Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-08-21 09:08 UTC

mindsdb / anton

self-improving agent

PythonMIT★ 743 stars⑂ 118 forkssince Feb 2026View on GitHub ↗
KindCommand-line toolLibraryhow this is determined
#agi#ai#ai-agents#code-generation#coworker#jupyter-notebook#clawdbot#moltbot#openclaw#hermes-agent#claude-cow

mindsdb/anton holds a health index of 34 out of 100, placing it in the At Risk band. It scores highest on Vitality (90/100) and lowest on Security (40/100). It was last updated today. 2 contributors account for most of its recent work.

34
overall / 100
At Risk

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.

34
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 75 is calibrated to 89 on the published index scale (record calibration 2026-08-02). High-Risk Jurisdiction Policy applies a 50% multiplier to weighted overall health and gives it an At Risk ceiling of 34.

Ownership

MindsDB IncOrganization
1,422 followers58 public repossince Aug 2017

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
PyPIanton-agent2.26.8.20.310,160630 days ago

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
36/36Push recency — last push 0 days ago
18.7/36Commit cadence — 27/52 weeks with commits
18/18Commit volume — 1,469 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year1,469
human_commit_share0.94
days_since_last_push0
active_weeks_last_year27

Release discipline

100Exceptional
How it's scored
27/27Ships releases — 87 releases published
36/36Release recency — latest release 0 days ago
27/27Release cadence — a release every ~0.1 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count87
latest_release_tagv2.26.8.21.1rc2
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases0.1
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?

73Good · 17% of overall

Popularity & adoption

66Good
How it's scored
46.6/60Stars — 743 stars
17.2/25Forks — 118 forks
2.7/15Watchers — 4 watchers
Inputs used
forks118
stars743
watchers4
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

85Excellent
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
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges3
has_contributingyes
has_issue_templateno
has_code_of_conductyes
readme_badge_servicesshields.io
has_pull_request_templateno

Ecosystem adoption (downloads)

67Good
How it's scored
53.4/80Monthly downloads — 10,160 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesanton-agent
dependents—
ecosystemspypi
total_downloads—
monthly_downloads10,160
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?

84Excellent · 23% of overall

Maintainer resilience (bus factor)

62Moderate
How it's scored
25.2/54Bus factor — 2 contributor(s) cover half of all commits
13.5/22.5Commit distribution — top contributor authored 40% of commits
13.5/13.5Contributor breadth — 18 contributors
10/10OpenSSF Scorecard: Contributors — project has 18 contributing companies or organizations
Inputs used
bus_factor2
contributors_sampled18
top_contributor_share0.398

Issue & PR responsiveness

86Excellent
How it's scored
34.4/42Issue resolution — 82% of issues closed
24.9/30PR acceptance — 294/354 decided PRs merged
13/13Newcomer PR acceptance — 1/1 first-time contributors' PRs merged in 30d
13.5/15OpenSSF Scorecard: Code-Review — Found 10/11 approved changesets -- score normalized to 9
Inputs used
merged_prs294
open_issues2
closed_issues9
prs_merged_7d26
prs_decided_7d26
prs_merged_30d49
prs_decided_30d54
issue_closed_ratio0.818
closed_unmerged_prs60
first_time_authors_30d1
first_time_prs_merged_30d1
first_time_prs_decided_30d1

Ownership & stewardship

97Exceptional
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain — verified-domain status not read for this organization
22.7/25Owner reach — 1,422 followers of mindsdb
24.9/25Track record — 58 public repos, account ~9 yr old
Inputs used
followers1,422
owner_typeOrganization
is_verified—
owner_loginmindsdb
public_repos58
account_age_days3,292
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 — 63 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesanton-agent
ecosystemspypi
any_deprecatedno
min_days_since_publish0

Engineering Quality

Are baseline engineering and documentation practices in place?

81Excellent · 19% of overall

Engineering practices

68Good
How it's scored
24/24CI workflows — 14 workflow(s)
24/24Tests present
0/16Linter config
0/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 17 out of 17 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configno
has_precommit_configno

Documentation

100Exceptional
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://mindsdb.github.io/anton/
10/10Repository description
10/10Topics — 11 topics
10/10Wiki
Inputs used
topicsagi, ai, ai-agents, code-generation, coworker, jupyter-notebook, clawdbot, moltbot, openclaw, hermes-agent, claude-cow
has_wikiyes
homepagehttps://mindsdb.github.io/anton/
docs_sitehttps://mindsdb.github.io/anton/
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

40Weak · 16% of overall

Security posture

32At Risk
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — no data
2.5/2.5CI-Tests — 17 out of 17 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
6.8/7.5Code-Review — Found 10/11 approved changesets -- score normalized to 9
2.5/2.5Contributors — project has 18 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 1 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
5/5SAST — SAST tool is run on all commits
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 — 43 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate6.3
high_risk_jurisdiction_cap34
high_risk_jurisdiction_multiplier50
security_posture_after_multiplier32
security_posture_before_jurisdiction63
Excluded from scoring (no data or not applicable): Branch-Protection, Signed-Releases. Remaining weights renormalized. High-Risk Jurisdiction Policy applies a 50% multiplier and gives Security posture an At risk ceiling of 34.

Dependency advisories

70Good
How it's scored
12.4/35Direct dependencies free of known advisories — 2 affected: aiohttp 3.13.5 (high 7.5), pydantic-settings 2.13.1 (moderate 5.3)
0/25Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope
40/40No advisories left outstanding — no advisory has been public longer than 90 days
Inputs used
sourceosv
advisories60
affected_packages18
assessed_packages1,354
unassessed_packages0
affected_by_severityhigh 9, moderate 6, low 3
direct_affected_packages2
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 1354 resolved dependencies against OSV. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. 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.

