Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-09-18 14:27 UTC

tobi / qmd

mini cli search engine for your docs, knowledge bases, meeting notes, whatever. Tracking current sota approaches while being all local

TypeScript · PythonMIT★ 29,841 stars⑂ 1,859 forkssince Dec 2025View on GitHub ↗
KindLibraryCommand-line toolhow this is determined

tobi/qmd holds a health index of 86 out of 100, placing it in the Excellent band. It scores highest on Vitality (90/100) and lowest on Security (54/100). It was last updated 8 days 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

Tobias LütkePersonal account
6,047 followers116 public repossince Feb 2008Shopify

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
npm@tobilu/qmd2.8.3173,2471632 days agomarkdownsearchftsfull-text-searchvectorsemantic-searchsqlitebm25embeddingsragmcprerankingknowledge-baselocal-aillm

Metrics by category

Vitality

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

90Excellent · 21% of overall

Development activity

83Excellent
How it's scored
28.8/36Push recency — last push 8 days ago
26.3/36Commit cadence — 38/52 weeks with commits
18/18Commit volume — 692 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year692
human_commit_share1
days_since_last_push8
active_weeks_last_year38

Release discipline

100Exceptional
How it's scored
27/27Ships releases — 14 releases published
36/36Release recency — latest release 32 days ago
27/27Release cadence — a release every ~18 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count14
latest_release_tagv2.8.3
releases_from_tagsno
days_since_latest_release32
mean_days_between_releases18
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?

78Good · 17% of overall

Popularity & adoption

96Exceptional
How it's scored
60/60Stars — 29,841 stars
25/25Forks — 1,859 forks
11.2/15Watchers — 105 watchers
Inputs used
forks1,859
stars29,841
watchers105
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 (MIT)
0/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges0
has_contributingno
has_issue_templateno
has_code_of_conductno
readme_badge_services—
has_pull_request_templateno

Ecosystem adoption (downloads)

87Excellent
How it's scored
69.8/80Monthly downloads — 173,247 downloads/month across npm
0/20Registry dependents — not reported by this ecosystem
Inputs used
packages@tobilu/qmd
dependents—
ecosystemsnpm
total_downloads—
monthly_downloads173,247
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?

65Good · 23% of overall

Maintainer resilience (bus factor)

38Weak
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
5/22.5Commit distribution — top contributor authored 78% of commits
13.5/13.5Contributor breadth — 83 contributors
10/10OpenSSF Scorecard: Contributors — project has 7 contributing companies or organizations
Inputs used
bus_factor1
contributors_sampled83
top_contributor_share0.776

Issue & PR responsiveness

59Moderate
How it's scored
33.4/42Issue resolution — 80% of issues closed
12.3/30PR acceptance — 200/487 decided PRs merged
5.8/13Newcomer PR acceptance — 4/9 first-time contributors' PRs merged in 30d
7.5/15OpenSSF Scorecard: Code-Review — Found 7/14 approved changesets -- score normalized to 5
Inputs used
merged_prs200
open_issues84
closed_issues327
prs_merged_7d0
prs_decided_7d0
prs_merged_30d7
prs_decided_30d12
issue_closed_ratio0.796
closed_unmerged_prs287
first_time_authors_30d8
first_time_prs_merged_30d4
first_time_prs_decided_30d9

Ownership & stewardship

75Good
How it's scored
10/30Ownership backing — personal (user) account
0/20Verified domain — not applicable to user accounts
25/25Owner reach — 6,047 followers of tobi
25/25Track record — 116 public repos, account ~18 yr old
Inputs used
followers6,047
owner_typeUser
is_verified—
owner_logintobi
public_repos116
account_age_days6,787
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 npm
35/35Publish recency — latest publish 32 days ago
20/20Version history — 16 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packages@tobilu/qmd
ecosystemsnpm
any_deprecatedno
min_days_since_publish32

Engineering Quality

Are baseline engineering and documentation practices in place?

