Public record
Software health reportschema 0.13.0 · metrics 2.10.0 · 2026-07-18 14:58 UTC

samartomar / ai-harness

Enterprise AI Bootstrapping Harness

TypeScriptApache-2.0★ 4 stars⑂ 1 forksince Jun 2026View on GitHub ↗
KindCommand-line toolLibraryhow this is determined
#agent-harness#ai-agents#ai-coding#claude-code#cli#codex#cursor#devsecops#ecc#enterprise#guardrails#kiro#mcp#typescript

samartomar/ai-harness holds a health index of 81 out of 100, placing it in the Excellent band. It scores highest on Engineering Quality (84/100) and lowest on Community & Adoption (50/100). It was last updated today. A single contributor accounts for most of its recent work.

81
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.

81
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 69 is calibrated to 81 on the published index scale (record calibration 2026-08-02).

Ownership

Samarjeet Singh TomarPersonal account
2 followers4 public repossince Nov 2014@GoSamInfo

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@aihq/harness2.11.04,137263 days agoaiharnessbootstrapdevsecopsenterpriseclaude-codemcp

Metrics by category

Vitality

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

74Good · 21% of overall

Development activity

57Moderate
How it's scored
36/36Push recency — last push 0 days ago
2.8/36Commit cadence — 4/52 weeks with commits
18/18Commit volume — 386 commits in the last year
0/10OpenSSF Scorecard: Maintained — project was created within the last 90 days. Please review its contents carefully
Inputs used
commits_last_year386
human_commit_share—
days_since_last_push0
active_weeks_last_year4

Release discipline

100Exceptional
How it's scored
27/27Ships releases — 25 releases published
36/36Release recency — latest release 3 days ago
27/27Release cadence — a release every ~0.7 days
10/10OpenSSF Scorecard: Signed-Releases — 5 out of the last 5 releases have a total of 10 signed artifacts.
Inputs used
releases_count25
latest_release_tagv2.11.0
releases_from_tagsno
days_since_latest_release3
mean_days_between_releases0.7

Community & Adoption

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

50Moderate · 17% of overall

Popularity & adoption

8Critical
How it's scored
7.7/60Stars — 4 stars
0/25Forks — 1 forks
0/15Watchers — 0 watchers
Inputs used
forks1
stars4
watchers0
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 (Apache-2.0)
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_badges—
has_contributingyes
has_issue_templateno
has_code_of_conductyes
readme_badge_services—
has_pull_request_templateyes

Ecosystem adoption (downloads)

60Moderate
How it's scored
48.2/80Monthly downloads — 4,137 downloads/month across npm
0/20Registry dependents — not reported by this ecosystem
Inputs used
packages@aihq/harness
dependents—
ecosystemsnpm
total_downloads—
monthly_downloads4,137
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?

57Moderate · 23% of overall

Maintainer resilience (bus factor)

24At Risk
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
6.1/22.5Commit distribution — top contributor authored 73% of commits
5.4/13.5Contributor breadth — 4 contributors
3/10OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3
Inputs used
bus_factor1
contributors_sampled4
top_contributor_share0.728

Issue & PR responsiveness

81Excellent
How it's scored
41.5/42Issue resolution — 99% of issues closed
29.2/30PR acceptance — 299/307 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
0/15OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0
Inputs used
merged_prs299
open_issues2
closed_issues165
prs_merged_7d—
prs_decided_7d—
prs_merged_30d—
prs_decided_30d—
issue_closed_ratio0.988
closed_unmerged_prs8
first_time_authors_30d—
first_time_prs_merged_30d—
first_time_prs_decided_30d—
Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.

