Public record
Software health reportschema 0.16.0 · metrics 1.13.0 · 2026-07-20 23:27 UTC

shredEngineer / Archive-Agent

Find your files with natural language and ask questions.

PythonGPL-3.0★ 63 stars⑂ 9 forkssince Mar 2025View on GitHub ↗

shredEngineer/Archive-Agent holds a health index of 47 out of 100, placing it in the At risk band. It scores highest on Vitality (80/100) and lowest on Security (21/100). It was last updated 10 days ago. A single contributor accounts for most of its recent work.

47
overall / 100
At risk

Software 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.

47
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)
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.

Ownership

Dr.-Ing. Paul WilhelmPersonal account
31 followers27 public repossince May 2018

This repository is owned by a personal account. A single-owner project carries more continuity risk than an organization-backed one.

Metrics by category

Vitality

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

80Good · 22% of overall
How it's scored
28.8/36Push recency — last push 10 days ago
15.2/36Commit cadence — 22/52 weeks with commits
18/18Commit volume — 291 commits in the last year
4/10OpenSSF Scorecard: Maintained — 5 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 4
Inputs used
commits_last_year291
human_commit_share
days_since_last_push10
active_weeks_last_year22

Release discipline

100Excellent
How it's scored
27/27Ships releases — 53 releases published
36/36Release recency — latest release 10 days ago
27/27Release cadence — a release every ~16.4 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count53
latest_release_tagv22.5.0
releases_from_tagsno
days_since_latest_release10
mean_days_between_releases16.4
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?

44At risk · 18% of overall
How it's scored
29.1/60Stars — 63 stars
7.5/25Forks — 9 forks
1.7/15Watchers — 3 watchers
Inputs used
forks9
stars63
watchers3
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (GPL-3.0)
0/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
has_contributingno
has_issue_templateno
has_code_of_conductno
has_pull_request_templateno

Sustainability & Governance

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

40At risk · 24% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
0.1/22.5Commit distribution — top contributor authored 99% of commits
4.1/13.5Contributor breadth — 3 contributors
0/10OpenSSF Scorecard: Contributors — project has 0 contributing companies or organizations -- score normalized to 0
Inputs used
bus_factor1
contributors_sampled3
top_contributor_share0.994
How it's scored
33.7/46.8Issue resolution — 72% of issues closed
25.5/38.3PR acceptance — 2/3 decided PRs merged
0/15OpenSSF Scorecard: Code-Review — Found 0/28 approved changesets -- score normalized to 0
Inputs used
merged_prs2
open_issues17
closed_issues44
issue_closed_ratio0.721
closed_unmerged_prs1
How it's scored
10/30Ownership backing — personal (user) account
0/20Verified domain — not applicable to user accounts
10.8/25Owner reach — 31 followers of shredEngineer
22.5/25Track record — 27 public repos, account ~8 yr old
Inputs used
followers31
owner_typeUser
is_verified
owner_loginshredEngineer
public_repos27
account_age_days2,985
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.

Engineering Quality

Are baseline engineering and documentation practices in place?

44At risk · 20% of overall
How it's scored
0/24CI workflows
24/24Tests present
0/16Linter config
0/9.6Pre-commit hooks
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — 0 out of 1 merged PRs checked by a CI test -- score normalized to 0
Inputs used
has_cino
has_testsyes
has_editorconfigno
has_linter_configno
has_precommit_configno
How it's scored
30/30README
0/25Documentation directory
15/15Documentation / homepage site — https://wilhelm.dev
10/10Repository description
10/10Topics — 9 topics
10/10Wiki
Inputs used
topicsocr, openai, python, rag, mcp-server, ollama, lm-studio, mcp, qdrant
has_wikiyes
homepagehttps://wilhelm.dev
has_readmeyes
has_docs_dirno
has_descriptionyes

Security

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

21Critical · 16% of overall
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
0/2.5CI-Tests — 0 out of 1 merged PRs checked by a CI test -- score normalized to 0
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/28 approved changesets -- score normalized to 0
0/2.5Contributors — project has 0 contributing companies or organizations -- score normalized to 0
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
3/7.5Maintained — 5 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 4
0/5Packaging — no data
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — no data
0/7.5Token-Permissions — no data
0/7.5Vulnerabilities — 72 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated14
scorecard_versionv5.5.0
checks_inconclusive4
scorecard_aggregate1.7
Excluded from scoring (no data or not applicable): dangerous_workflow, packaging, signed_releases, token_permissions. Remaining weights renormalized.
How it's scored
6.3/35Direct dependencies free of known advisories — 5 affected: pillow 11.3.0 (critical 9.1), mcp 1.8.1 (high 7.5), diskcache 5.6.3 (moderate), +2 more
0/25Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope
22.9/40No advisories left outstanding — 5 advisory-carrying package(s) unaddressed past 90 days; oldest published 381 days ago
Inputs used
sourceosv
advisories135
affected_packages23
assessed_packages146
unassessed_packages0
affected_by_severitycritical 2, high 10, moderate 9, low 2
direct_affected_packages5
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 146 resolved dependencies against OSV. 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? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score.

