Public record
Software health reportschema 0.13.0 · metrics 2.10.0 · 2026-07-18 14:54 UTC

vladkesler / initrunner

Define AI agent roles in YAML and run them anywhere: CLI, API server, or autonomous daemon

Python · SvelteApache-2.0★ 39 stars⑂ 6 forkssince Feb 2026View on GitHub ↗
KindCommand-line toolLibraryMCP serverhow this is determined
#agent-framework#ai-agents#ai-automation#ai-tools#autonomous-agents#cli#llm#llm-agents#mcp#multi-agent#no-code#openai-compatible#pydantic-ai#python#rag#yaml#yaml-configuration

vladkesler/initrunner holds a health index of 78 out of 100, placing it in the Good band. It scores highest on Engineering Quality (86/100) and lowest on Sustainability & Governance (50/100). It was last updated today. A single contributor accounts for most of its recent work.

78
overall / 100
Good

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.

78
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 67 is calibrated to 78 on the published index scale (record calibration 2026-08-02).

Ownership

vladkeslerPersonal account
4 followers6 public repossince Jun 2025

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
PyPIinitrunner2026.7.42,1301100 days agoagentaiai-agentsautonomous-agentsllmmcpno-codeopenai-compatiblepydantic-airagrolerunneryaml

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 0 days ago
14.5/36Commit cadence — 21/52 weeks with commits
18/18Commit volume — 411 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_year411
human_commit_share—
days_since_last_push0
active_weeks_last_year21

Release discipline

90Excellent
How it's scored
27/27Ships releases — 100 releases published
36/36Release recency — latest release 0 days ago
27/27Release cadence — a release every ~3.7 days
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Inputs used
releases_count100
latest_release_tagv2026.7.4
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases3.7

Community & Adoption

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

59Moderate · 17% of overall

Popularity & adoption

31At Risk
How it's scored
25.6/60Stars — 39 stars
5.8/25Forks — 6 forks
0/15Watchers — 1 watchers
Inputs used
forks6
stars39
watchers1
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)

56Moderate
How it's scored
44.4/80Monthly downloads — 2,130 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesinitrunner
dependents—
ecosystemspypi
total_downloads—
monthly_downloads2,130
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?

50Moderate · 23% of overall

Maintainer resilience (bus factor)

14Critical
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
2.7/22.5Commit distribution — top contributor authored 88% 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_share0.879

Issue & PR responsiveness

73Good
How it's scored
42/42Issue resolution — 100% of issues closed
21.4/30PR acceptance — 135/189 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
0/15OpenSSF Scorecard: Code-Review — Found 0/19 approved changesets -- score normalized to 0
Inputs used
merged_prs135
open_issues0
closed_issues3
prs_merged_7d—
prs_decided_7d—
prs_merged_30d—
prs_decided_30d—
issue_closed_ratio1
closed_unmerged_prs54
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

29At Risk
How it's scored
10/30Ownership backing — personal (user) account
0/20Verified domain — not applicable to user accounts
5/25Owner reach — 4 followers of vladkesler
8.3/25Track record — 6 public repos, account ~1 yr old
Inputs used
followers4
owner_typeUser
is_verified—
owner_loginvladkesler
public_repos6
account_age_days393
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 0 days ago
20/20Version history — 110 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesinitrunner
ecosystemspypi
any_deprecatedno
min_days_since_publish0

Engineering Quality

Are baseline engineering and documentation practices in place?

86Excellent · 19% of overall

Engineering practices

94Exceptional
How it's scored
24/24CI workflows — 5 workflow(s)
24/24Tests present
16/16Linter config
9.6/9.6Pre-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_configyes

Documentation

75Good
How it's scored
30/30README
25/25Documentation directory
0/15Documentation / homepage site
10/10Repository description
10/10Topics — 17 topics
0/10Wiki
Inputs used
topicsagent-framework, ai-agents, ai-automation, ai-tools, autonomous-agents, cli, llm, llm-agents, mcp, multi-agent, no-code, openai-compatible, pydantic-ai, python, rag, yaml, yaml-configuration
has_wikino
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?