Ownership & stewardship

38Weak
How it's scored
10/30Ownership backing — personal (user) account
0/20Verified domain — not applicable to user accounts
3.4/25Owner reach — 2 followers of samartomar
17.1/25Track record — 4 public repos, account ~11 yr old
Inputs used
followers2
owner_typeUser
is_verified—
owner_loginsamartomar
public_repos4
account_age_days4,249
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 3 days ago
20/20Version history — 26 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packages@aihq/harness
ecosystemsnpm
any_deprecatedno
min_days_since_publish3

Engineering Quality

Are baseline engineering and documentation practices in place?

84Excellent · 19% of overall

Engineering practices

84Excellent
How it's scored
24/24CI workflows — 8 workflow(s)
24/24Tests present
16/16Linter config — biome.json
0/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configno

Documentation

85Excellent
How it's scored
30/30README
25/25Documentation directory
0/15Documentation / homepage site
10/10Repository description
10/10Topics — 14 topics
10/10Wiki
Inputs used
topicsagent-harness, ai-agents, ai-coding, claude-code, cli, codex, cursor, devsecops, ecc, enterprise, guardrails, kiro, mcp, typescript
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?

77Good · 16% of overall

Security posture

77Good
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
3/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0.5/2.5CII-Best-Practices — badge detected: InProgress
0/7.5Code-Review — Found 0/30 approved changesets -- score normalized to 0
0.8/2.5Contributors — project has 1 contributing companies or organizations -- score normalized to 3
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
5/5Fuzzing — project is fuzzed
2.5/2.5License — license file detected
0/7.5Maintained — project was created within the last 90 days. Please review its contents carefully
5/5Packaging — packaging workflow detected
4/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 8
5/5SAST — SAST tool is run on all commits
5/5Security-Policy — security policy file detected
7.5/7.5Signed-Releases — 5 out of the last 5 releases have a total of 10 signed artifacts.
7.5/7.5Token-Permissions — GitHub workflow tokens follow principle of least privilege
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated18
scorecard_versionv5.5.0
checks_inconclusive0
scorecard_aggregate7.7

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.

82Excellent · 4% of overall

Agent context & guidance

75Good
How it's scored
45/45Agent instructions — AGENTS.md, CLAUDE.md, ai-coding/adapters/claude.md
0/15Machine-readable docs (llms.txt)
0/40Legible commit history — no data
Inputs used
has_llms_txtno
llms_txt_url—
legible_history_share—
agent_instruction_filesAGENTS.md, CLAUDE.md, ai-coding/adapters/claude.md
agent_instruction_max_bytes3,215
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.

Verify loop (build / test / typecheck)

74Good
How it's scored
0/18One-command bootstrap
22/22Automated tests
11/11Lint / format config — biome.json
11/11Static type checking — tsconfig.json
10/10Reproducible environment — lockfile
0/10Demonstrated agent practice — no data
5/8Automated maintenance — dependency automation configured, none observed in the sampled commits
8/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 8
Inputs used
has_nixno
has_testsyes
lockfilespackage-lock.json, uv.lock
has_dockerfileno
typed_languageyes
bootstrap_files—
has_devcontainerno
has_linter_configyes
typecheck_configstsconfig.json
agent_commit_share—
toolchain_manifests—
dependency_bot_commit_share0
Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.

Code legibility for models

99Exceptional
How it's scored
45/45Type-checkable code — TypeScript (statically typed)
54.1/55Manageable file sizes — 9/545 source files over 60KB
Inputs used
primary_languageTypeScript
largest_source_bytes188,566
source_files_sampled545
oversized_source_files9

Machine-readable interfaces

100Exceptional
How it's scored
0/40API schema (OpenAPI/GraphQL/proto) — not applicable to this kind of software
20/20MCP server
40/40Runnable examples — examples
Inputs used
example_dirsexamples
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

4GitHub stars
4contributors
386commits, last 12 months
0days since last push
25releases
1bus factor
2open issues
npmpackage ecosystems

