Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-09-18 21:33 UTC

QWED-AI / qwed-open-responses

Verification guards for OpenAI Responses API - Verify AI agent outputs before execution

Python · TypeScriptApache-2.0★ 1 star⑂ 1 forksince Jan 2026View on GitHub ↗
KindLibraryhow this is determined
#agents#ai-safety#express#langchain#llamaindex#llm#middleware#openai#pii-detection#prompt-injection#python#qwed#qwed-ai#structured-outputs#tool-calling#typescript#verification

QWED-AI/qwed-open-responses holds a health index of 77 out of 100, placing it in the Good band. It scores highest on Vitality (84/100) and lowest on Community & Adoption (37/100). It was last updated 5 days ago. A single contributor accounts for most of its recent work.

77
overall / 100
Good

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.

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

Ownership

QWEDOrganization · verified domain
8 followers14 public repossince Dec 2025

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPIqwed-open-responses0.5.0160610 days agoaiverificationopenairesponses-apiagentstool-callingstructured-outputsllmsafety
npmqwed-open-responses0.5.079510 days agoaiverificationopenairesponses-apiagentstool-callingstructured-outputsllmsafetyexpressmiddlewareqwed

Metrics by category

Vitality

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

84Excellent · 21% of overall

Development activity

73Good
How it's scored
36/36Push recency — last push 5 days ago
9/36Commit cadence — 13/52 weeks with commits
18/18Commit volume — 157 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 16 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year157
human_commit_share0.98
days_since_last_push5
active_weeks_last_year13

Release discipline

100Exceptional
How it's scored
27/27Ships releases — 7 releases published
36/36Release recency — latest release 10 days ago
27/27Release cadence — a release every ~39.2 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count7
latest_release_tagv0.5.0
releases_from_tagsno
days_since_latest_release10
mean_days_between_releases39.2
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?

37Weak · 17% of overall

Popularity & adoption

1Critical
How it's scored
0/60Stars — 1 stars
0/25Forks — 1 forks
0/15Watchers — 1 watchers
Inputs used
forks1
stars1
watchers1
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 (Apache-2.0)
18/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges7
has_contributingyes
has_issue_templateno
has_code_of_conductno
readme_badge_servicesgithub.com, shields.io, snyk.io
has_pull_request_templateyes

Ecosystem adoption (downloads)

40Weak
How it's scored
31.7/80Monthly downloads — 239 downloads/month across npm, pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesqwed-open-responses, qwed-open-responses
dependents—
ecosystemsnpm, pypi
total_downloads—
monthly_downloads239
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?

58Moderate · 23% of overall

Maintainer resilience (bus factor)

16Critical
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
0/22.5Commit distribution — top contributor authored 100% of commits
1.4/13.5Contributor breadth — 1 contributors
6/10OpenSSF Scorecard: Contributors — project has 2 contributing companies or organizations -- score normalized to 6
Inputs used
bus_factor1
contributors_sampled1
top_contributor_share1

Issue & PR responsiveness

64Moderate
How it's scored
25.6/42Issue resolution — 61% of issues closed
30/30PR acceptance — 22/22 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
0/15OpenSSF Scorecard: Code-Review — Found 0/8 approved changesets -- score normalized to 0
Inputs used
merged_prs22
open_issues9
closed_issues14
prs_merged_7d0
prs_decided_7d0
prs_merged_30d5
prs_decided_30d5
issue_closed_ratio0.609
closed_unmerged_prs0
first_time_authors_30d0
first_time_prs_merged_30d0
first_time_prs_decided_30d0
Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.

Ownership & stewardship

67Good
How it's scored
30/30Ownership backing — organization-owned
20/20Verified domain
6.9/25Owner reach — 8 followers of QWED-AI
10.1/25Track record — 14 public repos, account ~0 yr old
Inputs used
followers8
owner_typeOrganization
is_verifiedyes
owner_loginQWED-AI
public_repos14
account_age_days274

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 2 package(s) on npm, pypi
35/35Publish recency — latest publish 10 days ago
20/20Version history — 6 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesqwed-open-responses, qwed-open-responses
ecosystemsnpm, pypi
any_deprecatedno
min_days_since_publish10

Engineering Quality

Are baseline engineering and documentation practices in place?

