Public recordGood
Software health reportschema 0.11.0 · metrics 1.13.0 · 2026-07-15 04:47 UTC
Pipelex / pipelex
Declarative language for composable Al workflows. Devtool for agents and mere humans.
Pipelex/pipelex holds a health index of 71 out of 100, placing it in the Good band. It scores highest on Vitality (97/100) and lowest on Security (36/100). It was last updated today. A single contributor accounts for most of its recent work.
71
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.
71
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
PipelexOrganization
44 followers20 public repossince Sep 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 |
|---|---|---|---|---|---|
| PyPI | pipelex | 0.39.0 | - | 141 | 0 days ago |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
97
Development activity
97Excellent
How it's scored
| 36/36 | Push recency — last push 0 days ago |
| 33.2/36 | Commit cadence — 48/52 weeks with commits |
| 18/18 | Commit volume — 990 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 990 |
| human_commit_share | — |
| days_since_last_push | 0 |
| active_weeks_last_year | 48 |
Release discipline
98Excellent
How it's scored
| 27/27 | Ships releases — 100 releases published |
| 36/36 | Release recency — latest release 0 days ago |
| 27/27 | Release cadence — a release every ~3.9 days |
| 8/10 | OpenSSF Scorecard: Signed-Releases — 5 out of the last 5 releases have a total of 5 signed artifacts. |
Inputs used
| releases_count | 100 |
| latest_release_tag | v0.39.0 |
| releases_from_tags | no |
| days_since_latest_release | 0 |
| mean_days_between_releases | 3.9 |
Community & Adoption
Does the project have users, downloads, attention, and a welcoming setup for contributors?
78
Popularity & adoption
66Moderate
How it's scored
| 46/60 | Stars — 690 stars |
| 14.5/25 | Forks — 56 forks |
| 5/15 | Watchers — 9 watchers |
Inputs used
| forks | 56 |
| stars | 690 |
| watchers | 9 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
92Excellent
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (MIT) |
| 18/18 | CONTRIBUTING guide |
| 13.5/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 6.3/6.3 | 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 | yes |
Sustainability & Governance
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
59
Maintainer resilience (bus factor)
32At risk
How it's scored
| 9/54 | Bus factor — 1 contributor(s) cover half of all commits |
| 9.2/22.5 | Commit distribution — top contributor authored 59% of commits |
| 8.1/13.5 | Contributor breadth — 6 contributors |
| 6/10 | OpenSSF Scorecard: Contributors — project has 2 contributing companies or organizations -- score normalized to 6 |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 6 |
| top_contributor_share | 0.59 |
Issue & PR responsiveness
62Moderate
How it's scored
| 32.4/46.8 | Issue resolution — 69% of issues closed |
| 30.1/38.3 | PR acceptance — 792/1,006 decided PRs merged |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/21 approved changesets -- score normalized to 0 |
Inputs used
| merged_prs | 792 |
| open_issues | 8 |
| closed_issues | 18 |
| issue_closed_ratio | 0.692 |
| closed_unmerged_prs | 214 |
Ownership & stewardship
57Moderate
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 11.9/25 | Owner reach — 44 followers of Pipelex |
| 15.3/25 | Track record — 20 public repos, account ~2 yr old |
Inputs used
| followers | 44 |
| owner_type | Organization |
| is_verified | — |
| owner_login | Pipelex |
| public_repos | 20 |
| account_age_days | 1,041 |
Package maintenance
100Excellent
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 35/35 | Publish recency — latest publish 0 days ago |
| 20/20 | Version history — 141 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | pipelex |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 0 |
Engineering Quality
Are baseline engineering and documentation practices in place?
77
Engineering practices
68Moderate
How it's scored
| 24/24 | CI workflows — 16 workflow(s) |
| 24/24 | Tests present |
| 0/16 | Linter config |
| 0/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 21 out of 21 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 | no |
| has_precommit_config | no |
Documentation
90Excellent
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://pipelex.com |
| 10/10 | Repository description |
| 10/10 | Topics — 9 topics |
| 0/10 | Wiki |
Inputs used
| topics | agents, ai, automation, dsl, language, llm, orchestration, pipeline, workflows |
| has_wiki | no |
| homepage | https://pipelex.com |
| 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?
