multipart | 0.0.32 | indirect |
| PyPI | python-socketio | 5.16.1 | indirect |
| PyPI | pytokens | 0.4.1 | indirect |
| PyPI | pytz | 2026.1.post1 | indirect |
| PyPI | pywin32 | 311 | indirect |
| PyPI | pyyaml-env-tag | 1.1 | indirect |
| PyPI | referencing | 0.37.0 | indirect |
| PyPI | requests-mock | 1.12.1 | indirect |
| PyPI | requests-toolbelt | 1.0.0 | indirect |
| PyPI | rich | 14.3.3 | indirect |
| PyPI | rpds-py | 0.30.0 | indirect |
| PyPI | s3transfer | 0.10.4 | indirect |
| PyPI | safetensors | 0.7.0 | indirect |
| PyPI | selenium | 4.21.0 | indirect |
| PyPI | setuptools | 78.1.1 | indirect |
| PyPI | shellingham | 1.5.4 | indirect |
| PyPI | simple-websocket | 1.1.0 | indirect |
| PyPI | six | 1.17.0 | indirect |
| PyPI | smmap | 5.0.3 | indirect |
| PyPI | sniffio | 1.3.1 | indirect |
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| PyPI | streamlit-date-picker | 0.0.5 | indirect |
| PyPI | streamlit-image-select | 0.6.0 | indirect |
| PyPI | streamlit-pdf-viewer | 0.0.28 | indirect |
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| PyPI | weasyprint | 68.1 | indirect |
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| PyPI | websockets | 15.0.1 | indirect |
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{
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{
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{
"key": "sast",
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{
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{
"key": "vulnerabilities",
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"status": "missed",
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]
},
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"notes": [
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"inputs": {
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"components": [
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"code": "jurisdiction_no_match",
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],
"max_points": 100
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]
}
],
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{
"key": "ai_readiness",
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"name": "AI Readiness",
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"weight": 0,
"metrics": [
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"description": "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."
}
],
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},
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"generated_at": "2026-07-18T00:08:24.785827Z",
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"license_spdx": "Apache-2.0"
}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 v0.12.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.