Public record
Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-07-27 20:58 UTC

MISP / misp-modules

Modules for expansion services, enrichment, import and export in MISP and other tools.

PythonAGPL-3.0★ 374 stars⑂ 268 forkssince Feb 2016View on GitHub ↗
#misp-modules#misp#expansion#passivetotal#domaintools#passive-dns#threat-intelligence#osint#cti#enrichment

MISP/misp-modules holds a health index of 75 out of 100, placing it in the Good band. It scores highest on Engineering Quality (92/100) and lowest on AI Readiness (50/100). It was last updated 11 days ago. 2 contributors account for most of its recent work.

75
overall / 100
Good

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.

75
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

MISP ProjectOrganization
1,137 followers104 public repossince Apr 2013

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
PyPImisp-modules3.0.98001514 days ago

Metrics by category

Vitality

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

86Excellent · 22% of overall

Development activity

82Good
How it's scored
28.8/36Push recency — last push 11 days ago
24.9/36Commit cadence — 36/52 weeks with commits
18/18Commit volume — 196 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year196
human_commit_share1
days_since_last_push11
active_weeks_last_year36

Release discipline

92Excellent
How it's scored
27/27Ships releases — 20 releases published
36/36Release recency — latest release 14 days ago
19.8/27Release cadence — a release every ~55 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count20
latest_release_tagv3.0.9
releases_from_tagsno
days_since_latest_release14
mean_days_between_releases55
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?

58Moderate · 18% of overall

Popularity & adoption

71Good
How it's scored
41.7/60Stars — 374 stars
20.2/25Forks — 268 forks
9/15Watchers — 43 watchers
Inputs used
forks268
stars374
watchers43
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

50Moderate
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (AGPL-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

Ecosystem adoption (downloads)

48At risk
How it's scored
38.7/80Monthly downloads — 800 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesmisp-modules
dependents—
ecosystemspypi
total_downloads—
monthly_downloads800
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?

76Good · 24% of overall

Maintainer resilience (bus factor)

65Moderate
How it's scored
25.2/54Bus factor — 2 contributor(s) cover half of all commits
16.6/22.5Commit distribution — top contributor authored 26% of commits
13.5/13.5Contributor breadth — 99 contributors
10/10OpenSSF Scorecard: Contributors — project has 53 contributing companies or organizations
Inputs used
bus_factor2
contributors_sampled99
top_contributor_share0.264

Issue & PR responsiveness

67Moderate
How it's scored
27.8/46.8Issue resolution — 59% of issues closed
35/38.3PR acceptance — 415/454 decided PRs merged
4.5/15OpenSSF Scorecard: Code-Review — Found 5/14 approved changesets -- score normalized to 3
Inputs used
merged_prs415
open_issues134
closed_issues196
issue_closed_ratio0.594
closed_unmerged_prs39

Ownership & stewardship

77Good
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
22/25Owner reach — 1,137 followers of MISP
25/25Track record — 104 public repos, account ~13 yr old
Inputs used
followers1,137
owner_typeOrganization
is_verified—
owner_loginMISP
public_repos104
account_age_days4,854

Package maintenance

100Excellent
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 14 days ago
20/20Version history — 15 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesmisp-modules
ecosystemspypi
any_deprecatedno
min_days_since_publish14

Engineering Quality

Are baseline engineering and documentation practices in place?

92Excellent · 20% of overall

Engineering practices

94Excellent
How it's scored
24/24CI workflows — 2 workflow(s)
24/24Tests present
16/16Linter config — .flake8
9.6/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 10 out of 10 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configyes

Documentation

90Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — http://misp.github.io/misp-modules
10/10Repository description
10/10Topics — 10 topics
0/10Wiki
Inputs used
topicsmisp-modules, misp, expansion, passivetotal, domaintools, passive-dns, threat-intelligence, osint, cti, enrichment
has_wikino
homepagehttp://misp.github.io/misp-modules
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

54Moderate · 16% of overall

Security posture

48At risk
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 — 10 out of 10 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
2.2/7.5Code-Review — Found 5/14 approved changesets -- score normalized to 3
2.5/2.5Contributors — project has 53 contributing companies or organizations
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 3 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
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 — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 130 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate4.8
Excluded from scoring (no data or not applicable): signed_releases. Remaining weights renormalized.

Dependency advisories

80Good
How it's scored
14.8/35Direct dependencies free of known advisories — 1 affected: click 8.1.8 (high 7.2)
25/25Indirect dependencies free of known advisories — no indirect dependency carries a known advisory
40/40No advisories left outstanding — no advisory has been public longer than 90 days
Inputs used
sourceosv
advisories1
affected_packages1
assessed_packages22
unassessed_packages0
affected_by_severityhigh 1
direct_affected_packages1
Matched the pypi:misp-modules@3.0.9 runtime dependency closure — what installing the published package pulls in — 22 packages. 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.