52Moderate · 16% of overall

Security posture

52Moderate
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
2.2/7.5Branch-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
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/19 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 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
3.5/5SAST — SAST tool is not run on all commits -- score normalized to 7
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
1.5/7.5Vulnerabilities — 8 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated18
scorecard_versionv5.5.0
checks_inconclusive0
scorecard_aggregate5.2

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.

76Good · 4% of overall

Agent context & guidance

75Good
How it's scored
45/45Agent instructions — CLAUDE.md
0/15Machine-readable docs (llms.txt)
0/40Legible commit history — no data
Inputs used
has_llms_txtno
llms_txt_url—
legible_history_share—
agent_instruction_filesCLAUDE.md
agent_instruction_max_bytes12,523
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.

Verify loop (build / test / typecheck)

66Good
How it's scored
0/18One-command bootstrap
22/22Automated tests
11/11Lint / format config
11/11Static type checking — dashboard/tsconfig.json, initrunner/py.typed
10/10Reproducible environment — Dockerfile, lockfile
0/10Demonstrated agent practice — no data
5/8Automated maintenance — dependency automation configured, none observed in the sampled commits
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfilespackage-lock.json, pnpm-lock.yaml, uv.lock
has_dockerfileyes
typed_languageno
bootstrap_files—
has_devcontainerno
has_linter_configyes
typecheck_configsdashboard/tsconfig.json, initrunner/py.typed
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

82Excellent
How it's scored
27/45Type-checkable code — Python with type-check config (dashboard/tsconfig.json, initrunner/py.typed)
54.7/55Manageable file sizes — 4/679 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes72,819
source_files_sampled679
oversized_source_files4

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

39GitHub stars
2contributors
411commits, last 12 months
0days since last push
100releases
1bus factor
0open issues
npm, PyPIpackage ecosystems

More detail

OpenSSF Scorecard 5.2 / 10
5.2aggregate

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 14:54 UTC

10Binary-Artifactsno binaries found in the repo
3Branch-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
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/19 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 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
7SASTSAST tool is not run on all commits -- score normalized to 7
10Security-Policysecurity policy file detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
2Vulnerabilities8 existing vulnerabilities detected
Direct dependencies 19
RegistryPackageVersion constraintManifest
npm@dicebear/core^9.4.3dashboard/package.json
npm@dicebear/rings^9.4.3dashboard/package.json
npm@xyflow/svelte^1.6.2dashboard/package.json
npmposthog-js^1.399.2dashboard/package.json
PyPIpydantic-ai-slim>=2.13.0pyproject.toml
PyPIpydantic>=2.11pyproject.toml
PyPItyper>=0.21.1pyproject.toml
PyPIpyyaml>=6.0.3pyproject.toml
PyPIrich>=14.3.2pyproject.toml
PyPIlancedb>=0.29.2pyproject.toml
PyPIwatchfiles>=1.1.1pyproject.toml
PyPIcroniter>=6.0.0pyproject.toml
PyPIbeautifulsoup4>=4.13.2pyproject.toml
PyPImarkdownify>=1.2.2pyproject.toml
PyPIpython-dotenv>=1.2.1pyproject.toml
PyPIjinja2>=3.1pyproject.toml
PyPIinitguard>=2026.3.3pyproject.toml
PyPIfastmcp>=3.2.0pyproject.toml
PyPIanyio>=4.13.0pyproject.toml
All dependencies 371