49At risk · 0% of overall
How it's scored
45/45Agent instructions — CLAUDE.md
0/15Machine-readable docs (llms.txt)
0/40Legible commit history — no data
Inputs used
has_llms_txtno
legible_history_share
agent_instruction_filesCLAUDE.md
agent_instruction_max_bytes47,940
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
0/11Lint / format config
0/11Static type checking
10/10Reproducible environment — lockfile
0/10Demonstrated agent practice — no data
0/8Automated maintenance — no data
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfilesuv.lock
has_dockerfileno
typed_languageno
bootstrap_files
has_devcontainerno
has_linter_configno
typecheck_configs
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
0/45Type-checkable code — Python without a type-check config
55/55Manageable file sizes — 0/151 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes24,904
source_files_sampled151
oversized_source_files0
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
20/20MCP server
0/40Runnable examples
Inputs used
example_dirs
has_mcp_signalyes
api_schema_files

Key facts

63GitHub stars
3contributors
291commits, last 12 months
10days since last push
53releases
1bus factor
17open issues
PyPIpackage ecosystems

Data collection warnings

  • Could not fetch pypi package 'archive-agent' from its registry

More detail

OpenSSF Scorecard 1.7 / 10
1.7aggregate

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 · 2026-07-20 23:26 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
0CI-Tests0 out of 1 merged PRs checked by a CI test -- score normalized to 0
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/28 approved changesets -- score normalized to 0
0Contributorsproject has 0 contributing companies or organizations -- score normalized to 0
n/aDangerous-Workflowno workflows found
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
4Maintained5 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 4
n/aPackagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
n/aSigned-Releasesno releases found
n/aToken-PermissionsNo tokens found
0Vulnerabilities72 existing vulnerabilities detected
Direct dependencies 19
RegistryPackageVersion constraintManifest
PyPIopenai>=1.69.0,<2.0.0pyproject.toml
PyPIqdrant-client>=1.15.0,<2.0.0pyproject.toml
PyPIdiskcache>=5.6.3,<6.0.0pyproject.toml
PyPItyper>=0.15.2,<0.16.0pyproject.toml
PyPIpillow>=11.1.0,<12.0.0pyproject.toml
PyPIcharset-normalizer>=3.4.1,<4.0.0pyproject.toml
PyPIrich>=14.0.0,<15.0.0pyproject.toml
PyPIrequests>=2.32.3,<3.0.0pyproject.toml
PyPIstreamlit>=1.44.1,<2.0.0pyproject.toml
PyPIpypandoc>=1.15,<2.0pyproject.toml
PyPIspacy>=3.8.5,<4.0.0pyproject.toml
PyPIen-core-web-md@ https://github.com/explosion/spacy-models/releases/download/en_core_web_md-3.8.0/en_core_web_md-3.8.0-py3-none-any.whlpyproject.toml
PyPIpymupdf4llm>=0.0.21,<0.0.22pyproject.toml
PyPIfastapi>=0.115.12,<0.116pyproject.toml
PyPIuvicorn>=0.34.2,<0.35pyproject.toml
PyPImcp==1.8.1pyproject.toml
PyPIollama>=0.4.8,<0.5pyproject.toml
PyPIstreamlit-extras>=0.4.3,<0.5pyproject.toml
PyPIkneed>=0.8.5,<0.9.0pyproject.toml
All dependencies 146

