Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-09-09 02:49 UTC

posit-dev / rsconnect-python

The Posit Connect command-line interface.

PythonMIT★ 37 stars⑂ 28 forkssince Nov 2019View on GitHub ↗
KindCommand-line toolLibraryhow this is determined
#posit-connect

posit-dev/rsconnect-python holds a health index of 91 out of 100, placing it in the Excellent band. It scores highest on Engineering Quality (90/100) and lowest on Security (49/100). It was last updated today. 3 contributors account for most of its recent work.

91
overall / 100
Excellent

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.

91
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 77 is calibrated to 91 on the published index scale (record calibration 2026-08-02).

Ownership

Posit, PBCOrganization · verified domain
1,027 followers226 public repossince Jun 2022

This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
PyPIrsconnect_python1.31.0135,424970 days ago

Metrics by category

Vitality

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

82Excellent · 21% of overall

Development activity

82Excellent
How it's scored
36/36Push recency — last push 0 days ago
18.7/36Commit cadence — 27/52 weeks with commits
16.8/18Commit volume — 73 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 9 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year73
human_commit_share1
days_since_last_push0
active_weeks_last_year27

Release discipline

83Excellent
How it's scored
27/27Ships releases — 91 releases published
36/36Release recency — latest release 0 days ago
19.8/27Release cadence — a release every ~62.1 days
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Inputs used
releases_count91
latest_release_tag1.31.0
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases62.1

Community & Adoption

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

66Good · 17% of overall

Popularity & adoption

44Weak
How it's scored
25.2/60Stars — 37 stars
11.9/25Forks — 28 forks
6.8/15Watchers — 18 watchers
Inputs used
forks28
stars37
watchers18
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

77Good
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (MIT)
18/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges0
has_contributingyes
has_issue_templateno
has_code_of_conductno
readme_badge_services—
has_pull_request_templateyes

Ecosystem adoption (downloads)

86Excellent
How it's scored
68.4/80Monthly downloads — 135,424 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesrsconnect_python
dependents—
ecosystemspypi
total_downloads—
monthly_downloads135,424
unverified_packages_excluded—
Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.

Sustainability & Governance

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

86Excellent · 23% of overall

Maintainer resilience (bus factor)

74Good
How it's scored
36/54Bus factor — 3 contributor(s) cover half of all commits
14.2/22.5Commit distribution — top contributor authored 37% of commits
13.5/13.5Contributor breadth — 37 contributors
10/10OpenSSF Scorecard: Contributors — project has 28 contributing companies or organizations
Inputs used
bus_factor3
contributors_sampled37
top_contributor_share0.368

Issue & PR responsiveness

81Excellent
How it's scored
28.8/42Issue resolution — 68% of issues closed
27.4/30PR acceptance — 519/568 decided PRs merged
9.8/13Newcomer PR acceptance — 6/8 first-time contributors' PRs merged in 30d
15/15OpenSSF Scorecard: Code-Review — all changesets reviewed
Inputs used
merged_prs519
open_issues87
closed_issues189
prs_merged_7d4
prs_decided_7d4
prs_merged_30d7
prs_decided_30d10
issue_closed_ratio0.685
closed_unmerged_prs49
first_time_authors_30d1
first_time_prs_merged_30d6
first_time_prs_decided_30d8

Ownership & stewardship

93Exceptional
How it's scored
30/30Ownership backing — organization-owned
20/20Verified domain
21.7/25Owner reach — 1,027 followers of posit-dev
21.5/25Track record — 226 public repos, account ~4 yr old
Inputs used
followers1,027
owner_typeOrganization
is_verifiedyes
owner_loginposit-dev
public_repos226
account_age_days1,551

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 0 days ago
20/20Version history — 97 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesrsconnect_python
ecosystemspypi
any_deprecatedno
min_days_since_publish0

Engineering Quality

Are baseline engineering and documentation practices in place?

