The Posit Connect command-line interface.
posit-dev/rsconnect-python holds a health index of 73 out of 100, placing it in the Good band. It scores highest on Sustainability & Governance (81/100) and lowest on Security (51/100). It was last updated today. 3 contributors account for most of its recent work.
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.
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.
This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.
| Registry | Package | Version | Downloads / mo | Versions | Last publish |
|---|---|---|---|---|---|
| PyPI | rsconnect_python | 1.30.0 | 140,326 | 96 | 0 days ago |
Is the project alive — is code being written and are releases shipping?
| 36/36 | Push recency — last push 0 days ago |
| 15.9/36 | Commit cadence — 23/52 weeks with commits |
| 16.3/18 | Commit volume — 65 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 9 issue activity found in the last 90 days -- score normalized to 10 |
| commits_last_year | 65 |
| human_commit_share | — |
| days_since_last_push | 0 |
| active_weeks_last_year | 23 |
| 27/27 | Ships releases — 90 releases published |
| 36/36 | Release recency — latest release 0 days ago |
| 19.8/27 | Release cadence — a release every ~63.6 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases. |
| releases_count | 90 |
| latest_release_tag | 1.30.0 |
| releases_from_tags | no |
| days_since_latest_release | 0 |
| mean_days_between_releases | 63.6 |
Does the project have users, downloads, attention, and a welcoming setup for contributors?
| 25.2/60 | Stars — 37 stars |
| 11.9/25 | Forks — 28 forks |
| 7/15 | Watchers — 19 watchers |
| forks | 28 |
| stars | 37 |
| watchers | 19 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (MIT) |
| 18/18 | CONTRIBUTING guide |
| 0/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 6.3/6.3 | PR template |
| has_readme | yes |
| has_license | yes |
| has_contributing | yes |
| has_issue_template | no |
| has_code_of_conduct | no |
| has_pull_request_template | yes |
| 68.6/80 | Monthly downloads — 140,326 downloads/month across pypi |
| 0/20 | Registry dependents — not reported by this ecosystem |
| packages | rsconnect_python |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 140,326 |
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
| 36/54 | Bus factor — 3 contributor(s) cover half of all commits |
| 14.2/22.5 | Commit distribution — top contributor authored 37% of commits |
| 13.5/13.5 | Contributor breadth — 36 contributors |
| 10/10 | OpenSSF Scorecard: Contributors — project has 28 contributing companies or organizations |
| bus_factor | 3 |
| contributors_sampled | 36 |
| top_contributor_share | 0.371 |
| 32.7/46.8 | Issue resolution — 70% of issues closed |
| 35.1/38.3 | PR acceptance — 506/552 decided PRs merged |
| 15/15 | OpenSSF Scorecard: Code-Review — all changesets reviewed |
| merged_prs | 506 |
| open_issues | 79 |
| closed_issues | 184 |
| issue_closed_ratio | 0.7 |
| closed_unmerged_prs | 46 |
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 21.5/25 | Owner reach — 991 followers of posit-dev |
| 21.2/25 | Track record — 200 public repos, account ~4 yr old |
| followers | 991 |
| owner_type | Organization |
| is_verified | — |
| owner_login | posit-dev |
| public_repos | 200 |
| account_age_days | 1,496 |
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 35/35 | Publish recency — latest publish 0 days ago |
| 20/20 | Version history — 96 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
| packages | rsconnect_python |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 0 |
Are baseline engineering and documentation practices in place?
| 24/24 | CI workflows — 3 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 — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | no |
| has_precommit_config | no |
| 30/30 | README |
| 25/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://docs.posit.co/rsconnect-python/ |
| 10/10 | Repository description |
| 10/10 | Topics — 1 topics |
| 10/10 | Wiki |
| topics | posit-connect |
| has_wiki | yes |
| homepage | https://docs.posit.co/rsconnect-python/ |
| has_readme | yes |
| has_docs_dir | yes |
| has_description | yes |
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — no data |
| 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 28 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no 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 9 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 5/5 | SAST — SAST tool detected |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — Project has not signed or included provenance with any releases. |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 0/7.5 | Vulnerabilities — 113 existing vulnerabilities detected |
| source | openssf_scorecard |
| checks_evaluated | 17 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 1 |
| scorecard_aggregate | 5.1 |
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.
