Public record
Software health reportschema 0.12.0 · metrics 2.10.0 · 2026-07-18 00:08 UTC

dynamiq-ai / dynamiq

Dynamiq is an orchestration framework for agentic AI and LLM applications

PythonApache-2.0★ 1,061 stars⑂ 131 forkssince Sep 2024View on GitHub ↗
KindLibraryMCP serverhow this is determined
#agents#ai#generative-ai#gpt#llm#llmops#rag

dynamiq-ai/dynamiq holds a health index of 96 out of 100, placing it in the Exceptional 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.

96
overall / 100
Exceptional

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.

96
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 83 is calibrated to 96 on the published index scale (record calibration 2026-08-02).

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

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPIdynamiq0.58.1-803 days agoagentsaigenerative-aigptllmllmopsrag

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
35.3/36Commit cadence — 51/52 weeks with commits
18/18Commit volume — 379 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year379
human_commit_share—
days_since_last_push0
active_weeks_last_year51

Release discipline

100Exceptional
How it's scored
27/27Ships releases — 80 releases published
36/36Release recency — latest release 3 days ago
27/27Release cadence — a release every ~6.7 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count80
latest_release_tagv0.58.1
releases_from_tagsno
days_since_latest_release3
mean_days_between_releases6.7
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?

78Good · 17% of overall

Popularity & adoption

71Good
How it's scored
49.1/60Stars — 1,061 stars
17.6/25Forks — 131 forks
4.7/15Watchers — 8 watchers
Inputs used
forks131
stars1,061
watchers8
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

85Excellent
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (Apache-2.0)
18/18CONTRIBUTING guide
13.5/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges—
has_contributingyes
has_issue_templateno
has_code_of_conductyes
readme_badge_services—
has_pull_request_templateno

Sustainability & Governance

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

81Excellent · 23% of overall

Maintainer resilience (bus factor)

77Good
How it's scored
36/54Bus factor — 3 contributor(s) cover half of all commits
17.8/22.5Commit distribution — top contributor authored 21% of commits
13.5/13.5Contributor breadth — 19 contributors
10/10OpenSSF Scorecard: Contributors — project has 4 contributing companies or organizations
Inputs used
bus_factor3
contributors_sampled19
top_contributor_share0.209

Issue & PR responsiveness

83Excellent
How it's scored
32.7/42Issue resolution — 78% of issues closed
24.7/30PR acceptance — 678/822 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
15/15OpenSSF Scorecard: Code-Review — all changesets reviewed
Inputs used
merged_prs678
open_issues2
closed_issues7
prs_merged_7d—
prs_decided_7d—
prs_merged_30d—
prs_decided_30d—
issue_closed_ratio0.778
closed_unmerged_prs144
first_time_authors_30d—
first_time_prs_merged_30d—
first_time_prs_decided_30d—
Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.

Ownership & stewardship

68Good
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain — verified-domain status not read for this organization
13.1/25Owner reach — 65 followers of dynamiq-ai
11.4/25Track record — 6 public repos, account ~2 yr old
Inputs used
followers65
owner_typeOrganization
is_verified—
owner_logindynamiq-ai
public_repos6
account_age_days967
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 3 days ago
20/20Version history — 80 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesdynamiq
ecosystemspypi
any_deprecatedno
min_days_since_publish3

Engineering Quality

Are baseline engineering and documentation practices in place?

92Excellent · 19% of overall

Engineering practices

94Exceptional
How it's scored
24/24CI workflows — 5 workflow(s)
24/24Tests present
16/16Linter config
9.6/9.6Pre-commit hooks
0/6.4.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_editorconfigno
has_linter_configyes
has_precommit_configyes

Documentation

90Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://getdynamiq.ai
10/10Repository description
10/10Topics — 7 topics
0/10Wiki
Inputs used
topicsagents, ai, generative-ai, gpt, llm, llmops, rag
has_wikino
homepagehttps://getdynamiq.ai
docs_sitehttps://getdynamiq.ai
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

61Moderate · 16% of overall

Security posture

61Moderate
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 — 30 out of 30 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
7.5/7.5Code-Review — all changesets reviewed
2.5/2.5Contributors — project has 4 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 0 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
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — no data
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 29 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate6.1
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? Carries a deliberately small weight (4%): agent tooling is a real maintenance signal, but a repository with none can still reach 100/100.