More detail

OpenSSF Scorecard 7.7 / 10
7.7aggregate

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 · 2026-07-18 14:58 UTC

10Binary-Artifactsno binaries found in the repo
4Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests30 out of 30 merged PRs checked by a CI test -- score normalized to 10
2CII-Best-Practicesbadge detected: InProgress
0Code-ReviewFound 0/30 approved changesets -- score normalized to 0
3Contributorsproject has 1 contributing companies or organizations -- score normalized to 3
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
10Fuzzingproject is fuzzed
10Licenselicense file detected
0Maintainedproject was created within the last 90 days. Please review its contents carefully
10Packagingpackaging workflow detected
8Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 8
10SASTSAST tool is run on all commits
10Security-Policysecurity policy file detected
10Signed-Releases5 out of the last 5 releases have a total of 10 signed artifacts.
10Token-PermissionsGitHub workflow tokens follow principle of least privilege
10Vulnerabilities0 existing vulnerabilities detected
Direct dependencies 4
RegistryPackageVersion constraintManifest
npmcommander^15.0.0package.json
npmjsonc-parser^3.3.1package.json
npmyaml2.9.0package.json
npmzod^4.4.3package.json
All dependencies 335

Full resolved dependency set from the GitHub dependency graph: 5 direct and 330 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
npmcommander15.0.0direct
npmcommander4.1.1direct
npmjsonc-parser3.3.1direct
npmyaml2.9.0direct
npmzod4.4.3direct
npm@babel/helper-string-parser7.29.7indirect
npm@babel/helper-validator-identifier7.29.7indirect
npm@babel/parser7.29.7indirect
npm@babel/types7.29.7indirect
npm@bcoe/v8-coverage1.0.2indirect
npm@biomejs/biome2.5.3indirect
npm@biomejs/cli-darwin-arm642.5.3indirect
npm@biomejs/cli-darwin-x642.5.3indirect
npm@biomejs/cli-linux-arm642.5.3indirect
npm@biomejs/cli-linux-arm64-musl2.5.3indirect
npm@biomejs/cli-linux-x642.5.3indirect
npm@biomejs/cli-linux-x64-musl2.5.3indirect
npm@biomejs/cli-win32-arm642.5.3indirect
npm@biomejs/cli-win32-x642.5.3indirect
npm@emnapi/core1.11.1indirect
npm@emnapi/runtime1.11.1indirect
npm@emnapi/wasi-threads1.2.2indirect
npm@esbuild/aix-ppc640.28.1indirect
npm@esbuild/android-arm0.28.1indirect
npm@esbuild/android-arm640.28.1indirect
npm@esbuild/android-x640.28.1indirect
npm@esbuild/darwin-arm640.28.1indirect
npm@esbuild/darwin-x640.28.1indirect
npm@esbuild/freebsd-arm640.28.1indirect
npm@esbuild/freebsd-x640.28.1indirect
npm@esbuild/linux-arm0.28.1indirect
npm@esbuild/linux-arm640.28.1indirect
npm@esbuild/linux-ia320.28.1indirect
npm@esbuild/linux-loong640.28.1indirect
npm@esbuild/linux-mips64el0.28.1indirect
npm@esbuild/linux-ppc640.28.1indirect
npm@esbuild/linux-riscv640.28.1indirect
npm@esbuild/linux-s390x0.28.1indirect
npm@esbuild/linux-x640.28.1indirect
npm@esbuild/netbsd-arm640.28.1indirect
npm@esbuild/netbsd-x640.28.1indirect
npm@esbuild/openbsd-arm640.28.1indirect
npm@esbuild/openbsd-x640.28.1indirect
npm@esbuild/openharmony-arm640.28.1indirect
npm@esbuild/sunos-x640.28.1indirect
npm@esbuild/win32-arm640.28.1indirect
npm@esbuild/win32-ia320.28.1indirect
npm@esbuild/win32-x640.28.1indirect
