Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-09-15 04:39 UTC

prbe-ai / research-os-agent

Distribution mirror for Probe Research clients — plugin marketplace (Claude Code + Codex), version manifest, changelog. Source of truth lives in Probe's monorepo. CLI on PyPI: probe-research

Python · TypeScriptApache-2.0★ 0 stars⑂ 0 forkssince Jul 2026View on GitHub ↗

prbe-ai/research-os-agent holds a health index of 48 out of 100, placing it in the Weak band. It scores highest on Vitality (77/100) and lowest on Community & Adoption (24/100). It was last updated 1 day ago. A single contributor accounts for most of its recent work.

48
overall / 100
Weak

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.

48
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 49 is calibrated to 48 on the published index scale (record calibration 2026-08-02).

Ownership

ProbeOrganization
3 followers8 public repossince Feb 2026

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

Metrics by category

Vitality

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

77Good · 21% of overall
How it's scored
36/36Push recency — last push 1 days ago
6.9/36Commit cadence — 10/52 weeks with commits
18/18Commit volume — 744 commits in the last year
0/10OpenSSF Scorecard: Maintained — project was created within the last 90 days. Please review its contents carefully
Inputs used
commits_last_year744
human_commit_share0
days_since_last_push1
active_weeks_last_year10

Release discipline

100Exceptional
How it's scored
27/27Ships releases — 100 releases published
36/36Release recency — latest release 1 days ago
27/27Release cadence — a release every ~0.2 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count100
latest_release_tagcli-v0.164.0
releases_from_tagsno
days_since_latest_release1
mean_days_between_releases0.2
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?

24At Risk · 17% of overall
How it's scored
0/60Stars — 0 stars
0/25Forks — 0 forks
0/15Watchers — 0 watchers
Inputs used
forks0
stars0
watchers0
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (Apache-2.0)
0/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges0
has_contributingno
has_issue_templateno
has_code_of_conductno
readme_badge_services—
has_pull_request_templateno

Sustainability & Governance

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

45Weak · 23% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
7.8/22.5Commit distribution — top contributor authored 65% of commits
4.1/13.5Contributor breadth — 3 contributors
10/10OpenSSF Scorecard: Contributors — project has 7 contributing companies or organizations
Inputs used
bus_factor1
contributors_sampled3
top_contributor_share0.653
How it's scored
0/42Issue resolution — no issues or no data
29.3/30PR acceptance — 225/230 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
0/15OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0
Inputs used
merged_prs225
open_issues0
closed_issues0
prs_merged_7d0
prs_decided_7d0
prs_merged_30d0
prs_decided_30d0
issue_closed_ratio—
closed_unmerged_prs5
first_time_authors_30d0
first_time_prs_merged_30d0
first_time_prs_decided_30d0
Excluded from scoring (no data or not applicable): Issue resolution, Newcomer PR acceptance. Remaining weights renormalized.
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
4.3/25Owner reach — 3 followers of prbe-ai
8/25Track record — 8 public repos, account ~0 yr old
Inputs used
followers3
owner_typeOrganization
is_verifiedno
owner_loginprbe-ai
public_repos8
account_age_days201

Engineering Quality

Are baseline engineering and documentation practices in place?

50Moderate · 19% of overall
How it's scored
0/24CI workflows
24/24Tests present
16/16Linter config — plugins/probe-research-tap/pyproject.toml ([tool.ruff])
0/9.6Pre-commit hooks
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — no data
Inputs used
has_cino
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configno
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.