| 45/45 | Agent instructions — CLAUDE.md |
| 0/15 | Machine-readable docs (llms.txt) |
| 0/40 | Legible commit history — no data |
| has_llms_txt | no |
| legible_history_share | — |
| agent_instruction_files | CLAUDE.md |
| agent_instruction_max_bytes | 7,249 |
| 18/18 | One-command bootstrap — Justfile |
| 22/22 | Automated tests |
| 0/11 | Lint / format config |
| 11/11 | Static type checking — rsconnect/py.typed |
| 10/10 | Reproducible environment — 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 |
| has_nix | no |
| has_tests | yes |
| lockfiles | package-lock.json, uv.lock |
| has_dockerfile | no |
| typed_language | no |
| bootstrap_files | Justfile |
| has_devcontainer | no |
| has_linter_config | no |
| typecheck_configs | rsconnect/py.typed |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | — |
| 27/45 | Type-checkable code — Python with type-check config (rsconnect/py.typed) |
| 51.7/55 | Manageable file sizes — 5/83 source files over 60KB |
| primary_language | Python |
| largest_source_bytes | 201,748 |
| source_files_sampled | 83 |
| oversized_source_files | 5 |
| 0/40 | API schema (OpenAPI/GraphQL/proto) |
| 0/20 | MCP server |
| 40/40 | Runnable examples — notebooks |
| example_dirs | notebooks |
| has_mcp_signal | no |
| api_schema_files | — |
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 |
| n/a | Branch-Protection | internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md |
| 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 28 contributing companies or organizations |
| 10 | Dangerous-Workflow | no 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 9 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 10 | SAST | SAST tool detected |
| 0 | Security-Policy | security policy file not detected |
| 0 | Signed-Releases | Project has not signed or included provenance with any releases. |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 0 | Vulnerabilities | 113 existing vulnerabilities detected |
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| PyPI | typing-extensions | >=4.8.0 | pyproject.toml |
| PyPI | pip | >=10.0.0 | pyproject.toml |
| PyPI | uv | >=0.9.0 | pyproject.toml |
| PyPI | semver | >=2.0.0,<4.0.0 | pyproject.toml |
| PyPI | pyjwt | >=2.4.0 | pyproject.toml |
| PyPI | click | >=8.0.0 | pyproject.toml |
| PyPI | packaging | >=20.0 | pyproject.toml |
| PyPI | toml | >=0.10 | pyproject.toml |
Full resolved dependency set from the GitHub dependency graph: 19 direct and 281 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | click | — | direct |
| PyPI | click | 8.1.8 | direct |
| PyPI | packaging | — | direct |
| PyPI | packaging | 26.2 | direct |
| PyPI | pip | — | direct |
| PyPI | pip | 25.0.1 | direct |
| PyPI | pip | 26.0.1 | direct |
| PyPI | pip | 26.1.2 | direct |
| PyPI | pyjwt | — | direct |
| PyPI | pyjwt | 2.13.0 | direct |
| PyPI | pyjwt | 2.9.0 | direct |
| PyPI | semver | — | direct |
| PyPI | semver | 3.0.4 | direct |
| PyPI | toml | 0.10.2 | direct |
| PyPI | typing-extensions | — | direct |
| PyPI | typing-extensions | 4.13.2 | direct |
| PyPI | typing-extensions | 4.15.0 | direct |
| PyPI | uv | — | direct |
| PyPI | uv | 0.11.25 | direct |
| PyPI | annotated-types | 0.7.0 | indirect |
| PyPI | appnope | 0.1.4 | indirect |
| PyPI | asn1crypto | 1.5.1 | indirect |
| PyPI | asttokens | 3.0.1 | indirect |
| PyPI | atpublic | 5.0 | indirect |
| PyPI | atpublic | 6.0.2 | indirect |
| PyPI | attrs | 25.3.0 | indirect |
| PyPI | attrs | 26.1.0 | indirect |
| PyPI | babel | 2.18.0 | indirect |
| PyPI | backcall | 0.2.0 | indirect |
| PyPI | backports-tarfile | 1.2.0 | indirect |
| PyPI | backrefs | 5.7.post1 | indirect |