npm@jridgewell/gen-mapping0.3.13indirect
npm@jridgewell/resolve-uri3.1.2indirect
npm@jridgewell/sourcemap-codec1.5.5indirect
npm@jridgewell/trace-mapping0.3.31indirect
npm@napi-rs/wasm-runtime1.1.6indirect
npm@oxc-project/types0.139.0indirect
npm@rolldown/binding-android-arm641.1.5indirect
npm@rolldown/binding-darwin-arm641.1.5indirect
npm@rolldown/binding-darwin-x641.1.5indirect
npm@rolldown/binding-freebsd-x641.1.5indirect
npm@rolldown/binding-linux-arm-gnueabihf1.1.5indirect
npm@rolldown/binding-linux-arm64-gnu1.1.5indirect
npm@rolldown/binding-linux-arm64-musl1.1.5indirect
npm@rolldown/binding-linux-ppc64-gnu1.1.5indirect
npm@rolldown/binding-linux-s390x-gnu1.1.5indirect
npm@rolldown/binding-linux-x64-gnu1.1.5indirect
npm@rolldown/binding-linux-x64-musl1.1.5indirect
npm@rolldown/binding-openharmony-arm641.1.5indirect
npm@rolldown/binding-wasm32-wasi1.1.5indirect
npm@rolldown/binding-win32-arm64-msvc1.1.5indirect
npm@rolldown/binding-win32-x64-msvc1.1.5indirect
npm@rolldown/pluginutils1.0.1indirect
npm@rollup/rollup-android-arm-eabi4.62.2indirect
npm@rollup/rollup-android-arm644.62.2indirect
npm@rollup/rollup-darwin-arm644.62.2indirect
npm@rollup/rollup-darwin-x644.62.2indirect
npm@rollup/rollup-freebsd-arm644.62.2indirect
npm@rollup/rollup-freebsd-x644.62.2indirect
npm@rollup/rollup-linux-arm-gnueabihf4.62.2indirect
npm@rollup/rollup-linux-arm-musleabihf4.62.2indirect
npm@rollup/rollup-linux-arm64-gnu4.62.2indirect
npm@rollup/rollup-linux-arm64-musl4.62.2indirect
npm@rollup/rollup-linux-loong64-gnu4.62.2indirect
npm@rollup/rollup-linux-loong64-musl4.62.2indirect
npm@rollup/rollup-linux-ppc64-gnu4.62.2indirect
npm@rollup/rollup-linux-ppc64-musl4.62.2indirect
npm@rollup/rollup-linux-riscv64-gnu4.62.2indirect
npm@rollup/rollup-linux-riscv64-musl4.62.2indirect
npm@rollup/rollup-linux-s390x-gnu4.62.2indirect
npm@rollup/rollup-linux-x64-gnu4.62.2indirect
npm@rollup/rollup-linux-x64-musl4.62.2indirect
npm@rollup/rollup-openbsd-x644.62.2indirect
npm@rollup/rollup-openharmony-arm644.62.2indirect
npm@rollup/rollup-win32-arm64-msvc4.62.2indirect
npm@rollup/rollup-win32-ia32-msvc4.62.2indirect
npm@rollup/rollup-win32-x64-gnu4.62.2indirect
npm@rollup/rollup-win32-x64-msvc4.62.2indirect
npm@standard-schema/spec1.1.0indirect
npm@tybys/wasm-util0.10.3indirect
npm@types/chai5.2.3indirect
npm@types/deep-eql4.0.2indirect
npm@types/estree1.0.9indirect
npm@types/node26.1.1indirect
npm@types/whatwg-mimetype3.0.2indirect
npm@types/ws8.18.1indirect
npm@typescript/typescript-aix-ppc647.0.2indirect
npm@typescript/typescript-darwin-arm647.0.2indirect
npm@typescript/typescript-darwin-x647.0.2indirect
npm@typescript/typescript-freebsd-arm647.0.2indirect
npm@typescript/typescript-freebsd-x647.0.2indirect
npm@typescript/typescript-linux-arm7.0.2indirect
npm@typescript/typescript-linux-arm647.0.2indirect
npm@typescript/typescript-linux-loong647.0.2indirect
npm@typescript/typescript-linux-mips64el7.0.2indirect
npm@typescript/typescript-linux-ppc647.0.2indirect
npm@typescript/typescript-linux-riscv647.0.2indirect
npm@typescript/typescript-linux-s390x7.0.2indirect
npm@typescript/typescript-linux-x647.0.2indirect
npm@typescript/typescript-netbsd-arm647.0.2indirect