Full resolved dependency set from the GitHub dependency graph: 19 direct and 352 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
npm@dicebear/core9.4.3direct
npm@dicebear/rings9.4.3direct
npm@xyflow/svelte1.6.2direct
npmposthog-js1.404.1direct
PyPIanyio4.13.0direct
PyPIbeautifulsoup44.14.3direct
PyPIcroniter6.0.0direct
PyPIfastmcp3.3.1direct
PyPIinitguard2026.3.3direct
PyPIjinja23.1.6direct
PyPIlancedb0.29.2direct
PyPImarkdownify1.2.2direct
PyPIpydantic2.12.5direct
PyPIpydantic-ai-slim2.13.0direct
PyPIpython-dotenv1.2.2direct
PyPIpyyaml6.0.3direct
PyPIrich14.3.2direct
PyPItyper0.21.1direct
PyPIwatchfiles1.1.1direct
npm@emnapi/core1.11.1indirect
npm@emnapi/runtime1.11.1indirect
npm@emnapi/wasi-threads1.2.2indirect
npm@floating-ui/core1.7.5indirect
npm@floating-ui/dom1.7.6indirect
npm@floating-ui/utils0.2.11indirect
npm@internationalized/date3.12.0indirect
npm@jridgewell/gen-mapping0.3.13indirect
npm@jridgewell/remapping2.3.5indirect
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@polka/url1.0.0-next.29indirect
npm@posthog/core1.43.1indirect
npm@posthog/types1.397.0indirect
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@standard-schema/spec1.1.0indirect
npm@svelte-put/shortcut4.1.0indirect
npm@sveltejs/acorn-typescript1.0.10indirect
npm@sveltejs/adapter-static3.0.10indirect
npm@sveltejs/kit2.70.0indirect
npm@sveltejs/vite-plugin-svelte7.2.0indirect
npm@swc/helpers0.5.23indirect
npm@tailwindcss/node4.3.2indirect
npm@tailwindcss/oxide4.3.2indirect
npm@tailwindcss/oxide-android-arm644.3.2indirect
npm@tailwindcss/oxide-darwin-arm644.3.2indirect
npm@tailwindcss/oxide-darwin-x644.3.2indirect
npm@tailwindcss/oxide-freebsd-x644.3.2indirect
npm@tailwindcss/oxide-linux-arm-gnueabihf4.3.2indirect
npm@tailwindcss/oxide-linux-arm64-gnu4.3.2indirect
npm@tailwindcss/oxide-linux-arm64-musl4.3.2indirect
npm@tailwindcss/oxide-linux-x64-gnu4.3.2indirect
npm@tailwindcss/oxide-linux-x64-musl4.3.2indirect
npm@tailwindcss/oxide-wasm32-wasi4.3.2indirect
npm@tailwindcss/oxide-win32-arm64-msvc4.3.2indirect
npm@tailwindcss/oxide-win32-x64-msvc4.3.2indirect
npm@tailwindcss/vite4.3.2indirect
npm@tybys/wasm-util0.10.3indirect
npm@types/cookie0.6.0indirect
npm@types/d3-color3.1.3indirect
npm@types/d3-drag3.0.7indirect
npm@types/d3-interpolate3.0.4indirect
npm@types/d3-selection3.0.11indirect
npm@types/d3-transition3.0.9indirect
npm@types/d3-zoom3.0.8indirect
npm@types/estree1.0.9indirect
npm@types/json-schema7.0.15indirect
npm@types/trusted-types2.0.7indirect
npm@xyflow/system0.0.79indirect
npmacorn8.17.0indirect
npmargparse2.0.1indirect
npmaria-query5.3.1indirect
npmaxobject-query4.1.0indirect
npmbits-ui2.18.1indirect
npmclsx2.1.1indirect
npmcookie1.1.1indirect
npmcore-js3.49.0indirect
npmd3-color3.1.0indirect
npmd3-dispatch3.0.1indirect
npmd3-drag3.0.0indirect
npmd3-ease3.0.1indirect
npmd3-interpolate3.0.1indirect
npmd3-selection3.0.0indirect
npmd3-timer3.0.1indirect
npmd3-transition3.0.1indirect