90Excellent · 19% of overall

Engineering practices

84Excellent
How it's scored
24/24CI workflows — 3 workflow(s)
24/24Tests present
16/16Linter config — pyproject.toml ([tool.ruff])
0/9.6Pre-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_configno

Documentation

100Exceptional
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://docs.posit.co/rsconnect-python/
10/10Repository description
10/10Topics — 1 topics
10/10Wiki
Inputs used
topicsposit-connect
has_wikiyes
homepagehttps://docs.posit.co/rsconnect-python/
docs_sitehttps://docs.posit.co/rsconnect-python/
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

49Weak · 16% of overall

Security posture

51Moderate
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — no data
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 28 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
7.5/7.5Maintained — 30 commit(s) and 9 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
5/5SAST — SAST tool detected
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 150 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate5.1
Excluded from scoring (no data or not applicable): Branch-Protection. Remaining weights renormalized.

Dependency advisories

40Weak
How it's scored
7.3/35Direct dependencies free of known advisories — 5 affected: click 8.1.8 (high 7.2), pip 25.0.1 (high 8.0), pip 26.0.1 (high 8.0), +2 more
0/25Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope
22.6/40No advisories left outstanding — 4 advisory-carrying package(s) unaddressed past 90 days; oldest published 404 days ago
Inputs used
sourceosv
advisories277
affected_packages40
assessed_packages260
unassessed_packages40
affected_by_severitycritical 9, high 18, moderate 12, low 1
direct_affected_packages5
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 260 resolved dependencies against OSV. 40 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.

AI Readiness

How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight (4%): agent tooling is a real maintenance signal, but a repository with none can still reach 100/100.

90Excellent · 4% of overall

Agent context & guidance

100Exceptional
How it's scored
45/45Agent instructions — CLAUDE.md
15/15Machine-readable docs (llms.txt) — llms.txt served by the project website (https://docs.posit.co/llms.txt)
40/40Legible commit history — 97 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtyes
llms_txt_urlhttps://docs.posit.co/llms.txt
legible_history_share0.97
agent_instruction_filesCLAUDE.md
agent_instruction_max_bytes7,249

Verify loop (build / test / typecheck)

82Excellent
How it's scored
18/18One-command bootstrap — Justfile
22/22Automated tests
11/11Lint / format config — pyproject.toml ([tool.ruff])
11/11Static type checking — rsconnect/py.typed
10/10Reproducible environment — lockfile
10/10Demonstrated agent practice — 11 of the last 100 commits agent-authored or agent-credited
0/8Automated maintenance — no automated dependency updates observed
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfilespackage-lock.json, uv.lock
has_dockerfileno
typed_languageno
bootstrap_filesJustfile
has_devcontainerno
has_linter_configyes
typecheck_configsrsconnect/py.typed
agent_commit_share0.11
toolchain_manifests—
dependency_bot_commit_share0

Code legibility for models

78Good
How it's scored
27/45Type-checkable code — Python with type-check config (rsconnect/py.typed)
51.3/55Manageable file sizes — 6/90 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes221,541
source_files_sampled90
oversized_source_files6

Machine-readable interfaces

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

Key facts

37GitHub stars
37contributors
73commits, last 12 months
0days since last push
91releases
3bus factor
87open issues
PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • deps.dev does not index pypi:rsconnect_python@1.31.0; advisories assessed against the repository dependency graph instead

More detail

Star and fork history 0 ★ / 28 ⇿
0Stars
28Forks
88Releases

When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.

0510152025302712020-032023-032026-03
Major 0Minor 23Patch 15

Each point covers 6 days.

OpenSSF Scorecard 5.1 / 10
5.1aggregate

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 · 2026-09-09 02:47 UTC

10Binary-Artifactsno binaries found in the repo
n/aBranch-Protectioninternal 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
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 28 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 9 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
10SASTSAST tool detected
0Security-Policysecurity policy file not detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities150 existing vulnerabilities detected
Direct dependencies 8
RegistryPackageVersion constraintManifest
PyPItyping-extensions>=4.8.0pyproject.toml
PyPIpip>=10.0.0pyproject.toml
PyPIuv>=0.9.0pyproject.toml
PyPIsemver>=2.0.0,<4.0.0pyproject.toml
PyPIpyjwt>=2.4.0pyproject.toml
PyPIclick>=8.0.0pyproject.toml
PyPIpackaging>=20.0pyproject.toml
PyPItoml>=0.10pyproject.toml
All dependencies 300

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.