| PyPI | backrefs | 6.2 | indirect |
| PyPI | backrefs | 7.0 | indirect |
| PyPI | beautifulsoup4 | 4.15.0 | indirect |
| PyPI | black | 24.3.0 | indirect |
| PyPI | bleach | 6.1.0 | indirect |
| PyPI | bleach | 6.2.0 | indirect |
| PyPI | bleach | 6.4.0 | indirect |
| PyPI | boto3 | 1.43.37 | indirect |
| PyPI | botocore | 1.43.37 | indirect |
| PyPI | certifi | 2026.6.17 | indirect |
| PyPI | cffi | 1.17.1 | indirect |
| PyPI | charset-normalizer | 3.4.7 | indirect |
| PyPI | cloudpickle | 2.2.1 | indirect |
| PyPI | cloudpickle | 3.0.0 | indirect |
| PyPI | colorama | 0.4.6 | indirect |
| PyPI | comm | 0.2.3 | indirect |
| PyPI | coverage | — | indirect |
| PyPI | coverage | 7.10.7 | indirect |
| PyPI | coverage | 7.14.3 | indirect |
| PyPI | coverage | 7.6.1 | indirect |
| PyPI | cryptography | 42.0.8 | indirect |
| PyPI | cryptography | 45.0.7 | indirect |
| PyPI | cryptography | 46.0.0 | indirect |
| PyPI | debugpy | 1.8.21 | indirect |
| PyPI | decorator | 5.3.1 | indirect |
| PyPI | defusedxml | 0.7.1 | indirect |
| PyPI | docutils | 0.20.1 | indirect |
| PyPI | docutils | 0.23 | indirect |
| PyPI | exceptiongroup | 1.3.1 | indirect |
| PyPI | executing | 2.2.1 | indirect |
| PyPI | fastjsonschema | 2.21.2 | indirect |
| PyPI | filelock | 3.16.1 | indirect |
| PyPI | filelock | 3.19.1 | indirect |
| PyPI | filelock | 3.29.4 | indirect |
| PyPI | flake8 | — | indirect |
| PyPI | flake8-pyproject | — | indirect |
| PyPI | ghp-import | 2.1.0 | indirect |
| PyPI | gitdb | 4.0.12 | indirect |
| PyPI | gitpython | 3.1.43 | indirect |
| PyPI | gitpython | 3.1.44 | indirect |
| PyPI | hjson | 3.1.0 | indirect |
| PyPI | httpretty | — | indirect |
| PyPI | httpretty | 1.1.4 | indirect |
| PyPI | id | 1.5.0 | indirect |
| PyPI | idna | 3.15 | indirect |
| PyPI | idna | 3.18 | indirect |
| PyPI | importlib-metadata | 8.5.0 | indirect |
| PyPI | importlib-metadata | 8.7.1 | indirect |
| PyPI | importlib-metadata | 9.0.0 | indirect |
| PyPI | importlib-resources | 6.4.5 | indirect |
| PyPI | iniconfig | 2.1.0 | indirect |
| PyPI | iniconfig | 2.3.0 | indirect |
| PyPI | ipykernel | — | indirect |
| PyPI | ipykernel | 6.29.5 | indirect |
| PyPI | ipykernel | 6.31.0 | indirect |
| PyPI | ipykernel | 7.3.0 | indirect |
| PyPI | ipython | 8.12.3 | indirect |
| PyPI | ipython | 8.18.1 | indirect |
| PyPI | ipython | 8.39.0 | indirect |
| PyPI | ipython | 9.15.0 | indirect |
| PyPI | ipython-pygments-lexers | 1.1.1 | indirect |
| PyPI | jaraco-classes | 3.4.0 | indirect |
| PyPI | jaraco-context | 6.1.2 | indirect |
| PyPI | jaraco-functools | 4.5.0 | indirect |
| PyPI | jedi | 0.19.2 | indirect |
| PyPI | jedi | 0.20.0 | indirect |
| PyPI | jeepney | 0.9.0 | indirect |
| PyPI | jinja2 | 3.1.4 | indirect |
| PyPI | jinja2 | 3.1.6 | indirect |
| PyPI | jmespath | 1.1.0 | indirect |
| PyPI | jsonschema | 4.23.0 | indirect |
| PyPI | jsonschema | 4.25.1 | indirect |
| PyPI | jsonschema | 4.26.0 | indirect |
| PyPI | jsonschema-specifications | 2023.12.1 | indirect |
| PyPI | jsonschema-specifications | 2025.9.1 | indirect |
| PyPI | jupyter-client | 8.6.3 | indirect |
| PyPI | jupyter-client | 8.9.1 | indirect |
| PyPI | jupyter-core | 5.8.1 | indirect |
| PyPI | jupyter-core | 5.9.1 | indirect |
| PyPI | jupyterlab-pygments | 0.3.0 | indirect |
| PyPI | keyring | — | indirect |
| PyPI | keyring | 24.3.1 | indirect |
| PyPI | keyring | 25.7.0 | indirect |
| PyPI | markdown | — | indirect |
| PyPI | markdown | 3.10.2 | indirect |
| PyPI | markdown | 3.7 | indirect |
| PyPI | markdown | 3.9 | indirect |
| PyPI | markdown-include | — | indirect |
| PyPI | markdown-it-py | 3.0.0 | indirect |