npmd3-zoom3.0.0indirect
npmdeepmerge4.3.1indirect
npmdequal2.0.3indirect
npmdetect-libc2.1.2indirect
npmdevalue5.8.1indirect
npmdompurify3.4.11indirect
npmenhanced-resolve5.21.6indirect
npmesm-env1.2.2indirect
npmesrap2.2.13indirect
npmfdir6.5.0indirect
npmfflate0.4.8indirect
npmfsevents2.3.3indirect
npmgraceful-fs4.2.11indirect
npminline-style-parser0.2.7indirect
npmis-reference3.0.3indirect
npmjiti2.7.0indirect
npmjs-yaml5.2.1indirect
npmkleur4.1.5indirect
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
npmlocate-character3.0.0indirect
npmlucide-svelte1.0.1indirect
npmlz-string1.5.0indirect
npmmagic-string0.30.21indirect
npmmrmime2.0.1indirect
npmnanoid3.3.12indirect
npmobug2.1.3indirect
npmpicocolors1.1.1indirect
npmpicomatch4.0.4indirect
npmpostcss8.5.19indirect
npmpreact10.29.7indirect
npmquery-selector-shadow-dom1.0.1indirect
npmrolldown1.1.5indirect
npmruned0.35.1indirect
npmset-cookie-parser3.1.0indirect
npmsirv3.0.2indirect
npmsource-map-js1.2.1indirect
npmstyle-to-object1.0.14indirect
npmsvelte5.56.4indirect
npmsvelte-toolbelt0.10.6indirect
npmtabbable6.4.0indirect
npmtailwind-merge3.6.0indirect
npmtailwind-variants3.2.2indirect
npmtailwindcss4.3.2indirect
npmtapable2.3.3indirect
npmtinyglobby0.2.17indirect
npmtotalist3.0.1indirect
npmtslib2.8.1indirect
npmtypescript6.0.3indirect
npmvite8.1.5indirect
npmvitefu1.1.3indirect
npmweb-vitals5.3.0indirect
npmzimmerframe1.1.4indirect
PyPIaiofile3.9.0indirect
PyPIaiohappyeyeballs2.6.1indirect
PyPIaiohttp3.14.1indirect
PyPIaiosignal1.4.0indirect
PyPIannotated-doc0.0.4indirect
PyPIannotated-types0.7.0indirect
PyPIanthropic0.109.1indirect
PyPIattrs25.4.0indirect
PyPIaudioop-lts0.2.2indirect
PyPIauthlib1.7.2indirect
PyPIbackports-tarfile1.2.0indirect
PyPIbeartype0.22.9indirect
PyPIbetter-profanity0.7.0indirect
PyPIboto31.43.13indirect
PyPIbotocore1.43.13indirect
PyPIbottle0.13.4indirect
PyPIbrotli1.2.0indirect
PyPIbrotlicffi1.2.0.0indirect
PyPIcachetools7.0.0indirect
PyPIcaio0.9.25indirect
PyPIcel-python0.5.0indirect
PyPIcertifi2026.1.4indirect
PyPIcffi2.0.0indirect
PyPIcfgv3.5.0indirect
PyPIcharset-normalizer3.4.4indirect
PyPIclick8.4.2indirect
PyPIclr-loader0.2.10indirect
PyPIcohere5.20.7indirect
PyPIcolorama0.4.6indirect
PyPIcryptography49.0.0indirect
PyPIcyclopts4.5.1indirect
PyPIddgs9.10.0indirect
PyPIdefusedxml0.7.1indirect
PyPIdeprecation2.1.0indirect
PyPIdiscord-py2.6.4indirect
PyPIdistlib0.4.0indirect
PyPIdistro1.9.0indirect
PyPIdnspython2.8.0indirect
PyPIdocstring-parser0.17.0indirect
PyPIdocutils0.22.4indirect
PyPIemail-validator2.3.0indirect
PyPIet-xmlfile2.0.0indirect
PyPIeval-type-backport0.3.1indirect
PyPIexceptiongroup1.3.1indirect
PyPIfake-useragent2.2.0indirect
PyPIfasta2a0.6.1indirect
PyPIfastapi0.135.2indirect
PyPIfastavro1.12.1indirect
PyPIfastembed0.8.0indirect
PyPIfastmcp-slim3.3.1indirect
PyPIfilelock3.20.3indirect
PyPIflatbuffers25.12.19indirect
PyPIfrozenlist1.8.0indirect
PyPIfsspec2026.2.0indirect
PyPIgenai-prices0.0.71indirect