76Good · 19% of overall

Engineering practices

84Excellent
How it's scored
24/24CI workflows — 5 workflow(s)
24/24Tests present
16/16Linter config — pyproject.toml ([tool.black])
0/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 7 out of 7 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

65Good
How it's scored
30/30README
0/25Documentation directory
15/15Documentation / homepage site — https://docs.qwedai.com/open-responses/overview
10/10Repository description
10/10Topics — 17 topics
0/10Wiki
Inputs used
topicsagents, ai-safety, express, langchain, llamaindex, llm, middleware, openai, pii-detection, prompt-injection, python, qwed, qwed-ai, structured-outputs, tool-calling, typescript, verification
has_wikino
homepagehttps://docs.qwedai.com/open-responses/overview
docs_sitehttps://docs.qwedai.com/open-responses/overview
has_readmeyes
has_docs_dirno
has_descriptionyes

Security

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

71Good · 16% of overall

Security posture

64Moderate
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
2.5/2.5CI-Tests — 7 out of 7 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
0/7.5Code-Review — Found 0/8 approved changesets -- score normalized to 0
1.5/2.5Contributors — project has 2 contributing companies or organizations -- score normalized to 6
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 16 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
1.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 3
5/5SAST — SAST tool is run on all commits
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — no data
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
6.8/7.5Vulnerabilities — 1 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate6.4
Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.

Dependency advisories

100Exceptional
How it's scored
35/35Direct dependencies free of known advisories — no direct dependency carries a known advisory
25/25Indirect dependencies free of known advisories — no indirect dependency carries a known advisory
0/40No advisories left outstanding — no advisory carries a publication date
Inputs used
sourceosv
advisories0
affected_packages0
assessed_packages10
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:qwed-open-responses@0.5.0 runtime dependency closure — what installing the published package pulls in — 10 packages. 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.

62Moderate · 4% of overall

Agent context & guidance

49Weak
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
15/15Machine-readable docs (llms.txt) — llms.txt served by the project website (https://docs.qwedai.com/llms.txt)
33.7/40Legible commit history — 62 of 98 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtyes
llms_txt_urlhttps://docs.qwedai.com/llms.txt
legible_history_share0.633
agent_instruction_files—
agent_instruction_max_bytes—

Verify loop (build / test / typecheck)

65Good
How it's scored
0/18One-command bootstrap
22/22Automated tests
11/11Lint / format config — pyproject.toml ([tool.black])
11/11Static type checking — npm/tsconfig.json
10/10Reproducible environment — lockfile
0/10Demonstrated agent practice — no agent-authored commits among the last 100
8/8Automated maintenance — 2 of the last 100 commits are automated dependency updates
3/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 3
Inputs used
has_nixno
has_testsyes
lockfilespackage-lock.json
has_dockerfileno
typed_languageno
bootstrap_files—
has_devcontainerno
has_linter_configyes
typecheck_configsnpm/tsconfig.json
agent_commit_share0
toolchain_manifests—
dependency_bot_commit_share0.02

Code legibility for models

82Excellent
How it's scored
27/45Type-checkable code — Python with type-check config (npm/tsconfig.json)
55/55Manageable file sizes — 0/30 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes53,818
source_files_sampled30
oversized_source_files0

Key facts

1GitHub stars
1contributors
157commits, last 12 months
5days since last push
7releases
1bus factor
9open issues
npm, PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token

More detail

OpenSSF Scorecard 6.4 / 10
6.4aggregate

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 · 2026-09-18 21:33 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
10CI-Tests7 out of 7 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/8 approved changesets -- score normalized to 0
6Contributorsproject has 2 contributing companies or organizations -- score normalized to 6
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 16 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
3Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 3
10SASTSAST tool is run on all commits
10Security-Policysecurity policy file detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
9Vulnerabilities1 existing vulnerabilities detected
Direct dependencies 4
RegistryPackageVersion constraintManifest
npmajv^8.18.0npm/package.json
npmajv-formats^3.0.1npm/package.json
PyPIpydantic>=2.0pyproject.toml
PyPIjsonschema>=4.17.0pyproject.toml
All dependencies 334