npm@typescript/typescript-netbsd-x647.0.2indirect
npm@typescript/typescript-openbsd-arm647.0.2indirect
npm@typescript/typescript-openbsd-x647.0.2indirect
npm@typescript/typescript-sunos-x647.0.2indirect
npm@typescript/typescript-win32-arm647.0.2indirect
npm@typescript/typescript-win32-x647.0.2indirect
npm@vitest/coverage-v84.1.10indirect
npm@vitest/expect4.1.10indirect
npm@vitest/mocker4.1.10indirect
npm@vitest/pretty-format4.1.10indirect
npm@vitest/runner4.1.10indirect
npm@vitest/snapshot4.1.10indirect
npm@vitest/spy4.1.10indirect
npm@vitest/utils4.1.10indirect
npmacorn8.17.0indirect
npmajv8.20.0indirect
npmajv-formats3.0.1indirect
npmany-promise1.3.0indirect
npmassertion-error2.0.1indirect
npmast-v8-to-istanbul1.0.4indirect
npmbuffer-image-size0.6.4indirect
npmbundle-require5.1.0indirect
npmcac6.7.14indirect
npmchai6.2.2indirect
npmchokidar4.0.3indirect
npmconfbox0.1.8indirect
npmconsola3.4.2indirect
npmconvert-source-map2.0.0indirect
npmdebug4.4.3indirect
npmdetect-libc2.1.2indirect
npmentities7.0.1indirect
npmes-module-lexer2.3.0indirect
npmesbuild0.28.1indirect
npmestree-walker3.0.3indirect
npmexpect-type1.4.0indirect
npmfast-check4.9.0indirect
npmfast-deep-equal3.1.3indirect
npmfast-uri3.1.3indirect
npmfdir6.5.0indirect
npmfix-dts-default-cjs-exports1.0.1indirect
npmfsevents2.3.3indirect
npmhappy-dom20.10.6indirect
npmhas-flag4.0.0indirect
npmhtml-escaper2.0.2indirect
npmistanbul-lib-coverage3.2.2indirect
npmistanbul-lib-report3.0.1indirect
npmistanbul-reports3.2.0indirect
npmjoycon3.1.1indirect
npmjs-tokens10.0.0indirect
npmjson-schema-traverse1.0.0indirect
npmlightningcss1.32.0indirect
npmlightningcss-android-arm641.32.0indirect
npmlightningcss-darwin-arm641.32.0indirect
npmlightningcss-darwin-x641.32.0indirect
npmlightningcss-freebsd-x641.32.0indirect
npmlightningcss-linux-arm-gnueabihf1.32.0indirect
npmlightningcss-linux-arm64-gnu1.32.0indirect
npmlightningcss-linux-arm64-musl1.32.0indirect
npmlightningcss-linux-x64-gnu1.32.0indirect
npmlightningcss-linux-x64-musl1.32.0indirect
npmlightningcss-win32-arm64-msvc1.32.0indirect
npmlightningcss-win32-x64-msvc1.32.0indirect
npmlilconfig3.1.3indirect
npmlines-and-columns1.2.4indirect
npmload-tsconfig0.2.5indirect
npmmagic-string0.30.21indirect
npmmagicast0.5.3indirect
npmmake-dir4.0.0indirect
npmmlly1.8.2indirect
npmms2.1.3indirect
npmmz2.7.0indirect
npmnanoid3.3.15indirect
npmobject-assign4.1.1indirect
npmobug2.1.3indirect
npmpathe2.0.3indirect
npmpicocolors1.1.1indirect
npmpicomatch4.0.5indirect
npmpirates4.0.7indirect
npmpkg-types1.3.1indirect
npmpostcss8.5.16indirect
npmpostcss-load-config6.0.1indirect
npmpure-rand8.4.1indirect
npmreaddirp4.1.2indirect
npmrequire-from-string2.0.2indirect
npmresolve-from5.0.0indirect
npmrolldown1.1.5indirect
npmrollup4.62.2indirect
npmsemver7.8.5indirect
npmsiginfo2.0.0indirect
npmsource-map0.7.6indirect
npmsource-map-js1.2.1indirect
npmstackback0.0.2indirect
npmstd-env4.2.0indirect
npmsucrase3.35.1indirect
npmsupports-color7.2.0indirect
npmthenify3.3.1indirect
npmthenify-all1.6.0indirect
npmtinybench2.9.0indirect
npmtinyexec0.3.2indirect
npmtinyexec1.2.4indirect
npmtinyglobby0.2.17indirect
npmtinyrainbow3.1.0indirect
npmtree-kill1.2.2indirect
npmts-interface-checker0.1.13indirect