| PyPI | markdown-it-py | 4.2.0 | indirect |
| PyPI | markupsafe | 2.1.5 | indirect |
| PyPI | markupsafe | 3.0.3 | indirect |
| PyPI | matplotlib-inline | 0.1.7 | indirect |
| PyPI | matplotlib-inline | 0.2.2 | indirect |
| PyPI | mdurl | 0.1.2 | indirect |
| PyPI | mergedeep | 1.3.4 | indirect |
| PyPI | mistune | 3.3.2 | indirect |
| PyPI | mkdocs | — | indirect |
| PyPI | mkdocs | 1.6.1 | indirect |
| PyPI | mkdocs-click | — | indirect |
| PyPI | mkdocs-click | 0.8.1 | indirect |
| PyPI | mkdocs-click | 0.9.0 | indirect |
| PyPI | mkdocs-exclude | — | indirect |
| PyPI | mkdocs-get-deps | 0.2.0 | indirect |
| PyPI | mkdocs-get-deps | 0.2.2 | indirect |
| PyPI | mkdocs-macros-plugin | — | indirect |
| PyPI | mkdocs-macros-plugin | 1.5.0 | indirect |
| PyPI | mkdocs-material | — | indirect |
| PyPI | mkdocs-material | 9.7.6 | indirect |
| PyPI | mkdocs-material-extensions | 1.3.1 | indirect |
| PyPI | more-itertools | 10.5.0 | indirect |
| PyPI | more-itertools | 10.8.0 | indirect |
| PyPI | more-itertools | 11.1.0 | indirect |
| PyPI | nbclient | 0.10.1 | indirect |
| PyPI | nbclient | 0.10.2 | indirect |
| PyPI | nbclient | 0.11.0 | indirect |
| PyPI | nbconvert | — | indirect |
| PyPI | nbconvert | 7.16.6 | indirect |
| PyPI | nbconvert | 7.17.1 | indirect |
| PyPI | nbformat | 5.10.4 | indirect |
| PyPI | nest-asyncio | 1.6.0 | indirect |
| PyPI | nest-asyncio2 | 1.7.2 | indirect |
| PyPI | nh3 | 0.3.6 | indirect |
| PyPI | nodeenv | 1.10.0 | indirect |
| PyPI | numpy | — | indirect |
| PyPI | paginate | 0.5.7 | indirect |
| PyPI | pandas | — | indirect |
| PyPI | pandocfilters | 1.5.1 | indirect |
| PyPI | parso | 0.8.7 | indirect |
| PyPI | pathspec | 0.12.1 | indirect |
| PyPI | pathspec | 1.1.1 | indirect |
| PyPI | pexpect | 4.9.0 | indirect |
| PyPI | pickleshare | 0.7.5 | indirect |
| PyPI | pins | — | indirect |
| PyPI | pkgutil-resolve-name | 1.3.10 | indirect |
| PyPI | platformdirs | 4.10.0 | indirect |
| PyPI | platformdirs | 4.3.6 | indirect |
| PyPI | platformdirs | 4.4.0 | indirect |
| PyPI | pluggy | 1.5.0 | indirect |
| PyPI | pluggy | 1.6.0 | indirect |
| PyPI | prompt-toolkit | 3.0.51 | indirect |
| PyPI | protobuf | 5.29.6 | indirect |
| PyPI | psutil | 7.2.2 | indirect |
| PyPI | ptyprocess | 0.7.0 | indirect |
| PyPI | pure-eval | 0.2.3 | indirect |
| PyPI | pycparser | 2.23 | indirect |
| PyPI | pycparser | 3.0 | indirect |
| PyPI | pydantic | — | indirect |
| PyPI | pydantic | 2.11.7 | indirect |
| PyPI | pydantic | 2.8.2 | indirect |
| PyPI | pydantic-core | 2.20.1 | indirect |
| PyPI | pydantic-core | 2.33.2 | indirect |
| PyPI | pygments | — | indirect |
| PyPI | pygments | 2.19.2 | indirect |
| PyPI | pygments | 2.20.0 | indirect |
| PyPI | pymdown-extensions | — | indirect |
| PyPI | pymdown-extensions | 10.15 | indirect |
| PyPI | pymdown-extensions | 10.21.3 | indirect |
| PyPI | pymdown-extensions | 11.0 | indirect |
| PyPI | pyopenssl | 24.3.0 | indirect |
| PyPI | pyopenssl | 25.3.0 | indirect |
| PyPI | pyright | — | indirect |
| PyPI | pyright | 1.1.411 | indirect |
| PyPI | pytest | — | indirect |
| PyPI | pytest | 8.3.5 | indirect |
| PyPI | pytest | 8.4.2 | indirect |
| PyPI | pytest | 9.1.1 | indirect |
| PyPI | pytest-cov | — | indirect |
| PyPI | pytest-cov | 5.0.0 | indirect |
| PyPI | pytest-cov | 7.1.0 | indirect |
| PyPI | python-dateutil | 2.9.0.post0 | indirect |
| PyPI | pytz | 2026.2 | indirect |
| PyPI | pywin32 | 311 | indirect |
| PyPI | pywin32 | 312 | indirect |
| PyPI | pywin32-ctypes | 0.2.3 | indirect |
| PyPI | pyyaml | 6.0.1 | indirect |
| PyPI | pyyaml | 6.0.2 | indirect |
| PyPI | pyyaml-env-tag | 0.1 | indirect |
| PyPI | pyyaml-env-tag | 1.1 | indirect |