Documentation

50Moderate
How it's scored
30/30README
0/25Documentation directory
0/15Documentation / homepage site
10/10Repository description
0/10Topics
10/10Wiki
Inputs used
topics—
has_wikiyes
homepage—
docs_site—
has_readmeyes
has_docs_dirno
has_descriptionyes

Security

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

43Weak · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
2.2/7.5Branch-Protection — branch protection is not maximal on development and all release branches
0/2.5CI-Tests — no data
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/30 approved changesets -- score normalized to 0
2.5/2.5Contributors — project has 7 contributing companies or organizations
0/10Dangerous-Workflow — no data
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
0/7.5Maintained — project was created within the last 90 days. Please review its contents carefully
0/5Packaging — no data
0/5Pinned-Dependencies — no data
0/5SAST — no SAST tool detected
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — no data
0/7.5Token-Permissions — no data
5.2/7.5Vulnerabilities — 3 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated12
scorecard_versionv5.5.0
checks_inconclusive6
scorecard_aggregate3
Excluded from scoring (no data or not applicable): CI-Tests, Dangerous-Workflow, Packaging, Pinned-Dependencies, Signed-Releases, Token-Permissions. Remaining weights renormalized.

Dependency advisories

100Exceptional
How it's scored
35/35Direct dependencies free of known advisories — no direct dependency carries a known advisory
0/25Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope
0/40No advisories left outstanding — no advisory carries a publication date
Inputs used
sourceosv
advisories6
affected_packages4
assessed_packages429
unassessed_packages4
affected_by_severitymoderate 4
direct_affected_packages0
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 429 resolved dependencies against OSV. 4 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.

41Weak · 4% of overall
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
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_files—
agent_instruction_max_bytes—
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.
How it's scored
0/18One-command bootstrap
22/22Automated tests
11/11Lint / format config — plugins/probe-research-tap/pyproject.toml ([tool.ruff])
11/11Static type checking — plugins/probe-research-pi/tsconfig.json
10/10Reproducible environment — lockfile
0/10Demonstrated agent practice — no agent-authored commits among the last 100
0/8Automated maintenance — no automated dependency updates observed
0/10OpenSSF Scorecard: Pinned-Dependencies — no data
Inputs used
has_nixno
has_testsyes
lockfilespackage-lock.json
has_dockerfileno
typed_languageno
bootstrap_files—
has_devcontainerno
has_linter_configyes
typecheck_configsplugins/probe-research-pi/tsconfig.json
agent_commit_share0
toolchain_manifests—
dependency_bot_commit_share0
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Pinned-Dependencies. Remaining weights renormalized.
How it's scored
27/45Type-checkable code — Python with type-check config (plugins/probe-research-pi/tsconfig.json)
54.4/55Manageable file sizes — 1/94 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes62,135
source_files_sampled94
oversized_source_files1
How it's scored
0/40API schema (OpenAPI/GraphQL/proto) — not applicable to this kind of software
20/20MCP server
0/40Runnable examples
Inputs used
example_dirs—
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

0GitHub stars
3contributors
744commits, last 12 months
1days since last push
100releases
1bus factor
0open issues
npmpackage ecosystems

Data collection warnings

  • Could not fetch pypi package 'probe-research-tap' from its registry

More detail

OpenSSF Scorecard 3.0 / 10
3.0aggregate

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 · 2026-09-15 04:39 UTC

10Binary-Artifactsno binaries found in the repo
3Branch-Protectionbranch protection is not maximal on development and all release branches
n/aCI-Testsno pull request found
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/30 approved changesets -- score normalized to 0
10Contributorsproject has 7 contributing companies or organizations
n/aDangerous-Workflowno workflows found
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
0Maintainedproject was created within the last 90 days. Please review its contents carefully
n/aPackagingpackaging workflow not detected
n/aPinned-Dependenciesno dependencies found
0SASTno SAST tool detected
0Security-Policysecurity policy file not detected
n/aSigned-Releasesno releases found
n/aToken-PermissionsNo tokens found
7Vulnerabilities3 existing vulnerabilities detected
Direct dependencies 4
RegistryPackageVersion constraintManifest
npm@modelcontextprotocol/sdk^1.30.0package.json
npmtypebox1.3.7package.json
npm@modelcontextprotocol/sdk^1.30.0plugins/probe-research-pi/package.json
npmtypebox1.3.7plugins/probe-research-pi/package.json
All dependencies 433