Full resolved dependency set from the GitHub dependency graph: 19 direct and 127 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
PyPIcharset-normalizer3.4.2direct
PyPIdiskcache5.6.3direct
PyPIen-core-web-md3.8.0direct
PyPIfastapi0.115.14direct
PyPIkneed0.8.5direct
PyPImcp1.8.1direct
PyPIollama0.4.9direct
PyPIopenai1.93.1direct
PyPIpillow11.3.0direct
PyPIpymupdf4llm0.0.21direct
PyPIpypandoc1.15direct
PyPIqdrant-client1.16.2direct
PyPIrequests2.32.4direct
PyPIrich14.0.0direct
PyPIspacy3.8.7direct
PyPIstreamlit1.46.1direct
PyPIstreamlit-extras0.4.7direct
PyPItyper0.15.4direct
PyPIuvicorn0.34.3direct
PyPIaltair5.5.0indirect
PyPIaltex0.2.0indirect
PyPIannotated-types0.7.0indirect
PyPIanyio4.9.0indirect
PyPIarchive-agent22.5.0indirect
PyPIattrs25.3.0indirect
PyPIbeautifulsoup44.13.4indirect
PyPIblinker1.9.0indirect
PyPIblis1.3.0indirect
PyPIcachetools6.1.0indirect
PyPIcatalogue2.0.10indirect
PyPIcertifi2025.6.15indirect
PyPIclick8.1.8indirect
PyPIcloudpathlib0.21.1indirect
PyPIcolorama0.4.6indirect
PyPIconfection0.1.5indirect
PyPIcontourpy1.3.2indirect
PyPIcoverage7.9.2indirect
PyPIcycler0.12.1indirect
PyPIcymem2.0.11indirect
PyPIdistro1.9.0indirect
PyPIentrypoints0.4indirect
PyPIexceptiongroup1.3.0indirect
PyPIfaker37.4.0indirect
PyPIfavicon0.7.0indirect
PyPIfonttools4.58.5indirect
PyPIgitdb4.0.12indirect
PyPIgitpython3.1.44indirect
PyPIgrpcio1.73.1indirect
PyPIh110.16.0indirect
PyPIh24.2.0indirect
PyPIhpack4.1.0indirect
PyPIhtbuilder0.9.0indirect
PyPIhttpcore1.0.9indirect
PyPIhttpx0.28.1indirect
PyPIhttpx-sse0.4.1indirect
PyPIhyperframe6.1.0indirect
PyPIidna3.10indirect
PyPIiniconfig2.1.0indirect
PyPIjinja23.1.6indirect
PyPIjiter0.10.0indirect
PyPIjsonschema4.24.0indirect
PyPIjsonschema-specifications2025.4.1indirect
PyPIkiwisolver1.4.8indirect
PyPIlangcodes3.5.0indirect
PyPIlanguage-data1.3.0indirect
PyPIlxml6.0.0indirect
PyPImarisa-trie1.2.1indirect
PyPImarkdown3.8.2indirect
PyPImarkdown-it-py3.0.0indirect
PyPImarkdownlit0.0.7indirect
PyPImarkupsafe3.0.2indirect
PyPImatplotlib3.10.3indirect
PyPImdurl0.1.2indirect
PyPImurmurhash1.0.13indirect
PyPInarwhals1.46.0indirect
PyPInodeenv1.9.1indirect
PyPInumpy2.2.6indirect
PyPInumpy2.3.1indirect
PyPIpackaging25.0indirect
PyPIpandas2.3.0indirect
PyPIplotly6.2.0indirect
PyPIpluggy1.6.0indirect
PyPIportalocker2.10.1indirect
PyPIpreshed3.0.10indirect
PyPIprometheus-client0.22.1indirect
PyPIprotobuf6.31.1indirect
PyPIpyarrow20.0.0indirect
PyPIpycodestyle2.14.0indirect
PyPIpydantic2.11.7indirect
PyPIpydantic-core2.33.2indirect
PyPIpydantic-settings2.10.1indirect
PyPIpydeck0.9.1indirect
PyPIpygments2.19.2indirect
PyPIpymdown-extensions10.16indirect
PyPIpymupdf1.26.3indirect
PyPIpyparsing3.2.3indirect
PyPIpyright1.1.403indirect
PyPIpytest8.4.1indirect
PyPIpytest-cov5.0.0indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpython-dotenv1.1.1indirect
PyPIpython-multipart0.0.20indirect
PyPIpytz2025.2indirect
PyPIpywin32310indirect
PyPIpyyaml6.0.2indirect
PyPIreferencing0.36.2indirect
PyPIrpds-py0.26.0indirect
PyPIscipy1.15.3indirect
PyPIscipy1.17.0indirect
PyPIsetuptools80.9.0indirect
PyPIshellingham1.5.4indirect
PyPIsix1.17.0indirect
PyPIsmart-open7.3.0.post1indirect
PyPIsmmap5.0.2indirect
PyPIsniffio1.3.1indirect
PyPIsoupsieve2.7indirect
PyPIspacy-legacy3.0.12indirect
PyPIspacy-loggers1.0.5indirect
PyPIsrsly2.5.1indirect
PyPIsse-starlette2.4.1indirect
PyPIst-annotated-text4.0.2indirect
PyPIst-theme1.2.3indirect
PyPIstarlette0.46.2indirect
PyPIstreamlit-camera-input-live0.2.0indirect
PyPIstreamlit-card1.0.2indirect
PyPIstreamlit-embedcode0.1.2indirect
PyPIstreamlit-faker0.0.4indirect
PyPIstreamlit-image-coordinates0.1.9indirect
PyPIstreamlit-keyup0.3.0indirect
PyPIstreamlit-toggle-switch1.0.2indirect
PyPIstreamlit-vertical-slider2.5.5indirect
PyPItenacity9.1.2indirect
PyPIthinc8.3.6indirect
PyPItoml0.10.2indirect
PyPItomli2.2.1indirect
PyPItornado6.5.1indirect
PyPItqdm4.67.1indirect
PyPItyping-extensions4.14.1indirect
PyPItyping-inspection0.4.1indirect
PyPItzdata2025.2indirect
PyPIurllib32.5.0indirect
PyPIvalidators0.35.0indirect
PyPIwasabi1.1.3indirect
PyPIwatchdog6.0.0indirect
PyPIweasel0.4.1indirect
PyPIwrapt1.17.2indirect
Dependency advisories 23