PyPIgoogle-auth2.53.0indirect
PyPIgoogle-genai2.5.0indirect
PyPIgoogle-re21.1.20251105indirect
PyPIgoogleapis-common-protos1.72.0indirect
PyPIgriffelib2.0.0indirect
PyPIgroq1.0.0indirect
PyPIgrpcio1.78.0indirect
PyPIh110.16.0indirect
PyPIh24.3.0indirect
PyPIhf-xet1.2.0indirect
PyPIhpack4.1.0indirect
PyPIhttpcore1.0.9indirect
PyPIhttpcore22.3.0indirect
PyPIhttpx0.28.1indirect
PyPIhttpx-sse0.4.3indirect
PyPIhttpx22.3.0indirect
PyPIhuggingface-hub0.36.2indirect
PyPIhyperframe6.1.0indirect
PyPIidentify2.6.16indirect
PyPIidna3.16indirect
PyPIimportlib-metadata8.7.1indirect
PyPIiniconfig2.3.0indirect
PyPIjaraco-classes3.4.0indirect
PyPIjaraco-context6.1.0indirect
PyPIjaraco-functools4.4.0indirect
PyPIjeepney0.9.0indirect
PyPIjiter0.13.0indirect
PyPIjmespath1.1.0indirect
PyPIjoserfc1.7.2indirect
PyPIjsonpath-python1.1.6indirect
PyPIjsonref1.1.0indirect
PyPIjsonschema4.26.0indirect
PyPIjsonschema-path0.3.4indirect
PyPIjsonschema-specifications2025.9.1indirect
PyPIkeyring25.7.0indirect
PyPIlance-namespace0.5.2indirect
PyPIlance-namespace-urllib3-client0.5.2indirect
PyPIlark1.3.1indirect
PyPIlogfire-api4.22.0indirect
PyPIloguru0.7.3indirect
PyPIlxml6.1.0indirect
PyPImarkdown-it-py4.0.0indirect
PyPImarkupsafe3.0.3indirect
PyPImcp1.28.1indirect
PyPImdurl0.1.2indirect
PyPImistralai2.4.5indirect
PyPImmh35.2.0indirect
PyPImore-itertools10.8.0indirect
PyPImpmath1.3.0indirect
PyPImultidict6.7.1indirect
PyPInodeenv1.10.0indirect
PyPInumpy2.4.2indirect
PyPIonnxruntime1.24.4indirect
PyPIopenai2.46.0indirect
PyPIopenapi-pydantic0.5.1indirect
PyPIopenpyxl3.1.5indirect
PyPIopentelemetry-api1.39.1indirect
PyPIopentelemetry-exporter-otlp1.39.1indirect
PyPIopentelemetry-exporter-otlp-proto-common1.39.1indirect
PyPIopentelemetry-exporter-otlp-proto-grpc1.39.1indirect
PyPIopentelemetry-exporter-otlp-proto-http1.39.1indirect
PyPIopentelemetry-instrumentation0.60b1indirect
PyPIopentelemetry-instrumentation-logging0.60b1indirect
PyPIopentelemetry-proto1.39.1indirect
PyPIopentelemetry-sdk1.39.1indirect
PyPIopentelemetry-semantic-conventions0.60b1indirect
PyPIoverrides7.7.0indirect
PyPIpackaging25.0indirect
PyPIpathable0.4.4indirect
PyPIpendulum3.2.0indirect
PyPIpillow12.2.0indirect
PyPIplatformdirs4.5.1indirect
PyPIpluggy1.6.0indirect
PyPIpre-commit4.5.1indirect
PyPIprimp1.0.0indirect
PyPIpropcache0.4.1indirect
PyPIprotobuf6.33.5indirect
PyPIproxy-tools0.1.0indirect
PyPIpy-key-value-aio0.4.4indirect
PyPIpy-rust-stemmers0.1.5indirect
PyPIpyarrow23.0.1indirect
PyPIpyasn10.6.3indirect
PyPIpyasn1-modules0.4.2indirect
PyPIpycparser3.0indirect
PyPIpydantic-core2.41.5indirect
PyPIpydantic-evals2.13.0indirect
PyPIpydantic-graph2.13.0indirect
PyPIpydantic-settings2.14.2indirect
PyPIpygments2.20.0indirect
PyPIpyjwt2.13.0indirect
PyPIpymupdf1.26.7indirect
PyPIpymupdf4llm0.2.9indirect
PyPIpyobjc-core12.1indirect
PyPIpyobjc-framework-cocoa12.1indirect
PyPIpyobjc-framework-quartz12.1indirect
PyPIpyobjc-framework-security12.1indirect