75Good · 4% of overall

Agent context & guidance

75Good
How it's scored
45/45Agent instructions — docs/tutorials/agents.md
0/15Machine-readable docs (llms.txt)
0/40Legible commit history — no data
Inputs used
has_llms_txtno
llms_txt_url—
legible_history_share—
agent_instruction_filesdocs/tutorials/agents.md
agent_instruction_max_bytes4,430
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.

Verify loop (build / test / typecheck)

74Good
How it's scored
18/18One-command bootstrap — Makefile, examples/Makefile
22/22Automated tests
11/11Lint / format config
0/11Static type checking
10/10Reproducible environment — Dockerfile, lockfile
0/10Demonstrated agent practice — no data
0/8Automated maintenance — no data
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfilesuv.lock
has_dockerfileyes
typed_languageno
bootstrap_filesMakefile, examples/Makefile
has_devcontainerno
has_linter_configyes
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
0/45Type-checkable code — Python without a type-check config
54.7/55Manageable file sizes — 5/1,048 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes112,623
source_files_sampled1,048
oversized_source_files5

Machine-readable interfaces

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

Key facts

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).Scorecard v5.5.0 · 2026-07-18 00:08 UTC

10Binary-Artifactsno binaries found in the repo
5Branch-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
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
10Code-Reviewall changesets reviewed
10Contributorsproject has 4 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 0 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
10Security-Policysecurity policy file detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities29 existing vulnerabilities detected
Direct dependencies 62
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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.