This repository publishes no package the index resolves, so its own dependency graph was assessed — 146 packages, which also include development and test pins that never ship: 23 carry known advisories, of which 5 are direct.

PackageVersionRelationSeverityAdvisoriesFixed in
pillow11.3.0directcritical2812.3.0
gitpython3.1.44indirectcritical93.1.50
mcp1.8.1directhigh81.28.1
click8.1.8indirecthigh18.3.3
lxml6.0.0indirecthigh26.1.0
protobuf6.31.1indirecthigh26.33.5
pyarrow20.0.0indirecthigh223.0.1
python-multipart0.0.20indirecthigh140.0.31
soupsieve2.7indirecthigh42.8.4
starlette0.46.2indirecthigh141.3.1
tornado6.5.1indirecthigh186.5.7
urllib32.5.0indirecthigh82.7.0
diskcache5.6.3directmoderate2
requests2.32.4directmoderate22.33.0
streamlit1.46.1directmoderate41.54.0
fonttools4.58.5indirectmoderate24.60.2
idna3.10indirectmoderate23.15
pymdown-extensions10.16indirectmoderate410.21.3
pytest8.4.1indirectmoderate29.0.3
python-dotenv1.1.1indirectmoderate21.2.2
setuptools80.9.0indirectmoderate183.0.0
h24.2.0indirectlow24.3.0
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
{
  "data": {
    "repo": {
      "topics": [
        "ocr",
        "openai",
        "python",
        "rag",
        "mcp-server",
        "ollama",
        "lm-studio",
        "mcp",
        "qdrant"
      ],
      "is_fork": false,
      "size_kb": 26085,
      "has_wiki": true,
      "homepage": "https://wilhelm.dev",
      "languages": {
        "HTML": 5990,
        "Shell": 8691,
        "Python": 518894
      },
      "pushed_at": "2026-07-10T18:31:14Z",
      "created_at": "2025-03-30T10:28:44Z",
      "owner_type": "User",
      "updated_at": "2026-07-17T15:29:59Z",
      "description": "Find your files with natural language and ask questions.",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "GPL-3.0",
      "default_branch": "main",
      "license_spdx_raw": "GPL-3.0",
      "primary_language": "Python",
      "significant_languages": [
        "Python"
      ]
    },
    "owner": {
      "blog": "https://advanced-rediscovery.com/",
      "name": "Dr.-Ing. Paul Wilhelm",
      "type": "User",
      "login": "shredEngineer",
      "company": null,
      "location": "Germany",
      "followers": 31,
      "avatar_url": "https://avatars.githubusercontent.com/u/39415391?v=4",
      "created_at": "2018-05-18T17:04:18Z",
      "is_verified": null,
      "public_repos": 27,
      "account_age_days": 2985
    },
    "license": {
      "state": "standard",
      "spdx_id": "GPL-3.0",
      "raw_spdx": "GPL-3.0",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases_count": 53,
      "commits_last_year": 291,
      "latest_release_at": "2026-07-10T18:31:14Z",
      "latest_release_tag": "v22.5.0",
      "releases_from_tags": false,
      "days_since_last_push": 10,
      "active_weeks_last_year": 22,
      "days_since_latest_release": 10,
      "mean_days_between_releases": 16.4
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": false,
      "health_percentage": 42,
      "has_issue_template": false,
      "has_code_of_conduct": false,
      "has_pull_request_template": false
    },
    "ecosystem": {
      "packages": []
    },
    "popularity": {
      "forks": 9,
      "stars": 63,
      "watchers": 3,
      "open_issues_and_prs": 17
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [],
      "has_llms_txt": false,
      "has_dockerfile": false,
      "has_mcp_signal": true,
      "bootstrap_files": [],
      "api_schema_files": [],
      "has_devcontainer": false,
      "typecheck_configs": [],
      "largest_source_bytes": 24904,
      "source_files_sampled": 151,
      "oversized_source_files": 0,
      "agent_instruction_files": [
        "CLAUDE.md"
      ],
      "agent_instruction_max_bytes": 47940
    },
    "dependencies": {
      "manifests": [
        "pyproject.toml",
        "setup.cfg"
      ],
      "advisories": {
        "error": null,
        "scope": "repository_graph",
        "source": "osv",
        "findings": [
          {
            "name": "pillow",
            "direct": true,
            "version": "11.3.0",
            "severity": "critical",
            "ecosystem": "pypi",
            "cvss_score": 9.1,
            "advisory_ids": [
              "GHSA-45hq-cxwh-f6vc",
              "GHSA-4x4j-2g7c-83w6",
              "GHSA-5x94-69rx-g8h2",
              "GHSA-5xmw-vc9v-4wf2",
              "GHSA-62p4-gmf7-7g93",
              "GHSA-6r8x-57c9-28j4",
              "GHSA-8v84-f9pq-wr9x",
              "GHSA-cfh3-3jmp-rvhc",
              "GHSA-fj7v-r99m-22gq",
              "GHSA-phj9-mv4w-65pm"
            ],
            "fixed_version": "12.3.0",
            "advisory_count": 28,
            "oldest_advisory_days": 159
          },
          {
            "name": "gitpython",
            "direct": false,
            "version": "3.1.44",
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                    "code": "push_recency",
                    "params": {
                      "days": 10
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                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "22/52 weeks with commits",
                "points": 15.2,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 22
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                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "291 commits in the last year",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 291
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                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "5 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 4",
                "points": 4,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "excellent",
            "name": "Release discipline",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_signed_releases"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
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            ],
            "value": 100,
            "inputs": {
              "releases_count": 53,
              "latest_release_tag": "v22.5.0",
              "releases_from_tags": false,
              "days_since_latest_release": 10,
              "mean_days_between_releases": 16.4
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "53 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 53
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                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
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                "detail": "latest release 10 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "release_recency",
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                      "days": 10
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                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~16.4 days",
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                "status": "met",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 16.4
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                  }
