Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-10-20 18:39 UTC

cameronrye / openzim-mcp

OpenZIM MCP is a modern, secure, and high-performance MCP (Model Context Protocol) server that enables AI models to access and search ZIM format knowledge bases offline.

PythonMIT★ 145 stars⑂ 15 forkssince Sep 2025View on GitHub ↗
KindLibraryCommand-line toolMCP serverhow this is determined
#kiwix#mcp#mcp-server#openzim#zim

cameronrye/openzim-mcp holds a health index of 86 out of 100, placing it in the Excellent band. It scores highest on Engineering Quality (91/100) and lowest on Sustainability & Governance (54/100). It was last updated 1 day ago. A single contributor accounts for most of its recent work.

86
overall / 100
Excellent

Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean, calibrated against the distribution of the public record so bands carry percentile meaning; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At Risk ceiling of 34.

86
Exceptional93-100The record's top tier (≈ top 5%); essentially all checked criteria met
Excellent80-92Strong across the board; minor gaps
Good65-79Healthy; gaps are limited and manageable
Moderate50-64Acceptable with notable gaps; review recommended
Weak35-49Material weaknesses across several areas
At Risk20-34Significant weaknesses; adoption warrants caution
Critical1-19Severe problems (abandoned, single-maintainer, no hygiene)
VitalityCommunity &AdoptionSustainability &GovernanceEngineeringQualitySecurityAI Readiness

Score profile

Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.

The weighted overall 72 is calibrated to 86 on the published index scale (record calibration 2026-08-02).

Ownership

Cameron RyePersonal account
37 followers30 public repossince Jan 2009

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPIopenzim-mcp3.3.41,49610632 days agozimopenzimmcpmodel-context-protocolaillmknowledge-baseofflinewikipediasearchlibzim

Metrics by category

Vitality

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

83Excellent · 21% of overall

Development activity

78Good
How it's scored
36/36Push recency — last push 1 days ago
14.5/36Commit cadence — 21/52 weeks with commits
18/18Commit volume — 395 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 7 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year395
human_commit_share0.58
days_since_last_push1
active_weeks_last_year21

Release discipline

90Excellent
How it's scored
27/27Ships releases — 100 releases published
36/36Release recency — latest release 32 days ago
27/27Release cadence — a release every ~2.8 days
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Inputs used
releases_count100
latest_release_tagv3.3.4
releases_from_tagsno
days_since_latest_release32
mean_days_between_releases2.8

Community & Adoption

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

64Moderate · 17% of overall

Popularity & adoption

46Weak
How it's scored
35/60Stars — 145 stars
9.6/25Forks — 15 forks
1.7/15Watchers — 3 watchers
Inputs used
forks15
stars145
watchers3
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

92Excellent
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (MIT)
18/18CONTRIBUTING guide
13.5/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges8
has_contributingyes
has_issue_templateno
has_code_of_conductyes
readme_badge_servicesbadge.fury.io, codecov.io, github.com, shields.io, sonarcloud.io
has_pull_request_templateyes

Ecosystem adoption (downloads)

53Moderate
How it's scored
42.3/80Monthly downloads — 1,496 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesopenzim-mcp
dependents—
ecosystemspypi
total_downloads—
monthly_downloads1,496
unverified_packages_excluded—
Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.

Sustainability & Governance

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

54Moderate · 23% of overall

Maintainer resilience (bus factor)

12Critical
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
0.1/22.5Commit distribution — top contributor authored 100% of commits
2.7/13.5Contributor breadth — 2 contributors
0/10OpenSSF Scorecard: Contributors — project has 0 contributing companies or organizations -- score normalized to 0
Inputs used
bus_factor1
contributors_sampled2
top_contributor_share0.997

Issue & PR responsiveness

67Good
How it's scored
31.5/42Issue resolution — 75% of issues closed
26.9/30PR acceptance — 371/413 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
0/15OpenSSF Scorecard: Code-Review — Found 0/16 approved changesets -- score normalized to 0
Inputs used
merged_prs371
open_issues4
closed_issues12
prs_merged_7d0
prs_decided_7d0
prs_merged_30d0
prs_decided_30d0
issue_closed_ratio0.75
closed_unmerged_prs42
first_time_authors_30d0
first_time_prs_merged_30d0
first_time_prs_decided_30d0
Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.