| PyPI | pyzmq | 27.1.0 | indirect |
| PyPI | readme-renderer | 43.0 | indirect |
| PyPI | readme-renderer | 44.0 | indirect |
| PyPI | readme-renderer | 45.0 | indirect |
| PyPI | referencing | 0.35.1 | indirect |
| PyPI | referencing | 0.36.2 | indirect |
| PyPI | referencing | 0.37.0 | indirect |
| PyPI | requests | 2.32.3 | indirect |
| PyPI | requests | 2.32.4 | indirect |
| PyPI | requests-toolbelt | 1.0.0 | indirect |
| PyPI | requirements-parser | 0.13.0 | indirect |
| PyPI | requirements-parser | 0.9.0 | indirect |
| PyPI | rfc3986 | 2.0.0 | indirect |
| PyPI | rich | 13.7.1 | indirect |
| PyPI | rich | 14.0.0 | indirect |
| PyPI | rpds-py | 0.20.1 | indirect |
| PyPI | rpds-py | 0.27.1 | indirect |
| PyPI | rpds-py | 0.30.0 | indirect |
| PyPI | rpds-py | 2026.6.3 | indirect |
| PyPI | rsconnect-python | 1.29.1.dev0 | indirect |
| PyPI | ruff | 0.15.20 | indirect |
| PyPI | s3transfer | 0.19.0 | indirect |
| PyPI | secretstorage | 3.3.3 | indirect |
| PyPI | secretstorage | 3.5.0 | indirect |
| PyPI | setuptools | — | indirect |
| PyPI | setuptools | 70.3.0 | indirect |
| PyPI | setuptools | 80.8.0 | indirect |
| PyPI | setuptools-scm | — | indirect |
| PyPI | shellingham | 1.5.4 | indirect |
| PyPI | shiny | — | indirect |
| PyPI | six | — | indirect |
| PyPI | six | 1.17.0 | indirect |
| PyPI | smmap | 5.0.3 | indirect |
| PyPI | snowflake-cli | 2.8.2 | indirect |
| PyPI | snowflake-cli | 3.12.0 | indirect |
| PyPI | snowflake-connector-python | 3.11.0 | indirect |
| PyPI | snowflake-connector-python | 3.17.3 | indirect |
| PyPI | snowflake-core | 0.8.0 | indirect |
| PyPI | snowflake-core | 1.7.0 | indirect |
| PyPI | snowflake-snowpark-python | 1.24.0 | indirect |
| PyPI | snowflake-snowpark-python | 1.33.0 | indirect |
| PyPI | sortedcontainers | 2.4.0 | indirect |
| PyPI | soupsieve | 2.7 | indirect |
| PyPI | soupsieve | 2.8.4 | indirect |
| PyPI | stack-data | 0.6.3 | indirect |
| PyPI | super-collections | 0.6.2 | indirect |
| PyPI | termcolor | 2.4.0 | indirect |
| PyPI | termcolor | 3.1.0 | indirect |
| PyPI | termcolor | 3.3.0 | indirect |
| PyPI | tinycss2 | 1.2.1 | indirect |
| PyPI | tinycss2 | 1.4.0 | indirect |
| PyPI | tinycss2 | 1.5.1 | indirect |
| PyPI | tomli | 2.4.1 | indirect |
| PyPI | tomlkit | 0.13.0 | indirect |
| PyPI | tomlkit | 0.13.3 | indirect |
| PyPI | tornado | 6.4.2 | indirect |
| PyPI | tornado | 6.5.7 | indirect |
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}
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{
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"points": 24,
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{
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{
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{
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},
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"key": "documentation",
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"components": [
{
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{
"key": "documentation_directory",
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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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"components": [
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{
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}
],
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},
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"full_name": "posit-dev/rsconnect-python",
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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 v1.13.0, schema v0.11.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.