npmtslib2.8.1indirect
npmtsup8.5.1indirect
npmtsx4.23.0indirect
npmtypescript7.0.2indirect
npmufo1.6.4indirect
npmundici-types8.3.0indirect
npmvite8.1.4indirect
npmvitest4.1.10indirect
npmwhatwg-mimetype3.0.0indirect
npmwhy-is-node-running2.3.0indirect
npmws8.21.0indirect
PyPIaih-cisco-skill-scanner-runtime0.0.0indirect
PyPIaiohappyeyeballs2.7.1indirect
PyPIaiohttp3.14.1indirect
PyPIaiosignal1.4.0indirect
PyPIannotated-doc0.0.4indirect
PyPIannotated-types0.7.0indirect
PyPIanthropic0.116.0indirect
PyPIanyio4.14.2indirect
PyPIasync-timeout5.0.1indirect
PyPIattrs26.1.0indirect
PyPIcertifi2026.6.17indirect
PyPIcffi2.1.0indirect
PyPIcharset-normalizer3.4.9indirect
PyPIcisco-ai-skill-scanner2.0.12indirect
PyPIclick8.4.2indirect
PyPIcolorama0.4.6indirect
PyPIcolorclass2.2.2indirect
PyPIcoloredlogs15.0.1indirect
PyPIconfusable-homoglyphs3.3.1indirect
PyPIcryptography49.0.0indirect
PyPIdistro1.9.0indirect
PyPIdocstring-parser0.18.0indirect
PyPIeasygui0.98.3indirect
PyPIexceptiongroup1.3.1indirect
PyPIfastapi0.139.0indirect
PyPIfastuuid0.14.0indirect
PyPIfilelock3.29.7indirect
PyPIflatbuffers25.12.19indirect
PyPIfrozenlist1.8.0indirect
PyPIfsspec2026.6.0indirect
PyPIh110.16.0indirect
PyPIhf-xet1.5.1indirect
PyPIhttpcore1.0.9indirect
PyPIhttptools0.8.0indirect
PyPIhttpx0.28.1indirect
PyPIhuggingface-hub1.23.0indirect
PyPIhumanfriendly10.0indirect
PyPIidna3.18indirect
PyPIimportlib-metadata8.9.0indirect
PyPIjinja23.1.6indirect
PyPIjiter0.16.0indirect
PyPIjsonschema4.26.0indirect
PyPIjsonschema-specifications2025.9.1indirect
PyPIlinkify-it-py2.1.0indirect
PyPIlitellm1.92.0indirect
PyPImagika1.0.3indirect
PyPImarkdown-it-py4.2.0indirect
PyPImarkupsafe3.0.3indirect
PyPImdit-py-plugins0.6.1indirect
PyPImdurl0.1.2indirect
PyPImpmath1.3.0indirect
PyPImsoffcrypto-tool6.0.0indirect
PyPImultidict6.7.1indirect
PyPInumpy2.2.6indirect
PyPInumpy2.4.6indirect
PyPInumpy2.5.1indirect
PyPIolefile0.47indirect
PyPIoletools0.60.2indirect
PyPIonnxruntime1.23.2indirect
PyPIonnxruntime1.27.0indirect
PyPIopenai2.45.0indirect
PyPIpackaging26.2indirect
PyPIpcodedmp1.2.6indirect
PyPIpdfid1.1.3indirect
PyPIplatformdirs4.10.0indirect
PyPIpropcache0.5.2indirect
PyPIprotobuf7.35.1indirect
PyPIpycparser3.0indirect
PyPIpydantic2.13.4indirect
PyPIpydantic-core2.46.4indirect
PyPIpygments2.20.0indirect
PyPIpyparsing3.3.2indirect
PyPIpyreadline33.5.6indirect
PyPIpython-dotenv1.2.2indirect
PyPIpython-frontmatter1.3.0indirect
PyPIpython-multipart0.0.32indirect
PyPIpyyaml6.0.3indirect
PyPIreferencing0.37.0indirect
PyPIregex2026.7.10indirect
PyPIrequests2.34.2indirect
PyPIrich14.3.4indirect
PyPIrpds-py0.30.0indirect
PyPIrpds-py2026.6.3indirect
PyPIsniffio1.3.1indirect
PyPIstarlette1.3.1indirect
PyPIsympy1.14.0indirect
PyPItabulate0.10.0indirect
PyPItextual7.5.0indirect
PyPItiktoken0.13.0indirect
PyPItokenizers0.23.1indirect
PyPItqdm4.68.4indirect
PyPItyping-extensions4.16.0indirect
PyPItyping-inspection0.4.2indirect
PyPIuc-micro-py2.0.0indirect
PyPIurllib32.7.0indirect
PyPIuvicorn0.51.0indirect
PyPIuvloop0.22.1indirect
PyPIwatchfiles1.2.0indirect
PyPIwebsockets16.1indirect
PyPIwin-unicode-console0.5indirect
PyPIyara-x1.19.0indirect
PyPIyarl1.24.2indirect
PyPIzipp4.1.0indirect
Raw JSON report machine-readable