Ownership & stewardship

55Moderate
How it's scored
10/30Ownership backing — personal (user) account
0/20Verified domain — not applicable to user accounts
11.4/25Owner reach — 37 followers of cameronrye
22.9/25Track record — 30 public repos, account ~17 yr old
Inputs used
followers37
owner_typeUser
is_verified—
owner_logincameronrye
public_repos30
account_age_days6,482
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 32 days ago
20/20Version history — 106 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesopenzim-mcp
ecosystemspypi
any_deprecatedno
min_days_since_publish32

Engineering Quality

Are baseline engineering and documentation practices in place?

91Excellent · 19% of overall

Engineering practices

92Excellent
How it's scored
24/24CI workflows — 8 workflow(s)
24/24Tests present
16/16Linter config — .flake8, pyproject.toml ([tool.black], [tool.isort])
9.6/9.6Pre-commit hooks
0/6.4.editorconfig
18/20OpenSSF Scorecard: CI-Tests — 28 out of 30 merged PRs checked by a CI test -- score normalized to 9
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 — https://cameronrye.github.io/openzim-mcp/
10/10Repository description
10/10Topics — 5 topics
0/10Wiki
Inputs used
topicskiwix, mcp, mcp-server, openzim, zim
has_wikino
homepagehttps://cameronrye.github.io/openzim-mcp/
docs_sitehttps://cameronrye.github.io/openzim-mcp/
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

69Good · 16% of overall

Security posture

66Good
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — no data
2.2/2.5CI-Tests — 28 out of 30 merged PRs checked by a CI test -- score normalized to 9
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/16 approved changesets -- score normalized to 0
0/2.5Contributors — project has 0 contributing companies or organizations -- score normalized to 0
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 7 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
5/5Pinned-Dependencies — all dependencies are pinned
5/5SAST — SAST tool is run on all commits
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
7.5/7.5Token-Permissions — GitHub workflow tokens follow principle of least privilege
0/7.5Vulnerabilities — 47 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate6.6
Excluded from scoring (no data or not applicable): Branch-Protection. Remaining weights renormalized.

Dependency advisories

79Good
How it's scored
14/35Direct dependencies free of known advisories — 1 affected: mcp 2.1.1 (high 7.5)
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_packages47
unassessed_packages0
affected_by_severityhigh 1
direct_affected_packages1
Matched the pypi:openzim-mcp@3.3.4 runtime dependency closure — what installing the published package pulls in — 47 packages. Reachability is not analyzed.

AI Readiness

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

69Good · 4% of overall

Agent context & guidance

55Moderate
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
15/15Machine-readable docs (llms.txt) — llms.txt served by the project website (https://cameronrye.github.io/openzim-mcp/llms.txt)
40/40Legible commit history — 58 of 58 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtyes
llms_txt_urlhttps://cameronrye.github.io/openzim-mcp/llms.txt
legible_history_share1
agent_instruction_files—
agent_instruction_max_bytes—

Verify loop (build / test / typecheck)

90Excellent
How it's scored
18/18One-command bootstrap — Makefile
22/22Automated tests
11/11Lint / format config — .flake8, pyproject.toml ([tool.black], [tool.isort])
11/11Static type checking — website/tsconfig.json
10/10Reproducible environment — Dockerfile, lockfile
0/10Demonstrated agent practice — no agent-authored commits among the last 100
8/8Automated maintenance — 18 of the last 100 commits are automated dependency updates
10/10OpenSSF Scorecard: Pinned-Dependencies — all dependencies are pinned
Inputs used
has_nixno
has_testsyes
lockfilespackage-lock.json, uv.lock
has_dockerfileyes
typed_languageno
bootstrap_filesMakefile
has_devcontainerno
has_linter_configyes
typecheck_configswebsite/tsconfig.json
agent_commit_share0
toolchain_manifests—
dependency_bot_commit_share0.18

Code legibility for models

80Excellent
How it's scored
27/45Type-checkable code — Python with type-check config (website/tsconfig.json)
53.1/55Manageable file sizes — 15/427 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes268,552
source_files_sampled427
oversized_source_files15

Machine-readable interfaces

33At Risk
How it's scored
0/40API schema (OpenAPI/GraphQL/proto) — not applicable to this kind of software
20/20MCP server
0/40Runnable examples
Inputs used
example_dirs—
has_mcp_signalyes
api_schema_files—
interfaces_expected_of—
Excluded from scoring (no data or not applicable): API schema (OpenAPI/GraphQL/proto). Remaining weights renormalized.