36
Security posture
36At risk
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 — 21 out of 21 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 |
| 0/7.5 | Code-Review — Found 0/21 approved changesets -- score normalized to 0 |
| 1.5/2.5 | Contributors — project has 2 contributing companies or organizations -- score normalized to 6 |
| 0/10 | Dangerous-Workflow — dangerous workflow patterns detected |
| 0/7.5 | Dependency-Update-Tool — no 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 1 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 0.5/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 0/5 | Security-Policy — security policy file not detected |
| 6/7.5 | Signed-Releases — 5 out of the last 5 releases have a total of 5 signed artifacts. |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 0.8/7.5 | Vulnerabilities — 9 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 18 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 0 |
| scorecard_aggregate | 3.6 |
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.
71
Agent context & guidance
75Good
How it's scored
| 45/45 | Agent instructions — AGENTS.md, CLAUDE.md, docs/CLAUDE.md, pipelex/builder/CLAUDE.md, pipelex/cli/agent_cli/CLAUDE.md, tests/CLAUDE.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 | AGENTS.md, CLAUDE.md, docs/CLAUDE.md, pipelex/builder/CLAUDE.md, pipelex/cli/agent_cli/CLAUDE.md, tests/CLAUDE.md |
| agent_instruction_max_bytes | 33,596 |
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.
How it's scored
| 18/18 | One-command bootstrap — Makefile |
| 22/22 | Automated tests |
| 0/11 | Lint / format config |
| 11/11 | Static type checking — pipelex/py.typed, tests/py.typed |
| 10/10 | Reproducible environment — lockfile |
| 0/10 | Demonstrated agent practice — no data |
| 0/8 | Automated maintenance — no data |
| 1/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1 |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | uv.lock |
| has_dockerfile | no |
| typed_language | no |
| bootstrap_files | Makefile |
| has_devcontainer | no |
| has_linter_config | no |
| typecheck_configs | pipelex/py.typed, tests/py.typed |
| 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.
How it's scored
| 27/45 | Type-checkable code — Python with type-check config (pipelex/py.typed, tests/py.typed) |
| 55/55 | Manageable file sizes — 1/2,035 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 62,146 |
| source_files_sampled | 2,035 |
| oversized_source_files | 1 |
Machine-readable interfaces
40At risk
How it's scored
| 0/40 | API schema (OpenAPI/GraphQL/proto) |
| 0/20 | MCP server |
| 40/40 | Runnable examples — cookbook |
Inputs used
| example_dirs | cookbook |
| has_mcp_signal | no |
| api_schema_files | — |
Key facts
690GitHub stars
6contributors
990commits, last 12 months
0days since last push
100releases
1bus factor
8open issues
PyPIpackage ecosystems
More detail
OpenSSF Scorecard 3.6 / 10
3.6aggregate
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 | 21 out of 21 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 |
| 0 | Code-Review | Found 0/21 approved changesets -- score normalized to 0 |
| 6 | Contributors | project has 2 contributing companies or organizations -- score normalized to 6 |
| 0 | Dangerous-Workflow | dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 1 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 1 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 0 | Security-Policy | security policy file not detected |
| 8 | Signed-Releases | 5 out of the last 5 releases have a total of 5 signed artifacts. |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 1 | Vulnerabilities | 9 existing vulnerabilities detected |
Direct dependencies 37