50Moderate · 0% of overall

Agent context & guidance

33At risk
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
33.1/40Legible commit history — 62 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share0.62
agent_instruction_files—
agent_instruction_max_bytes—

Verify loop (build / test / typecheck)

61Moderate
How it's scored
18/18One-command bootstrap — Makefile
22/22Automated tests
11/11Lint / format config — .flake8
0/11Static type checking
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 — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfilespackage-lock.json, poetry.lock
has_dockerfileno
typed_languageno
bootstrap_filesMakefile
has_devcontainerno
has_linter_configyes
typecheck_configs—
agent_commit_share0
toolchain_manifests—
dependency_bot_commit_share0

Code legibility for models

54Moderate
How it's scored
0/45Type-checkable code — Python without a type-check config
54.2/55Manageable file sizes — 4/284 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes3,392,057
source_files_sampled284
oversized_source_files4

Key facts

374GitHub stars
99contributors
196commits, last 12 months
11days since last push
20releases
2bus factor
134open issues
PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • Could not fetch pypi package 'misp-modules-website' from its registry

More detail

Star and fork history 0 ★ / 268 ⇿
0Stars
268Forks
20Releases

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

05010015020025030026052016-022021-052026-07
Major 1Minor 0Patch 19

Each point covers 10 days.

OpenSSF Scorecard 4.8 / 10
4.8aggregate

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 · 2026-07-27 20:58 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
10CI-Tests10 out of 10 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
3Code-ReviewFound 5/14 approved changesets -- score normalized to 3
10Contributorsproject has 53 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities130 existing vulnerabilities detected
Direct dependencies 27
RegistryPackageVersion constraintManifest
PyPIorjson>=3.11.9pyproject.toml
PyPIpsutil—pyproject.toml
PyPItornado—pyproject.toml
PyPIclick==8.1.8pyproject.toml
PyPIbeautifulsoup4—pyproject.toml
PyPIjinja2—pyproject.toml
PyPImarkdownify—pyproject.toml
PyPIpymisp>=2.5.34.1pyproject.toml
PyPIpublicsuffixlist—pyproject.toml
PyPIsetuptools—pyproject.toml
PyPIflask—website/pyproject.toml
PyPIsqlalchemy—website/pyproject.toml
PyPIflask-session—website/pyproject.toml
PyPIflask-sqlalchemy—website/pyproject.toml
PyPIflask-wtf—website/pyproject.toml
PyPIflask-migrate—website/pyproject.toml
PyPIflask-login—website/pyproject.toml
PyPIwtforms—website/pyproject.toml
PyPIwerkzeug—website/pyproject.toml
PyPIflask-restx—website/pyproject.toml
PyPIpython-dateutil—website/pyproject.toml
PyPIschedule—website/pyproject.toml
PyPIgunicorn—website/pyproject.toml
PyPIjsonschema—website/pyproject.toml
PyPIrequests—website/pyproject.toml
PyPIpython-dotenv—website/pyproject.toml
PyPImisp-modules—website/pyproject.toml
All dependencies 615

Full resolved dependency set from the GitHub dependency graph: 36 direct and 579 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
PyPIbeautifulsoup44.13.5direct
PyPIbeautifulsoup44.14.3direct
PyPIclick8.1.8direct
PyPIflask3.0.3direct
PyPIflask-login0.6.3direct
PyPIflask-migrate4.1.0direct
PyPIflask-restx1.3.0direct
PyPIflask-session0.8.0direct
PyPIflask-sqlalchemy3.1.1direct
PyPIflask-wtf1.2.2direct
PyPIgunicorn23.0.0direct
PyPIjinja23.1.6direct
PyPIjsonschema4.23.0direct
PyPIjsonschema4.26.0direct
PyPImarkdownify1.2.2direct
PyPImisp-modules3.0.2direct
PyPIorjson3.11.5direct
PyPIorjson3.11.9direct
PyPIpsutil7.1.3direct
PyPIpsutil7.2.2direct
PyPIpublicsuffixlist1.0.2.20251209direct
PyPIpublicsuffixlist1.0.2.20260529direct
PyPIpymisp2.5.12direct
PyPIpymisp2.5.34.1direct
PyPIpython-dateutil2.9.0.post0direct
PyPIpython-dotenv1.1.0direct
PyPIrequests2.32.3direct
PyPIrequests2.34.2direct
PyPIschedule1.2.2direct
PyPIsetuptools80.9.0direct
PyPIsetuptools82.0.1direct
PyPIsqlalchemy2.0.40direct
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Dependency advisories 1

Installing pypi:misp-modules@3.0.9 pulls in 22 packages, direct and transitive: 1 carry known advisories, of which 1 are direct dependencies.