68Good · 19% of overall

Engineering practices

64Moderate
How it's scored
24/24CI workflows — 3 workflow(s)
24/24Tests present
0/16Linter config
0/9.6Pre-commit hooks
0/6.4.editorconfig
16/20OpenSSF Scorecard: CI-Tests — 11 out of 13 merged PRs checked by a CI test -- score normalized to 8
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configno
has_precommit_configno

Documentation

75Good
How it's scored
30/30README
25/25Documentation directory
0/15Documentation / homepage site
10/10Repository description
0/10Topics
10/10Wiki
Inputs used
topics—
has_wikiyes
homepage—
docs_site—
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

54Moderate · 16% of overall

Security posture

43Weak
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
2/2.5CI-Tests — 11 out of 13 merged PRs checked by a CI test -- score normalized to 8
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
3.8/7.5Code-Review — Found 7/14 approved changesets -- score normalized to 5
2.5/2.5Contributors — project has 7 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
7.5/7.5Maintained — 30 commit(s) and 0 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
1.5/5SAST — SAST tool is not run on all commits -- score normalized to 3
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 — 128 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate4.3
Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.

Dependency advisories

100Exceptional
How it's scored
35/35Direct dependencies free of known advisories — no direct dependency carries a known advisory
25/25Indirect dependencies free of known advisories — no indirect dependency carries a known advisory
0/40No advisories left outstanding — no advisory carries a publication date
Inputs used
sourceosv
advisories0
affected_packages0
assessed_packages168
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the npm:@tobilu/qmd@2.8.3 runtime dependency closure — what installing the published package pulls in — 168 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.

74Good · 4% of overall

Agent context & guidance

85Excellent
How it's scored
45/45Agent instructions — CLAUDE.md, finetune/CLAUDE.md
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 100 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
llms_txt_url—
legible_history_share1
agent_instruction_filesCLAUDE.md, finetune/CLAUDE.md
agent_instruction_max_bytes6,890

Verify loop (build / test / typecheck)

71Good
How it's scored
18/18One-command bootstrap — finetune/Justfile
22/22Automated tests
0/11Lint / format config
11/11Static type checking — tsconfig.json
10/10Reproducible environment — Nix, lockfile
10/10Demonstrated agent practice — 7 of the last 100 commits agent-authored or agent-credited
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_nixyes
has_testsyes
lockfilespnpm-lock.yaml, uv.lock
has_dockerfileno
typed_languageyes
bootstrap_filesfinetune/Justfile
has_devcontainerno
has_linter_configno
typecheck_configstsconfig.json
agent_commit_share0.07
toolchain_manifests—
dependency_bot_commit_share0

Code legibility for models

98Exceptional
How it's scored
45/45Type-checkable code — TypeScript (statically typed)
53.1/55Manageable file sizes — 5/147 source files over 60KB
Inputs used
primary_languageTypeScript
largest_source_bytes232,221
source_files_sampled147
oversized_source_files5

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

29,841GitHub stars
83contributors
692commits, last 12 months
8days since last push
14releases
1bus factor
84open issues
npm, PyPIpackage ecosystems

Data collection warnings

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

More detail

Star and fork history 0 ★ / 1,859 ⇿
0Stars
1,859Forks
5Releases

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.

Only the most recent history is shown — this repository exceeds the collection window, so the earliest history is not captured.

5001,0001,5002,0001,859342026-032026-062026-09
Major 0Minor 1Patch 4
OpenSSF Scorecard 4.3 / 10
4.3aggregate

Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).Scorecard v5.5.0 · 2026-09-18 14:26 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
8CI-Tests11 out of 13 merged PRs checked by a CI test -- score normalized to 8
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
5Code-ReviewFound 7/14 approved changesets -- score normalized to 5
10Contributorsproject has 7 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 0 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
3SASTSAST tool is not run on all commits -- score normalized to 3
0Security-Policysecurity policy file not detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities128 existing vulnerabilities detected
Direct dependencies 26
RegistryPackageVersion constraintManifest
PyPItorch—finetune/pyproject.toml
PyPItrl>=0.12.0finetune/pyproject.toml
PyPIpeft>=0.7.0finetune/pyproject.toml
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All dependencies 485

Full resolved dependency set from the GitHub dependency graph: 26 direct and 459 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