                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
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                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
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            ]
          },
          {
            "key": "abandonment",
            "band": "excellent",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
              "state": "unverified",
              "guards": [],
              "signals": [],
              "red_flag": false,
              "multiplier_pct": 100,
              "declared_reason": null,
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              "unanswered_open_issues": null,
              "days_since_last_merged_pr": null,
              "days_since_last_human_commit": null,
              "days_since_last_human_commit_is_floor": false
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            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "maintenance record not established from the collected data",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_unverified",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "at_risk",
        "name": "Community & Adoption",
        "value": 44,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "at_risk",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 38,
            "inputs": {
              "forks": 9,
              "stars": 63,
              "watchers": 3,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "63 stars",
                "points": 29.1,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 63
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "9 forks",
                "points": 7.5,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 9
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "3 watchers",
                "points": 1.7,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 3
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                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "moderate",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 50,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": false,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "has_pull_request_template": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (GPL-3.0)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "GPL-3.0"
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                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.3
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            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "at_risk",
        "name": "Sustainability & Governance",
        "value": 40,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "critical",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 13,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 3,
              "top_contributor_share": 0.994
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            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 1
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                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 99% of commits",
                "points": 0.1,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 99
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                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "3 contributors",
                "points": 4.1,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 3
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                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 0 contributing companies or organizations -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "moderate",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 59,
            "inputs": {
              "merged_prs": 2,
              "open_issues": 17,
              "closed_issues": 44,
              "issue_closed_ratio": 0.721,
              "closed_unmerged_prs": 1
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            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "72% of issues closed",
                "points": 33.7,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 72
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                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "2/3 decided PRs merged",
                "points": 25.5,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 2,
                      "decided": 3
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                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/28 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "verified_domain"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 54,
            "inputs": {
              "followers": 31,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "shredEngineer",
              "public_repos": 27,
              "account_age_days": 2985
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            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "personal (user) account",
                "points": 10,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_personal",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": "not applicable to user accounts",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_applicable_to_user_accounts",
                    "params": {}
                  }
                ],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "31 followers of shredEngineer",
                "points": 10.8,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 31,
                      "login": "shredEngineer"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "27 public repos, account ~8 yr old",
                "points": 22.5,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 27
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                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 8
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                  }
                ],
                "max_points": 25
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "at_risk",
        "name": "Engineering Quality",
        "value": 44,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "critical",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 24,
            "inputs": {
              "has_ci": false,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": false,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "0 out of 1 merged PRs checked by a CI test -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "good",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 75,
            "inputs": {
              "topics": [
                "ocr",
                "openai",
                "python",
                "rag",
                "mcp-server",
                "ollama",
                "lm-studio",
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                "qdrant"
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              "has_wiki": true,
              "homepage": "https://wilhelm.dev",