Full resolved dependency set from the GitHub dependency graph: 3 direct and 430 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

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npmpathe2.0.3indirect
npmpathval2.0.1indirect
npmpicocolors1.1.1indirect
npmpicomatch4.0.7indirect
npmpkce-challenge5.0.1indirect
npmpostcss8.5.26indirect
npmproper-lockfile4.1.2indirect
npmprotobufjs7.6.5indirect
npmproxy-addr2.0.7indirect
npmqs6.15.3indirect
npmrange-parser1.3.0indirect
npmraw-body3.0.2indirect
npmrequire-from-string2.0.2indirect
npmretry0.12.0indirect
npmretry0.13.1indirect
npmrollup4.63.0indirect
npmrouter2.2.0indirect
npmsafe-buffer5.2.1indirect
npmsafer-buffer2.1.2indirect
npmsemver7.8.0indirect
npmsend1.2.1indirect
npmserve-static2.2.1indirect
npmsetprototypeof1.2.0indirect
npmshebang-command2.0.0indirect
npmshebang-regex3.0.0indirect
npmside-channel1.1.1indirect
npmside-channel-list1.0.1indirect
npmside-channel-map1.0.1indirect
npmside-channel-weakmap1.0.2indirect
npmsiginfo2.0.0indirect
npmsignal-exit3.0.7indirect
npmsource-map-js1.2.1indirect
npmstackback0.0.2indirect
npmstatuses2.0.2indirect
npmstd-env3.10.0indirect
npmstrip-literal3.1.0indirect
npmstrnum2.3.0indirect
npmtinybench2.9.0indirect
npmtinyexec0.3.2indirect
npmtinyglobby0.2.17indirect
npmtinypool1.1.1indirect
npmtinyrainbow2.0.0indirect
npmtinyspy4.0.4indirect
npmtoidentifier1.0.1indirect
npmts-algebra2.0.0indirect
npmtslib2.8.1indirect
npmtype-is2.1.0indirect
npmtypescript5.9.3indirect
npmundici8.9.0indirect
npmundici-types6.21.0indirect
npmunpipe1.0.0indirect
npmvary1.1.2indirect
npmvite7.3.6indirect
npmvite-node3.2.4indirect
npmvitest3.2.7indirect
npmweb-streams-polyfill3.3.3indirect
npmwhich2.0.2indirect
npmwhy-is-node-running2.3.0indirect
npmwrappy1.0.2indirect
npmws8.21.0indirect
npmxml-naming0.1.0indirect
npmyaml2.9.0indirect
npmzod4.4.3indirect
npmzod-to-json-schema3.25.2indirect
PyPIaiohappyeyeballs2.7.1indirect
PyPIaiohttp3.14.3indirect
PyPIaiosignal1.4.0indirect
PyPIannotated-doc0.0.4indirect
PyPIannotated-types0.7.0indirect
PyPIanyio4.14.2indirect
PyPIargcomplete3.7.0indirect
PyPIattrs26.1.0indirect
PyPIblack26.5.1indirect
PyPIcertifi2026.6.17indirect
PyPIcffi2.1.0indirect
PyPIcharset-normalizer3.4.9indirect
PyPIclick8.4.2indirect
PyPIcolorama0.4.6indirect
PyPIcryptography49.0.0indirect
PyPIdatamodel-code-generator0.68.1indirect
PyPIdeprecation2.1.0indirect
PyPIdirhash0.5.0indirect
PyPIdistro1.9.0indirect
PyPIfastapi0.141.1indirect
PyPIfastuuid0.14.0indirect
PyPIfilelock3.32.2indirect
PyPIfrozenlist1.8.0indirect
PyPIfsspec2026.7.0indirect
PyPIgenson1.4.0indirect
PyPIh110.16.0indirect
PyPIh24.4.1indirect
PyPIharbor0.21.0indirect
PyPIhf-xet1.6.0indirect
PyPIhpack4.2.0indirect
PyPIhttpcore1.0.9indirect
PyPIhttpx0.28.1indirect