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PyPImkdocs-autorefs1.3.1indirect
PyPImkdocs-get-deps0.2.2indirect
PyPImkdocs-material9.5.50indirect
PyPImkdocs-material-extensions1.3.1indirect
PyPImkdocstrings0.25.2indirect
PyPImkdocstrings-python1.10.9indirect
PyPImpmath1.3.0indirect
PyPImslex1.3.0indirect
PyPImultidict6.7.1indirect
PyPImypy-extensions1.1.0indirect
PyPInarwhals2.18.0indirect
PyPInest-asyncio1.6.0indirect
PyPInetworkx3.4.2indirect
PyPInltk3.9.4indirect
PyPInodeenv1.10.0indirect
PyPInvidia-cublas13.1.0.3indirect
PyPInvidia-cuda-cupti13.0.85indirect
PyPInvidia-cuda-nvrtc13.0.88indirect
PyPInvidia-cuda-runtime13.0.96indirect
PyPInvidia-cudnn-cu139.19.0.56indirect
PyPInvidia-cufft12.0.0.61indirect
PyPInvidia-cufile1.15.1.6indirect
PyPInvidia-curand10.4.0.35indirect
PyPInvidia-cusolver12.0.4.66indirect
PyPInvidia-cusparse12.6.3.3indirect
PyPInvidia-cusparselt-cu130.8.0indirect
PyPInvidia-nccl-cu132.28.9indirect
PyPInvidia-nvjitlink13.0.88indirect
PyPInvidia-nvshmem-cu133.4.5indirect
PyPInvidia-nvtx13.0.85indirect
PyPIoauthlib3.3.1indirect
PyPIobstore0.8.2indirect
PyPIopensearch-protobufs0.19.0indirect
PyPIopentelemetry-api1.39.1indirect
PyPIopentelemetry-exporter-otlp-proto-common1.39.1indirect
PyPIopentelemetry-exporter-otlp-proto-grpc1.39.1indirect
PyPIopentelemetry-exporter-otlp-proto-http1.39.1indirect
PyPIopentelemetry-instrumentation0.60b1indirect
PyPIopentelemetry-instrumentation-agno0.53.3indirect
PyPIopentelemetry-instrumentation-aiohttp-client0.60b1indirect
PyPIopentelemetry-instrumentation-alephalpha0.53.3indirect
PyPIopentelemetry-instrumentation-anthropic0.53.3indirect
PyPIopentelemetry-instrumentation-bedrock0.53.3indirect
PyPIopentelemetry-instrumentation-chromadb0.53.3indirect
PyPIopentelemetry-instrumentation-cohere0.53.3indirect
PyPIopentelemetry-instrumentation-crewai0.53.3indirect
PyPIopentelemetry-instrumentation-google-generativeai0.53.3indirect
PyPIopentelemetry-instrumentation-groq0.53.3indirect
PyPIopentelemetry-instrumentation-haystack0.53.3indirect
PyPIopentelemetry-instrumentation-lancedb0.53.3indirect
PyPIopentelemetry-instrumentation-langchain0.53.3indirect
PyPIopentelemetry-instrumentation-llamaindex0.53.3indirect
PyPIopentelemetry-instrumentation-logging0.60b1indirect
PyPIopentelemetry-instrumentation-marqo0.53.3indirect
PyPIopentelemetry-instrumentation-mcp0.53.3indirect
PyPIopentelemetry-instrumentation-milvus0.53.3indirect
PyPIopentelemetry-instrumentation-mistralai0.53.3indirect
PyPIopentelemetry-instrumentation-ollama0.53.3indirect
PyPIopentelemetry-instrumentation-openai0.53.3indirect
PyPIopentelemetry-instrumentation-openai-agents0.53.3indirect
PyPIopentelemetry-instrumentation-pinecone0.53.3indirect
PyPIopentelemetry-instrumentation-qdrant0.53.3indirect
PyPIopentelemetry-instrumentation-redis0.60b1indirect
PyPIopentelemetry-instrumentation-replicate0.53.3indirect
PyPIopentelemetry-instrumentation-requests0.60b1indirect
PyPIopentelemetry-instrumentation-sagemaker0.53.3indirect
PyPIopentelemetry-instrumentation-sqlalchemy0.60b1indirect
PyPIopentelemetry-instrumentation-threading0.60b1indirect
PyPIopentelemetry-instrumentation-together0.53.3indirect
PyPIopentelemetry-instrumentation-transformers0.53.3indirect
PyPIopentelemetry-instrumentation-urllib30.60b1indirect
PyPIopentelemetry-instrumentation-vertexai0.53.3indirect
PyPIopentelemetry-instrumentation-voyageai0.53.3indirect
PyPIopentelemetry-instrumentation-watsonx0.53.3indirect
PyPIopentelemetry-instrumentation-weaviate0.53.3indirect
PyPIopentelemetry-instrumentation-writer0.53.3indirect
PyPIopentelemetry-proto1.39.1indirect
PyPIopentelemetry-sdk1.39.1indirect
PyPIopentelemetry-semantic-conventions0.60b1indirect