              "has_readme": true,
              "has_docs_dir": false,
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            "components": [
              {
                "key": "readme",
                "name": "README",
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                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
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                "points": 0,
                "status": "missed",
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                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
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                "max_points": 15
              },
              {
                "key": "repository_description",
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                "max_points": 10
              },
              {
                "key": "topics",
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                "details": [
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                    "code": "topics_count",
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                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
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                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "critical",
        "name": "Security",
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        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "critical",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Dangerous-Workflow, Packaging, Signed-Releases, Token-Permissions. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
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                    "signed_releases",
                    "token_permissions"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
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            ],
            "value": 17,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 14,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 4,
              "scorecard_aggregate": 1.7
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            "components": [
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                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection not enabled on development/release branches",
                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
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                "points": 0,
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                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 0/28 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 0 contributing companies or organizations -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no workflows found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "5 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 4",
                "points": 3,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "No tokens found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "72 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "at_risk",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 146 resolved dependencies against OSV. 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.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 146
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 39,
            "inputs": {
              "source": "osv",
              "advisories": 135,
              "affected_packages": 23,
              "assessed_packages": 146,
              "unassessed_packages": 0,
              "affected_by_severity": "critical 2, high 10, moderate 9, low 2",
              "direct_affected_packages": 5
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "5 affected: pillow 11.3.0 (critical 9.1), mcp 1.8.1 (high 7.5), diskcache 5.6.3 (moderate), +2 more",
                "points": 6.3,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_affected",
                    "params": {
                      "count": 5,
                      "packages": "pillow 11.3.0 (critical 9.1), mcp 1.8.1 (high 7.5), diskcache 5.6.3 (moderate)"
                    }
                  },
                  {
                    "code": "advisories_affected_more",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "5 advisory-carrying package(s) unaddressed past 90 days; oldest published 381 days ago",
                "points": 22.9,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_stale",
                    "params": {
                      "days": 90,
                      "count": 5,
                      "oldest": 381
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 146,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 3
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "at_risk",
        "name": "AI Readiness",
        "value": 49,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "good",
            "name": "Agent context & guidance",
            "note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "legible_commit_history"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 75,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": null,
              "agent_instruction_files": [
                "CLAUDE.md"
              ],
              "agent_instruction_max_bytes": 47940
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "CLAUDE.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "CLAUDE.md"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "at_risk",
            "name": "Verify loop (build / test / typecheck)",
            "note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "demonstrated_agent_practice",
                    "automated_maintenance"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 39,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": null,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": null
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 55,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 24904,
              "source_files_sampled": 151,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/151 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 151,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "critical",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 20,
            "inputs": {
              "example_dirs": [],
              "has_mcp_signal": true,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              }
            ]
          }
        ],
        "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": [
    "Could not fetch pypi package 'archive-agent' from its registry"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-20T23:27:08.430344Z",
  "schema_version": "0.16.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/s/shredEngineer/Archive-Agent.svg",
  "full_name": "shredEngineer/Archive-Agent",
  "license_state": "standard",
  "license_spdx": "GPL-3.0"
}

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 v0.16.0 — full methodology · metrics wiki.

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