PyPIhttpx-sse0.4.3indirect
PyPIhuggingface-hub1.27.0indirect
PyPIhyperframe6.1.0indirect
PyPIidna3.18indirect
PyPIimportlib-metadata8.9.0indirect
PyPIinflect7.5.0indirect
PyPIiniconfig2.3.0indirect
PyPIisort8.0.1indirect
PyPIjinja23.1.6indirect
PyPIjiter0.16.0indirect
PyPIjsonschema4.26.0indirect
PyPIjsonschema-specifications2025.9.1indirect
PyPIlitellm1.96.0indirect
PyPImarkdown-it-py4.2.0indirect
PyPImarkupsafe3.0.3indirect
PyPImcp1.28.1indirect
PyPImdurl0.1.2indirect
PyPImore-itertools11.1.0indirect
PyPImultidict6.7.1indirect
PyPImypy-extensions1.1.0indirect
PyPInvidia-ml-py13.610.43indirect
PyPIopenai2.53.0indirect
PyPIpackaging26.2indirect
PyPIpathspec1.1.1indirect
PyPIplatformdirs4.10.0indirect
PyPIpluggy1.6.0indirect
PyPIpostgrest2.31.0indirect
PyPIprobe-research0.72.0indirect
PyPIprompt-toolkit3.0.53indirect
PyPIpropcache0.5.2indirect
PyPIpsutil7.2.2indirect
PyPIpycparser3.0indirect
PyPIpydantic2.13.4indirect
PyPIpydantic-core2.46.4indirect
PyPIpydantic-settings2.14.2indirect
PyPIpygments2.20.0indirect
PyPIpyjwt2.13.0indirect
PyPIpytest—indirect
PyPIpytest9.1.1indirect
PyPIpython-dotenv1.2.2indirect
PyPIpython-multipart0.0.32indirect
PyPIpytokens0.4.1indirect
PyPIpywin32312indirect
PyPIpyyaml6.0.3indirect
PyPIquestionary2.1.1indirect
PyPIrealtime2.31.0indirect
PyPIreferencing0.37.0indirect
PyPIregex2026.7.19indirect
PyPIrequests2.34.2indirect
PyPIrich15.0.0indirect
PyPIrpds-py2026.6.3indirect
PyPIruff—indirect
PyPIscantree0.0.4indirect
PyPIsetuptools—indirect
PyPIshellingham1.5.4indirect
PyPIshortuuid1.0.13indirect
PyPIsniffio1.3.1indirect
PyPIsse-starlette3.4.5indirect
PyPIstarlette1.3.1indirect
PyPIstorage32.31.0indirect
PyPIstrenum0.4.15indirect
PyPIsupabase2.31.0indirect
PyPIsupabase-auth2.31.0indirect
PyPIsupabase-functions2.31.0indirect
PyPItenacity9.1.4indirect
PyPItiktoken0.13.0indirect
PyPItokenizers0.23.1indirect
PyPItoml0.10.2indirect
PyPItqdm4.70.0indirect
PyPItypeguard4.5.2indirect
PyPItyper0.27.0indirect
PyPItyping-extensions4.16.0indirect
PyPItyping-inspection0.4.2indirect
PyPIurllib32.7.0indirect
PyPIuvicorn0.51.0indirect
PyPIwcwidth0.8.2indirect
PyPIwebsockets15.0.1indirect
PyPIyarl1.24.5indirect
PyPIzipp4.1.0indirect
Dependency advisories 4

This repository publishes no package the index resolves, so its own dependency graph was assessed — 429 packages, which also include development and test pins that never ship: 4 carry known advisories, of which 0 are direct. 4 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.

PackageVersionRelationSeverityAdvisoriesFixed in
@vitest/mocker3.2.7indirectmoderate15.0.0-rc.2
cryptography49.0.0indirectmoderate250.0.0
qs6.15.3indirectmoderate26.16.0
vitest3.2.7indirectmoderate15.0.0-rc.2

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.