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| PyPI | aiofiles | >=23.2.1 | pyproject.toml |
| PyPI | datamodel-code-generator | >=0.55.0 | pyproject.toml |
| PyPI | filetype | >=1.2.0 | pyproject.toml |
| PyPI | httpx | >=0.23.0,<1.0.0 | pyproject.toml |
| PyPI | idna | >=3.15 | pyproject.toml |
| PyPI | instructor | >=1.13 | pyproject.toml |
| PyPI | jinja2 | >=3.1.4 | pyproject.toml |
| PyPI | json2html | >=1.3.0 | pyproject.toml |
| PyPI | kajson | ==0.7.0 | pyproject.toml |
| PyPI | markdown | >=3.6 | pyproject.toml |
| PyPI | mthds | >=0.8.0 | pyproject.toml |
| PyPI | networkx | >=3.4.2 | pyproject.toml |
| PyPI | openai | >=2.0.0 | pyproject.toml |
| PyPI | opentelemetry-api | — | pyproject.toml |
| PyPI | opentelemetry-exporter-otlp-proto-http | — | pyproject.toml |
| PyPI | opentelemetry-semantic-conventions | — | pyproject.toml |
| PyPI | opentelemetry-sdk | — | pyproject.toml |
| PyPI | pillow | >=12.1.1 | pyproject.toml |
| PyPI | pipelex-tools-py | ==0.1.1 | pyproject.toml |
| PyPI | polyfactory | >=2.21.0 | pyproject.toml |
| PyPI | portkey-ai | >=2.1.0 | pyproject.toml |
| PyPI | posthog | >=6.7.0 | pyproject.toml |
| PyPI | protobuf | >=6.33.5 | pyproject.toml |
| PyPI | pypdfium2 | >=4.30.0,!=4.30.1,<5.0.0 | pyproject.toml |
| PyPI | pydantic | >=2.10.6,<3.0.0 | pyproject.toml |
| PyPI | python-dotenv | >=1.2.2 | pyproject.toml |
| PyPI | PyYAML | >=6.0.2 | pyproject.toml |
| PyPI | reportlab | >=4.0,<5 | pyproject.toml |
| PyPI | requests | >=2.33.0 | pyproject.toml |
| PyPI | rich | >=13.8.1 | pyproject.toml |
| PyPI | semantic-version | >=2.10.0 | pyproject.toml |
| PyPI | shortuuid | >=1.0.13 | pyproject.toml |
| PyPI | tomli | >=2.3.0 | pyproject.toml |
| PyPI | tomlkit | >=0.13.2 | pyproject.toml |
| PyPI | typer | >=0.16.0,<0.27 | pyproject.toml |
| PyPI | typing-extensions | >=4.13.2 | pyproject.toml |
| PyPI | urllib3 | >=2.7.0 | pyproject.toml |
All dependencies 268
Full resolved dependency set from the GitHub dependency graph: 37 direct and 231 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | aiofiles | 25.1.0 | direct |
| PyPI | datamodel-code-generator | 0.56.1 | direct |
| PyPI | filetype | 1.2.0 | direct |
| PyPI | httpx | 0.28.1 | direct |
| PyPI | idna | 3.18 | direct |
| PyPI | instructor | 1.15.1 | direct |
| PyPI | jinja2 | 3.1.6 | direct |
| PyPI | json2html | 1.3.0 | direct |
| PyPI | kajson | 0.7.0 | direct |
| PyPI | markdown | 3.10.2 | direct |
| PyPI | mthds | 0.8.0 | direct |
| PyPI | networkx | 3.6.1 | direct |
| PyPI | openai | 2.34.0 | direct |
| PyPI | opentelemetry-api | 1.38.0 | direct |
| PyPI | opentelemetry-exporter-otlp-proto-http | 1.38.0 | direct |
| PyPI | opentelemetry-sdk | 1.38.0 | direct |
| PyPI | opentelemetry-semantic-conventions | 0.59b0 | direct |
| PyPI | pillow | 12.2.0 | direct |
| PyPI | pipelex-tools-py | 0.1.1 | direct |
| PyPI | polyfactory | 3.3.0 | direct |
| PyPI | portkey-ai | 2.3.0 | direct |
| PyPI | posthog | 7.14.0 | direct |
| PyPI | protobuf | 6.33.6 | direct |
| PyPI | pydantic | 2.13.4 | direct |
| PyPI | pypdfium2 | 4.30.0 | direct |
| PyPI | python-dotenv | 1.2.2 | direct |
| PyPI | pyyaml | 6.0.3 | direct |
| PyPI | reportlab | 4.5.0 | direct |
| PyPI | requests | 2.33.1 | direct |
| PyPI | rich | 14.3.4 | direct |
| PyPI | semantic-version | 2.10.0 | direct |
| PyPI | shortuuid | 1.0.13 | direct |
| PyPI | tomli | 2.4.1 | direct |
| PyPI | tomlkit | 0.14.0 | direct |
| PyPI | typer | 0.21.2 | direct |
| PyPI | typing-extensions | 4.15.0 | direct |
| PyPI | urllib3 | 2.7.0 | direct |
| PyPI | accelerate | 1.13.0 | indirect |
| PyPI | aioboto3 | 15.5.0 | indirect |
| PyPI | aiobotocore | 2.25.1 | indirect |
| PyPI | aiohappyeyeballs | 2.6.1 | indirect |