PackageVersionRelationSeverityAdvisoriesFixed in
click8.1.8directhigh18.3.3

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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          "headline": "Merge pull request #780 from MISP/codex/create-misp-expansion-module-…",
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          "body": "feat(expansion): add email security, SSH fingerprint, and TLS certificate modules",
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          "headline": "Merge pull request #772 from DarkAngel-agents/feat/security-modules",
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          "headline": "Revert \"fix: [taxii21] Fixed import of methods from `misp-stix` library\"",
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          "headline": "Merge pull request #778 from MISP/codex/fix-vysion.py-compatibility-w…",
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          "headline": "Merge pull request #777 from MISP/codex/improve-test_wikidata-to-add-…",
          "author_name": "Alexandre Dulaunoy",
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          "headline": "Improve wikidata expansion test resiliency",
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          "body": "chg: [joe_submit] remove submit on hover oO",
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          "headline": "Merge pull request #775 from gallypette/main",
          "author_name": "Alexandre Dulaunoy",
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          "body": "- As reported by Bilal Teke",
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          "headline": "fix: [security] csrf in website, and others in modules",
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          "headline": "Merge pull request #774 from gallypette/main",
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          "headline": "Merge pull request #773 from GreyNoise-Intelligence/greynoise_update_…",
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          "headline": "update gn to use v3 SDK",
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          "body": "…-ssh, domain-ip)\n\n- tls_certificate_check: returns x509 MISPObject (subject, issuer, serial, validity, SANs)\n- ssh_fingerprint: returns passive-ssh MISPObject (host, banner, port, fingerprint)\n- email_security_check: returns domain-ip MISPObject with SPF/DKIM/DMARC/MTA-STS findings\n\nAll modules now use format: misp_standard and return structured\nAttribute/Object results via MISPEvent, as requested in PR review.",
          "is_bot": false,
          "headline": "feat(expansion): update modules to return misp-objects (x509, passive…",
          "author_name": "DarkAngel",
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          "body": "…cate modules\n\n- email_security_check: SPF/DKIM/DMARC/MTA-STS posture assessment for domains (score /5)\n- ssh_fingerprint: SSH banner and key exchange fingerprint grab for IPs (MitM detection)\n- tls_certificate_check: TLS cert chain, issuer, SANs, expiry analysis for domains\n\nAll modules are standalone with zero external API dependencies.\nTested on NixOS 25.11 against google.com and 8.8.8.8.",
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          "headline": "feat(expansion): add email security, SSH fingerprint, and TLS certifi…",
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          "body": "feat: add SOCRadar TAXII Feed Import & IoC Enrichment modules",
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          "headline": "Merge pull request #770 from Radargoger/feature/socradar-modules",
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                "key": "openssf_scorecard_contributors",
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              "merged_prs": 415,
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                "key": "issue_resolution",
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                "max_points": 46.75
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                "key": "pr_acceptance",
                "name": "PR acceptance",
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                "key": "openssf_scorecard_code_review",
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            "key": "stewardship",
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              "followers": 1137,
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                "key": "ownership_backing",
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                "key": "verified_domain",
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              },
              {
                "key": "owner_reach",
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                "max_points": 25
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              {
                "key": "track_record",
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            "key": "package_maintenance",
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              "ecosystems": "pypi",
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                "key": "published_resolvable",
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                "key": "version_history",
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                "key": "not_deprecated",
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                "max_points": 20
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        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
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                "key": "ci_workflows",
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                "max_points": 24
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          }
        ],
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              {
                "key": "dangerous_workflow",
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              },
              {
                "key": "dependency_update_tool",
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              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
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              },
              {
                "key": "license",
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                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10",
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                "status": "met",
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              {
                "key": "packaging",
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                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
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              },
              {
                "key": "sast",
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              },
              {
                "key": "security_policy",
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              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
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                "points": 0,
                "status": "excluded",
                "details": [
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                    "code": "no_data",
                    "params": {}
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                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "130 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "good",
            "name": "Dependency advisories",
            "note": "Matched the pypi:misp-modules@3.0.9 runtime dependency closure — what installing the published package pulls in — 22 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:misp-modules@3.0.9",
                  "assessed": 22
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              },
              {
                "code": "advisories_reachability",
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            ],
            "value": 80,
            "inputs": {
              "source": "osv",
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              "affected_by_severity": "high 1",
              "direct_affected_packages": 1
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "1 affected: click 8.1.8 (high 7.2)",
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                "status": "partial",
                "details": [
                  {
                    "code": "advisories_affected",
                    "params": {
                      "count": 1,
                      "packages": "click 8.1.8 (high 7.2)"
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "no indirect dependency carries a known advisory",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "no_indirect_advisories",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory has been public longer than 90 days",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "advisories_none_stale",
                    "params": {
                      "days": 90
                    }
                  }
                ],
                "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": 22,
              "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": 40
            },
            "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": "moderate",
        "name": "AI Readiness",
        "value": 50,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 33,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.62,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "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": "62 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 33.1,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 62,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 61,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "package-lock.json",
                "poetry.lock"
              ],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [
                "Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Makefile"
                    }
                  }
                ],
                "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": ".flake8",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".flake8"
                    }
                  }
                ],
                "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 agent-authored commits among the last 100",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "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": 54,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 3392057,
              "source_files_sampled": 284,
              "oversized_source_files": 4
            },
            "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": "4/284 source files over 60KB",
                "points": 54.2,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 284,
                      "oversized": 4
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          }
        ],
        "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": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "Could not fetch pypi package 'misp-modules-website' from its registry"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-27T20:58:48.307328Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/m/MISP/misp-modules.svg",
  "full_name": "MISP/misp-modules",
  "license_state": "standard",
  "license_spdx": "AGPL-3.0"
}

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Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.

Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v1.13.0, schema v0.27.0 — full methodology · metrics wiki.

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