Feedback

Spotted something off in this report, or have thoughts to share? Wrong measurements, missed tooling, ideas, questions — anything is welcome. Every message is read and gets a response.

The message is kept through sign-in.

Related records

Inspected repositories sharing catalogue tags or ecosystems with samartomar/ai-harness. Read them side by side →

98awslabs/cli-agent-orchestratorMulti-agent orchestration for AI coding CLIs — Claude Code, Kiro, Codex, and more, coordinated in isolated tmux sessionsExceptional98QwenLM/qwen-codeAn open-source AI coding agent that lives in your terminal.Exceptional97strands-agents/harness-sdkBuild an agent harness and control it end-to-end. Open-source SDK for production AI agents in Python & TypeScript - any model, any cloud.Exceptional98ComposioHQ/composioComposio powers 1000+ toolkits, tool search, context management, authentication, and a sandboxed workbench to help you build AI agents that turn intent into action.Exceptional98n8n-io/n8nFair-code workflow automation platform with native AI capabilities. Combine visual building with custom code, self-host or cloud, 400+ integrations.Exceptional98bytedance/deer-flowAn open-source long-horizon SuperAgent harness that researches, codes, and creates. With the help of sandboxes, memories, tools, skill, subagents and message gateway, it handles different levels of tasks that could take minutes to hours.Exceptional

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 v0.13.0 — full methodology · metrics wiki.

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