| PyPI | aiohttp | 3.14.1 | indirect |
| PyPI | aioitertools | 0.13.0 | indirect |
| PyPI | aiosignal | 1.4.0 | indirect |
| PyPI | annotated-doc | 0.0.4 | indirect |
| PyPI | annotated-types | 0.7.0 | indirect |
| PyPI | anthropic | 0.99.0 | indirect |
| PyPI | antlr4-python3-runtime | 4.9.3 | indirect |
| PyPI | anyio | 4.13.0 | indirect |
| PyPI | argcomplete | 3.6.3 | indirect |
| PyPI | astroid | 4.0.4 | indirect |
| PyPI | asyncstdlib | 3.14.0 | indirect |
| PyPI | attrs | 26.1.0 | indirect |
| PyPI | babel | 2.18.0 | indirect |
| PyPI | backoff | 2.2.1 | indirect |
| PyPI | backrefs | 7.0 | indirect |
| PyPI | beautifulsoup4 | 4.14.3 | indirect |
| PyPI | black | 26.3.1 | indirect |
| PyPI | boto3 | 1.40.61 | indirect |
| PyPI | boto3-stubs | 1.43.4 | indirect |
| PyPI | botocore | 1.40.61 | indirect |
| PyPI | botocore-stubs | 1.42.41 | indirect |
| PyPI | cached-property | 2.0.1 | indirect |
| PyPI | certifi | 2026.4.22 | indirect |
| PyPI | cffi | 2.0.0 | indirect |
| PyPI | charset-normalizer | 3.4.7 | indirect |
| PyPI | click | 8.3.3 | indirect |
| PyPI | colorama | 0.4.6 | indirect |
| PyPI | colorlog | 6.10.1 | indirect |
| PyPI | coverage | 7.13.5 | indirect |
| PyPI | cryptography | 49.0.0 | indirect |
| PyPI | cuda-bindings | 13.2.0 | indirect |
| PyPI | cuda-pathfinder | 1.5.4 | indirect |
| PyPI | cuda-toolkit | 13.0.2 | indirect |
| PyPI | defusedxml | 0.7.1 | indirect |
| PyPI | dill | 0.4.1 | indirect |
| PyPI | distro | 1.9.0 | indirect |
| PyPI | docker | 7.1.0 | indirect |
| PyPI | docling | 2.97.0 | indirect |
| PyPI | docling-core | 2.78.1 | indirect |
| PyPI | docling-ibm-models | 3.13.2 | indirect |
| PyPI | docling-parse | 6.2.0 | indirect |
| PyPI | docling-slim | 2.97.0 | indirect |
| PyPI | docstring-parser | 0.18.0 | indirect |
| PyPI | et-xmlfile | 2.0.0 | indirect |
| PyPI | eval-type-backport | 0.3.1 | indirect |
| PyPI | execnet | 2.1.2 | indirect |
| PyPI | faker | 40.15.0 | indirect |
| PyPI | fal-client | 1.0.0 | indirect |
| PyPI | filelock | 3.29.0 | indirect |
| PyPI | frozenlist | 1.8.0 | indirect |
| PyPI | fsspec | 2026.4.0 | indirect |
| PyPI | genson | 1.3.0 | indirect |
| PyPI | ghp-import | 2.1.0 | indirect |
| PyPI | google-api-core | 2.30.3 | indirect |
| PyPI | google-auth | 2.50.0 | indirect |
| PyPI | google-auth-oauthlib | 1.3.1 | indirect |
| PyPI | google-cloud-core | 2.5.1 | indirect |
| PyPI | google-cloud-storage | 3.10.1 | indirect |
| PyPI | google-crc32c | 1.8.0 | indirect |
| PyPI | google-genai | 1.75.0 | indirect |
| PyPI | google-resumable-media | 2.8.2 | indirect |
| PyPI | googleapis-common-protos | 1.74.0 | indirect |
| PyPI | h11 | 0.16.0 | indirect |
| PyPI | hf-xet | 1.5.1 | indirect |
| PyPI | httpcore | 1.0.9 | indirect |
| PyPI | httpx-sse | 0.4.3 | indirect |
| PyPI | huggingface-hub | 1.16.1 | indirect |
| PyPI | importlib-metadata | 8.7.1 | indirect |
| PyPI | inflect | 7.5.0 | indirect |
| PyPI | iniconfig | 2.3.0 | indirect |
| PyPI | invoke | 2.2.1 | indirect |
| PyPI | isort | 7.0.0 | indirect |
| PyPI | jiter | 0.13.0 | indirect |
| PyPI | jmespath | 1.1.0 | indirect |
| PyPI | jsonlines | 4.0.0 | indirect |
| PyPI | jsonref | 1.1.0 | indirect |
| PyPI | jsonschema | 4.26.0 | indirect |
| PyPI | jsonschema-specifications | 2025.9.1 | indirect |
| PyPI | latex2mathml | 3.81.0 | indirect |
| PyPI | librt | 0.10.0 | indirect |
| PyPI | linkup-sdk | 0.13.0 | indirect |
| PyPI | lxml | 6.1.0 | indirect |
| PyPI | mail-parser | 4.3.0 | indirect |
| PyPI | markdown-it-py | 4.0.0 | indirect |
| PyPI | marko | 2.2.2 | indirect |
| PyPI | markupsafe | 3.0.3 | indirect |
| PyPI | mccabe | 0.7.0 | indirect |
| PyPI | mdurl | 0.1.2 | indirect |
| PyPI | mergedeep | 1.3.4 | indirect |