Full resolved dependency set from the GitHub dependency graph: 4 direct and 330 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
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npmjson-schema-traverse1.0.0indirect
npmjson52.2.3indirect
npmleven3.1.0indirect
npmlines-and-columns1.2.4indirect
npmlocate-path5.0.0indirect
npmlru-cache10.4.3indirect
npmlru-cache5.1.1indirect
npmmake-dir4.0.0indirect
npmmakeerror1.0.12indirect
npmmerge-stream2.0.0indirect
npmmimic-fn2.1.0indirect
npmminimatch3.1.5indirect
npmminimatch9.0.9indirect
npmminipass7.1.3indirect
npmms2.1.3indirect
npmnapi-postinstall0.3.4indirect
npmnatural-compare1.4.0indirect
npmnode-int640.4.0indirect
npmnode-releases2.0.51indirect
npmnormalize-path3.0.0indirect
npmnpm-run-path4.0.1indirect
npmonce1.4.0indirect
npmonetime5.1.2indirect
npmp-limit2.3.0indirect
npmp-limit3.1.0indirect
npmp-locate4.1.0indirect
npmp-try2.2.0indirect
npmpackage-json-from-dist1.0.1indirect
npmparse-json5.2.0indirect
npmpath-exists4.0.0indirect
npmpath-is-absolute1.0.1indirect
npmpath-key3.1.1indirect
npmpath-scurry1.11.1indirect
npmpicocolors1.1.1indirect
npmpicomatch2.3.2indirect
npmpicomatch4.0.5indirect
npmpirates4.0.7indirect
npmpkg-dir4.2.0indirect
npmpretty-format30.4.1indirect
npmpure-rand7.0.1indirect
npmreact-is18.3.1indirect
npmreact-is19.2.8indirect
npmrequire-directory2.1.1indirect
npmrequire-from-string2.0.2indirect
npmresolve-cwd3.0.0indirect
npmresolve-from5.0.0indirect
npmsemver6.3.1indirect
npmsemver7.8.5indirect
npmshebang-command2.0.0indirect
npmshebang-regex3.0.0indirect
npmsignal-exit3.0.7indirect
npmsignal-exit4.1.0indirect
npmslash3.0.0indirect
npmsource-map0.6.1indirect
npmsource-map-support0.5.13indirect
npmsprintf-js1.0.3indirect
npmstack-utils2.0.6indirect
npmstring-length4.0.2indirect
npmstring-width4.2.3indirect
npmstring-width5.1.2indirect
npmstrip-ansi6.0.1indirect
npmstrip-ansi7.2.0indirect
npmstrip-bom4.0.0indirect
npmstrip-final-newline2.0.0indirect
npmstrip-json-comments3.1.1indirect
npmsupports-color7.2.0indirect
npmsupports-color8.1.1indirect
npmsynckit0.11.13indirect
npmtest-exclude6.0.0indirect
npmtmpl1.0.5indirect
npmtslib2.8.1indirect
npmtype-detect4.0.8indirect
npmtype-fest0.21.3indirect
npmtypescript5.9.3indirect
npmundici-types6.21.0indirect
npmunrs-resolver1.12.2indirect
npmupdate-browserslist-db1.2.3indirect
npmv8-to-istanbul9.3.0indirect
npmwalker1.0.8indirect
npmwhich2.0.2indirect
npmwrap-ansi7.0.0indirect
npmwrap-ansi8.1.0indirect
npmwrappy1.0.2indirect
npmwrite-file-atomic5.0.1indirect
npmy18n5.0.8indirect
npmyallist3.1.1indirect
npmyargs17.7.3indirect
npmyargs-parser21.1.1indirect
npmyocto-queue0.1.0indirect
PyPIblack—indirect
PyPIlangchain—indirect
PyPIlangchain-core—indirect
PyPIllama-index—indirect
PyPImypy—indirect
PyPIopenai—indirect
PyPIpytest—indirect
PyPIpytest-asyncio—indirect
PyPIqwed-finance—indirect
PyPIqwed-legal—indirect
PyPIqwed-tax—indirect
PyPIsetuptools—indirect
Dependency advisories 0

Installing pypi:qwed-open-responses@0.5.0 pulls in 10 packages, direct and transitive: 0 carry known advisories, of which 0 are direct dependencies.

No known advisories affect the assessed dependencies.

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.

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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, npm.