Key facts

145GitHub stars
2contributors
395commits, last 12 months
1days since last push
100releases
1bus factor
4open issues
npm, PyPIpackage ecosystems

Data collection warnings

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

More detail

Star and fork history 0 ★ / 15 ⇿
0Stars
15Forks
100Releases

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.

03581013151522025-092026-032026-09
Major 3Minor 15Patch 46
OpenSSF Scorecard 6.6 / 10
6.6aggregate

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 · 2026-10-20 18:38 UTC

10Binary-Artifactsno binaries found in the repo
n/aBranch-Protectioninternal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
9CI-Tests28 out of 30 merged PRs checked by a CI test -- score normalized to 9
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/16 approved changesets -- score normalized to 0
0Contributorsproject has 0 contributing companies or organizations -- score normalized to 0
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 7 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
10Pinned-Dependenciesall dependencies are pinned
10SASTSAST tool is run on all commits
10Security-Policysecurity policy file detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
10Token-PermissionsGitHub workflow tokens follow principle of least privilege
0Vulnerabilities47 existing vulnerabilities detected
Direct dependencies 11
RegistryPackageVersion constraintManifest
PyPIbeautifulsoup4>=4.14.3,<5.0pyproject.toml
PyPIhtml2text>=2025.4.15,<2027.0pyproject.toml
PyPIlibzim>=3.9.0,<4.0pyproject.toml
PyPImcp>=2.1.0,<2.2pyproject.toml
PyPIpydantic>=2.13.3,<3.0pyproject.toml
PyPIpydantic-settings>=2.14.0,<3.0pyproject.toml
PyPItiktoken>=0.7.0,<1.0pyproject.toml
npm@astrojs/markdown-remark^7.3.1website/package.json
npm@astrojs/mdx^8.0.1website/package.json
npm@astrojs/sitemap^3.7.3website/package.json
npmastro^7.3.2website/package.json
All dependencies 617

Full resolved dependency set from the GitHub dependency graph: 11 direct and 606 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
npm@astrojs/markdown-remark7.3.1direct
npm@astrojs/mdx8.0.1direct
npm@astrojs/sitemap3.7.4direct
npmastro7.3.2direct
PyPIbeautifulsoup44.15.0direct
PyPIhtml2text2025.4.15direct
PyPIlibzim3.12.0direct
PyPImcp2.1.1direct
PyPIpydantic2.13.4direct
PyPIpydantic-settings2.14.2direct
PyPItiktoken0.13.0direct
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npm@astrojs/compiler-binding-win32-arm64-msvc0.4.0indirect
npm@astrojs/compiler-binding-win32-x64-msvc0.4.0indirect
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npm@astrojs/language-server2.16.16indirect
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npm@emmetio/scanner1.0.4indirect
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PyPIcyclonedx-python-lib11.11.0indirect
PyPIdefusedxml0.7.1indirect
PyPIdistlib0.4.3indirect
PyPIfastembed0.8.0indirect
PyPIfilelock3.32.2indirect
PyPIflake87.3.0indirect
PyPIflatbuffers25.12.19indirect
PyPIfsspec2026.7.0indirect
PyPIh110.16.0indirect
PyPIhf-xet1.6.0indirect
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PyPImmh35.2.1indirect
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PyPImypy2.3.1indirect
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PyPIonnxruntime1.28.0indirect
PyPIopentelemetry-api1.44.0indirect
PyPIopenzim-mcp3.3.4indirect
PyPIpackageurl-python0.17.6indirect
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PyPIpbr7.0.3indirect
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PyPIpython-dotenv1.2.2indirect
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Dependency advisories 1

Installing pypi:openzim-mcp@3.3.4 pulls in 47 packages, direct and transitive: 1 carry known advisories, of which 1 are direct dependencies.

PackageVersionRelationSeverityAdvisoriesFixed in
mcp2.1.1directhigh12.2.0

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.

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Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v2.10.0, schema v0.34.0 — full methodology · metrics wiki.

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