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PyPIhuggingface-hub0.36.2direct
PyPInvidia-ml-py13.595.45direct
PyPIpeft0.18.1direct
PyPIpydantic2.12.3direct
PyPIpyyaml6.0.3direct
PyPIsentencepiece0.2.1direct
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npmieee7541.2.1indirect
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npmisexe4.0.0indirect
npmjose6.2.2indirect
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npmproper-lockfile4.1.2indirect
npmproxy-addr2.0.7indirect
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npmsafe-buffer5.2.1indirect
npmsafer-buffer2.1.2indirect
npmsemver7.7.4indirect
npmsend1.2.1indirect
npmserve-static2.2.1indirect
npmsetprototypeof1.2.0indirect
npmshebang-command2.0.0indirect
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npmside-channel1.1.0indirect
npmside-channel-list1.0.0indirect
npmside-channel-map1.0.1indirect
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npmsignal-exit3.0.7indirect
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npmsqlite-vec-darwin-x640.1.9indirect
npmsqlite-vec-linux-arm640.1.9indirect
npmsqlite-vec-linux-x640.1.9indirect
npmsqlite-vec-windows-x640.1.9indirect
npmstackback0.0.2indirect
npmstatuses2.0.2indirect
npmstd-env3.10.0indirect
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npmstdout-update4.0.1indirect
npmsteno4.0.2indirect
npmstring-width4.2.3indirect
npmstring-width7.2.0indirect
npmstring-width8.2.0indirect
npmstring_decoder1.3.0indirect
npmstrip-ansi6.0.1indirect
npmstrip-ansi7.2.0indirect
npmstrip-json-comments2.0.1indirect
npmstrip-literal3.1.0indirect
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npmtar-fs2.1.4indirect
npmtar-stream2.2.0indirect
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npmurl-join4.0.1indirect
npmutil-deprecate1.0.2indirect
npmvalidate-npm-package-name7.0.2indirect
npmvary1.1.2indirect
npmvite7.3.2indirect
npmvite-node3.2.4indirect
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npmwhich2.0.2indirect
npmwhich6.0.1indirect
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PyPIaiofiles24.1.0indirect
PyPIaiohappyeyeballs2.6.1indirect
PyPIaiohttp3.13.5indirect
PyPIaiosignal1.4.0indirect
PyPIannotated-doc0.0.4indirect
PyPIannotated-types0.7.0indirect
PyPIanyio4.13.0indirect
PyPIasync-timeout5.0.1indirect
PyPIattrs26.1.0indirect
PyPIaudioop-lts0.2.2indirect
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PyPIcertifi2026.2.25indirect
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PyPIh110.16.0indirect
PyPIhf-xet1.4.3indirect
PyPIhttpcore1.0.9indirect
PyPIhttpx0.28.1indirect
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PyPIjinja23.1.6indirect
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PyPImpmath1.3.0indirect
PyPImultidict6.7.1indirect
PyPImultiprocess0.70.19indirect
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PyPInumpy2.2.6indirect
PyPInvidia-cublas13.1.0.3indirect
PyPInvidia-cuda-cupti13.0.85indirect
PyPInvidia-cuda-nvrtc13.0.88indirect
PyPInvidia-cuda-runtime13.0.96indirect
PyPInvidia-cudnn-cu139.19.0.56indirect
PyPInvidia-cufft12.0.0.61indirect
PyPInvidia-cufile1.15.1.6indirect
PyPInvidia-curand10.4.0.35indirect
PyPInvidia-cusolver12.0.4.66indirect
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PyPInvidia-nccl-cu132.28.9indirect
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PyPIpython-dateutil2.9.0.post0indirect
PyPIpython-multipart0.0.22indirect
PyPIpytz2026.1.post1indirect
PyPIqmd-finetune0.1.0indirect
PyPIregex2026.4.4indirect
PyPIrequests2.33.1indirect
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PyPIsafehttpx0.1.7indirect
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PyPIsetuptools81.0.0indirect
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PyPIurllib32.6.3indirect
PyPIuvicorn0.43.0indirect
PyPIwebsockets15.0.1indirect
PyPIxxhash3.6.0indirect
PyPIyarl1.23.0indirect
Dependency advisories 0

Installing npm:@tobilu/qmd@2.8.3 pulls in 168 packages, direct and transitive: 0 carry known advisories, of which 0 are direct dependencies.

No known advisories affect the assessed dependencies.

An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.

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

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

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