| PyPI | mike | 2.2.0 | indirect |
| PyPI | mistralai | 1.12.0 | indirect |
| PyPI | mkdocs | 1.6.1 | indirect |
| PyPI | mkdocs-get-deps | 0.2.2 | indirect |
| PyPI | mkdocs-glightbox | 0.5.2 | indirect |
| PyPI | mkdocs-llmstxt-md | 0.2.0 | indirect |
| PyPI | mkdocs-material | 9.7.6 | indirect |
| PyPI | mkdocs-material-extensions | 1.3.1 | indirect |
| PyPI | mkdocs-meta-manager | 1.1.0 | indirect |
| PyPI | mkdocs-redirects | 1.2.2 | indirect |
| PyPI | more-itertools | 11.0.2 | indirect |
| PyPI | moto | 5.2.0 | indirect |
| PyPI | mpire | 2.10.2 | indirect |
| PyPI | mpmath | 1.3.0 | indirect |
| PyPI | msgpack | 1.2.1 | indirect |
| PyPI | multidict | 6.7.1 | indirect |
| PyPI | multiprocess | 0.70.19 | indirect |
| PyPI | mypy | 1.19.1 | indirect |
| PyPI | mypy-extensions | 1.1.0 | indirect |
| PyPI | nodeenv | 1.10.0 | indirect |
| PyPI | numpy | 2.4.4 | indirect |
| PyPI | nvidia-cublas | 13.1.0.3 | indirect |
| PyPI | nvidia-cuda-cupti | 13.0.85 | indirect |
| PyPI | nvidia-cuda-nvrtc | 13.0.88 | indirect |
| PyPI | nvidia-cuda-runtime | 13.0.96 | indirect |
| PyPI | nvidia-cudnn-cu13 | 9.19.0.56 | indirect |
| PyPI | nvidia-cufft | 12.0.0.61 | indirect |
| PyPI | nvidia-cufile | 1.15.1.6 | indirect |
| PyPI | nvidia-curand | 10.4.0.35 | indirect |
| PyPI | nvidia-cusolver | 12.0.4.66 | indirect |
| PyPI | nvidia-cusparse | 12.6.3.3 | indirect |
| PyPI | nvidia-cusparselt-cu13 | 0.8.0 | indirect |
| PyPI | nvidia-nccl-cu13 | 2.28.9 | indirect |
| PyPI | nvidia-nvjitlink | 13.0.88 | indirect |
| PyPI | nvidia-nvshmem-cu13 | 3.4.5 | indirect |
| PyPI | nvidia-nvtx | 13.0.85 | indirect |
| PyPI | oauthlib | 3.3.1 | indirect |
| PyPI | omegaconf | 2.3.0 | indirect |
| PyPI | opencv-python | 4.13.0.92 | indirect |
| PyPI | openpyxl | 3.1.5 | indirect |
| PyPI | opentelemetry-exporter-otlp-proto-common | 1.38.0 | indirect |
| PyPI | opentelemetry-proto | 1.38.0 | indirect |
| PyPI | packaging | 26.2 | indirect |
| PyPI | paginate | 0.5.7 | indirect |
| PyPI | pandas | 3.0.2 | indirect |
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"components": [
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{
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{
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{
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{
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{
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{
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{
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},
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{
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{
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{
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},
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{
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{
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},
{
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{
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{
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{
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},
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{
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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."
}
],
"metrics_version": "1.13.0"
},
"warnings": [],
"report_type": "repository",
"generated_at": "2026-07-15T04:47:24.541640Z",
"schema_version": "0.11.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/p/Pipelex/pipelex.svg",
"full_name": "Pipelex/pipelex",
"license_state": "standard",
"license_spdx": "MIT"
}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 v0.11.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.