PyPIopentelemetry-semantic-conventions-ai0.4.16indirect
PyPIopentelemetry-util-http0.60b1indirect
PyPIoutcome1.3.0.post0indirect
PyPIoverrides7.7.0indirect
PyPIpackaging24.2indirect
PyPIpaginate0.5.7indirect
PyPIpandas2.2.3indirect
PyPIpathspec1.0.4indirect
PyPIpdfminer-six20251230indirect
PyPIpeft0.13.2indirect
PyPIpillow12.2.0indirect
PyPIplatformdirs4.9.4indirect
PyPIplaywright1.58.0indirect
PyPIpluggy1.6.0indirect
PyPIply3.11indirect
PyPIportalocker2.10.1indirect
PyPIposthog7.9.12indirect
PyPIpre-commit3.7.1indirect
PyPIpropcache0.4.1indirect
PyPIproto-plus1.27.1indirect
PyPIprotobuf6.33.6indirect
PyPIpsutil6.0.0indirect
PyPIpsycopg-binary3.2.13indirect
PyPIpyarrow23.0.1indirect
PyPIpyasn10.6.3indirect
PyPIpyasn1-modules0.4.2indirect
PyPIpycparser3.0indirect
PyPIpydantic-core2.41.5indirect
PyPIpydantic-monty0.0.16indirect
PyPIpydantic-settings2.14.2indirect
PyPIpydeck0.9.1indirect
PyPIpydyf0.12.1indirect
PyPIpyee13.0.1indirect
PyPIpygments2.20.0indirect
PyPIpygraphviz1.14indirect
PyPIpyjwt2.13.0indirect
PyPIpymdown-extensions10.21.3indirect
PyPIpyparsing3.3.2indirect
PyPIpypdfium25.6.0indirect
PyPIpyphen0.17.2indirect
PyPIpysocks1.7.1indirect
PyPIpytest9.0.3indirect
PyPIpytest-asyncio1.3.0indirect
PyPIpytest-mock3.14.1indirect
PyPIpytest-rerunfailures16.1indirect
PyPIpytest-timeout2.4.0indirect
PyPIpytest-xdist3.8.0indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpython-discovery1.2.0indirect
PyPIpython-dotenv—indirect
PyPIpython-dotenv1.2.2indirect
PyPIpython-engineio4.13.1indirect
PyPIpython-multipart0.0.32indirect
PyPIpython-socketio5.16.1indirect
PyPIpytokens0.4.1indirect
PyPIpytz2026.1.post1indirect
PyPIpywin32311indirect
PyPIpyyaml-env-tag1.1indirect
PyPIreferencing0.37.0indirect
PyPIrequests-mock1.12.1indirect
PyPIrequests-toolbelt1.0.0indirect
PyPIrich14.3.3indirect
PyPIrpds-py0.30.0indirect
PyPIs3transfer0.10.4indirect
PyPIsafetensors0.7.0indirect
PyPIselenium4.21.0indirect
PyPIsetuptools78.1.1indirect
PyPIshellingham1.5.4indirect
PyPIsimple-websocket1.1.0indirect
PyPIsix1.17.0indirect
PyPIsmmap5.0.3indirect
PyPIsniffio1.3.1indirect
PyPIsortedcontainers2.4.0indirect
PyPIsoupsieve2.8.3indirect
PyPIsse-starlette2.1.3indirect
PyPIstarlette0.48.0indirect
PyPIstreamlit1.57.0indirect
PyPIstreamlit-date-picker0.0.5indirect
PyPIstreamlit-image-select0.6.0indirect
PyPIstreamlit-pdf-viewer0.0.28indirect
PyPIsympy1.13.3indirect
PyPIsyncer2.0.3indirect
PyPItabulate0.10.0indirect
PyPItermcolor2.4.0indirect
PyPIthrift0.20.0indirect
PyPItinycss21.5.1indirect
PyPItinyhtml52.1.0indirect
PyPItokenizers0.22.2indirect
PyPItoml0.10.2indirect
PyPItomli2.4.0indirect
PyPItomlkit0.14.0indirect
PyPItorch2.11.0indirect
PyPItqdm4.66.6indirect
PyPItraceloop-sdk0.53.3indirect
PyPItransformers5.3.0indirect
PyPItrio0.33.0indirect
PyPItrio-websocket0.12.2indirect
PyPItriton3.6.0indirect
PyPItypeguard4.5.1indirect
PyPItyper0.12.5indirect
PyPItyping-extensions4.15.0indirect
PyPItyping-inspect0.9.0indirect
PyPItyping-inspection0.4.2indirect
PyPItzdata2025.3indirect
PyPIujson5.13.0indirect
PyPIurllib32.7.0indirect
PyPIuvicorn—indirect
PyPIuvicorn0.35.0indirect
PyPIvalidators0.35.0indirect
PyPIvirtualenv21.2.0indirect
PyPIwatchdog6.0.0indirect
PyPIwatchfiles1.1.1indirect
PyPIwcmatch10.1indirect
PyPIweasyprint68.1indirect
PyPIwebencodings0.5.1indirect
PyPIwebsocket-client1.9.0indirect
PyPIwebsockets15.0.1indirect
PyPIwrapt1.17.3indirect
PyPIwsproto1.3.2indirect
PyPIxlsxwriter3.2.9indirect
PyPIyarl1.23.0indirect
PyPIzipp3.23.0indirect
PyPIzopfli0.4.1indirect
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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 v0.12.0 — full methodology · metrics wiki.

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