RegistryPackageVersionRelation
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PyPItinycss21.4.0indirect
PyPItinycss21.5.1indirect
PyPItomli2.4.1indirect
PyPItomlkit0.13.0indirect
PyPItomlkit0.13.3indirect
PyPItornado6.4.2indirect
PyPItornado6.5.7indirect
PyPItraitlets5.14.3indirect
PyPItraitlets5.15.1indirect
PyPItwine—indirect
PyPItwine6.1.0indirect
PyPItwine6.2.0indirect
PyPItyper0.12.3indirect
PyPItyper0.17.3indirect
PyPItypes-click7.1.8indirect
PyPItypes-flask—indirect
PyPItypes-flask1.1.6indirect
PyPItypes-jinja22.11.9indirect
PyPItypes-markupsafe1.1.10indirect
PyPItypes-setuptools75.8.0.20250110indirect
PyPItypes-setuptools81.0.0.20260209indirect
PyPItypes-six—indirect
PyPItypes-werkzeug1.0.9indirect
PyPItyping-inspection0.4.2indirect
PyPItzdata2026.2indirect
PyPItzlocal5.4.4indirect
PyPIurllib31.26.20indirect
PyPIurllib32.5.0indirect
PyPIvetiver—indirect
PyPIwatchdog4.0.2indirect
PyPIwatchdog6.0.0indirect
PyPIwcwidth0.8.2indirect
PyPIwebencodings0.5.1indirect
PyPIwebsockets—indirect
PyPIwheel—indirect
PyPIwheel0.45.1indirect
PyPIwheel0.47.0indirect
PyPIzipp3.20.2indirect
PyPIzipp3.23.1indirect
PyPIzipp4.1.0indirect
Dependency advisories 40

This repository publishes no package the index resolves, so its own dependency graph was assessed — 260 packages, which also include development and test pins that never ship: 40 carry known advisories, of which 5 are direct. 40 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.

PackageVersionRelationSeverityAdvisoriesFixed in
black24.3.0indirectcritical326.3.1
cryptography45.0.7indirectcritical1350.0.0
cryptography46.0.0indirectcritical1350.0.0
gitpython3.1.43indirectcritical373.1.59
gitpython3.1.44indirectcritical373.1.59
pyopenssl24.3.0indirectcritical426.0.0
pyopenssl25.3.0indirectcritical426.0.0
snowflake-connector-python3.11.0indirectcritical94.7.1
snowflake-connector-python3.17.3indirectcritical14.7.1
click8.1.8directhigh18.3.3
pip25.0.1directhigh1226.2.0
pip26.0.1directhigh826.2.0
pyjwt2.9.0directhigh132.13.0
cryptography42.0.8indirecthigh1149.0.0
jinja23.1.4indirecthigh63.1.6
markdown3.7indirecthigh23.8.1
mistune3.3.2indirecthigh13.3.3
pymdown-extensions10.15indirecthigh811.0.1
pymdown-extensions10.21.3indirecthigh411.0.1
pymdown-extensions11.0indirecthigh211.0.1
setuptools70.3.0indirecthigh483.0.0
soupsieve2.7indirecthigh42.8.4
tornado6.4.2indirecthigh226.5.8
tornado6.5.7indirecthigh36.5.8
urllib31.26.20indirecthigh102.7.0
urllib32.5.0indirecthigh82.7.0
wheel0.45.1indirecthigh20.46.2
pip26.1.2directmoderate226.2.0
bleach6.1.0indirectmoderate26.4.0
bleach6.2.0indirectmoderate26.4.0
filelock3.16.1indirectmoderate43.20.3
filelock3.19.1indirectmoderate43.20.3
mkdocs-material9.7.6indirectmoderate19.7.7
nbconvert7.16.6indirectmoderate67.17.1
pytest8.3.5indirectmoderate29.0.3
pytest8.4.2indirectmoderate29.0.3
requests2.32.3indirectmoderate42.33.0
requests2.32.4indirectmoderate22.33.0
setuptools80.8.0indirectmoderate283.0.0
pygments2.19.2indirectlow22.20.0

An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.

Raw JSON report machine-readable

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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 v0.34.0 — full methodology · metrics wiki.

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