PyPIpyobjc-framework-uniformtypeidentifiers12.1indirect
PyPIpyobjc-framework-webkit12.1indirect
PyPIpyperclip1.11.0indirect
PyPIpytest9.0.3indirect
PyPIpytest-asyncio1.3.0indirect
PyPIpytest-timeout2.4.0indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpython-docx1.2.0indirect
PyPIpython-multipart0.0.32indirect
PyPIpython-telegram-bot22.6indirect
PyPIpythonnet3.0.5indirect
PyPIpytz2025.2indirect
PyPIpywebview6.1indirect
PyPIpywin32311indirect
PyPIpywin32-ctypes0.2.3indirect
PyPIqtpy2.4.3indirect
PyPIreferencing0.36.2indirect
PyPIregex2026.1.15indirect
PyPIrequests2.33.0indirect
PyPIrich-rst1.3.2indirect
PyPIrpds-py0.30.0indirect
PyPIruff0.15.7indirect
PyPIs3transfer0.17.0indirect
PyPIsecretstorage3.5.0indirect
PyPIshellingham1.5.4indirect
PyPIsix1.17.0indirect
PyPIslack-sdk3.41.0indirect
PyPIsniffio1.3.1indirect
PyPIsocksio1.0.0indirect
PyPIsoupsieve2.8.4indirect
PyPIsse-starlette3.2.0indirect
PyPIstarlette1.3.1indirect
PyPIsympy1.14.0indirect
PyPItabulate0.9.0indirect
PyPItenacity9.1.4indirect
PyPItiktoken0.12.0indirect
PyPItokenizers0.22.2indirect
PyPItqdm4.67.3indirect
PyPItruststore0.10.4indirect
PyPIty0.0.24indirect
PyPItypes-requests2.32.4.20260107indirect
PyPItyping-extensions4.15.0indirect
PyPItyping-inspection0.4.2indirect
PyPItzdata2025.3indirect
PyPIuncalled-for0.2.0indirect
PyPIurllib32.7.0indirect
PyPIuvicorn0.42.0indirect
PyPIvirtualenv20.36.1indirect
PyPIwebsockets15.0.1indirect
PyPIwin32-setctime1.2.0indirect
PyPIwrapt1.17.3indirect
PyPIxai-sdk1.17.0indirect
PyPIyarl1.22.0indirect
PyPIyoutube-transcript-api1.2.4indirect
PyPIzipp3.23.0indirect
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 vladkesler/initrunner. Read them side by side →

100deepset-ai/haystackOpen-source AI orchestration framework for building context-engineered, production-ready LLM applications. Design modular pipelines and agent workflows with explicit control over retrieval, routing, memory, and generation. Built for scalable agents, RAG, multimodal applications, semantic search, and conversational systems.Exceptional99ag2ai/ag2AG2 (formerly AutoGen): The Open-Source AgentOS.Join us at: https://discord.gg/sNGSwQME3xExceptional98ModelEngine-Group/nexentNexent is a zero-code platform for auto-generating production-grade AI agents using Harness Engineering principles — unified tools, skills, memory, and orchestration with built-in constraints, feedback loops, and control planes.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.Exceptional98awslabs/cli-agent-orchestratorMulti-agent orchestration for AI coding CLIs — Claude Code, Kiro, Codex, and more, coordinated in isolated tmux sessionsExceptional99IBM/mcp-context-forgeAn AI Gateway, registry, and proxy that sits in front of any MCP, A2A, or REST/gRPC APIs, exposing a unified endpoint with centralized discovery, guardrails and management. Optimizes Agent & Tool calling, and supports plugins.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 — PyPI.