56Moderate · 4% of overall

Agent context & guidance

40Weak
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 71 of 94 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
llms_txt_url—
legible_history_share0.755
agent_instruction_files—
agent_instruction_max_bytes—

Verify loop (build / test / typecheck)

58Moderate
How it's scored
0/18One-command bootstrap
22/22Automated tests
0/11Lint / format config
11/11Static type checking — docs/tsconfig.json
10/10Reproducible environment — Dockerfile, lockfile
10/10Demonstrated agent practice — 43 of the last 100 commits agent-authored or agent-credited
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, uv.lock
has_dockerfileyes
typed_languageno
bootstrap_files—
has_devcontainerno
has_linter_configno
typecheck_configsdocs/tsconfig.json
agent_commit_share0.43
toolchain_manifests—
dependency_bot_commit_share0

Code legibility for models

81Excellent
How it's scored
27/45Type-checkable code — Python with type-check config (docs/tsconfig.json)
53.7/55Manageable file sizes — 6/256 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes255,875
source_files_sampled256
oversized_source_files6

Key facts

743GitHub stars
18contributors
1,469commits, last 12 months
0days since last push
87releases
2bus factor
2open issues
npm, PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • deps.dev does not index pypi:anton-agent@2.26.8.20.3; advisories assessed against the repository dependency graph instead

More detail

Star and fork history 0 ★ / 118 ⇿
0Stars
118Forks
85Releases

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.

020406080100120118182026-022026-052026-08
Major 1Minor 1Patch 13
OpenSSF Scorecard 6.3 / 10
6.3aggregate

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 · 2026-08-21 09:07 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
10CI-Tests17 out of 17 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
9Code-ReviewFound 10/11 approved changesets -- score normalized to 9
10Contributorsproject has 18 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 1 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
10SASTSAST tool is run on all commits
0Security-Policysecurity policy file not detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities43 existing vulnerabilities detected
Direct dependencies 11
RegistryPackageVersion constraintManifest
PyPIanthropic>=0.42.0pyproject.toml
PyPIopenai>=1.0pyproject.toml
PyPIpydantic>=2.0pyproject.toml
PyPIpydantic-settings>=2.0pyproject.toml
PyPItyper>=0.12.4pyproject.toml
PyPIrich>=13.0,<15pyproject.toml
PyPIprompt-toolkit>=3.0pyproject.toml
PyPIpackaging>=21.0pyproject.toml
PyPIpyyaml>=6.0pyproject.toml
PyPIdill==0.3.8pyproject.toml
PyPIaiohttp>=3.9pyproject.toml
All dependencies 1,354

Full resolved dependency set from the GitHub dependency graph: 11 direct and 1,343 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
PyPIaiohttp3.13.5direct
PyPIanthropic0.83.0direct
PyPIdill0.3.8direct
PyPIopenai2.21.0direct
PyPIpackaging26.0direct
PyPIprompt-toolkit3.0.52direct
PyPIpydantic2.12.5direct
PyPIpydantic-settings2.13.1direct
PyPIpyyaml6.0.3direct
PyPIrich14.3.3direct
PyPItyper0.24.1direct
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npmspdy-transport3.0.0indirect
npmsprintf-js1.0.3indirect
npmsrcset4.0.0indirect
npmstatuses1.5.0indirect
npmstatuses2.0.2indirect
npmstd-env3.10.0indirect
npmstring-width4.2.3indirect
npmstring-width5.1.2indirect
npmstring_decoder1.1.1indirect
npmstring_decoder1.3.0indirect
npmstringify-entities4.0.4indirect
npmstringify-object3.3.0indirect
npmstrip-ansi6.0.1indirect
npmstrip-ansi7.2.0indirect
npmstrip-bom-string1.0.0indirect
npmstrip-final-newline2.0.0indirect
npmstrip-json-comments2.0.1indirect
npmstrip-json-comments3.1.1indirect
npmstyle-to-js1.1.21indirect
npmstyle-to-object1.0.14indirect
npmstylehacks6.1.1indirect
npmstylis4.4.0indirect
npmsupports-color7.2.0indirect
npmsupports-color8.1.1indirect
npmsupports-preserve-symlinks-flag1.0.0indirect
npmsvg-parser2.0.4indirect
npmsvgo3.3.4indirect
npmtapable2.3.3indirect
npmterser5.48.0indirect
npmterser-webpack-plugin5.6.1indirect
npmthingies2.6.0indirect
npmthunky1.1.0indirect
npmtiny-invariant1.3.3indirect
npmtiny-warning1.0.3indirect
npmtinyexec1.2.4indirect
npmtinypool1.1.1indirect
npmto-regex-range5.0.1indirect
npmtoidentifier1.0.1indirect
npmtotalist3.0.1indirect
npmtree-dump1.1.0indirect
npmtrim-lines3.0.1indirect
npmtrough2.2.0indirect
npmts-dedent2.3.0indirect
npmtslib1.14.1indirect
npmtslib2.8.1indirect
npmtsyringe4.10.0indirect
npmtype-fest1.4.0indirect
npmtype-fest2.19.0indirect
npmtype-is1.6.18indirect
npmtypedarray-to-buffer3.1.5indirect
npmtypescript5.6.3indirect
npmundici7.28.0indirect
npmundici-types7.24.6indirect
npmunicode-canonical-property-names-ecmascript2.0.1indirect
npmunicode-emoji-modifier-base1.0.0indirect
npmunicode-match-property-ecmascript2.0.0indirect
npmunicode-match-property-value-ecmascript2.2.1indirect
npmunicode-property-aliases-ecmascript2.2.0indirect
npmunified11.0.5indirect
npmunique-string3.0.0indirect
npmunist-util-is6.0.1indirect
npmunist-util-position5.0.0indirect
npmunist-util-position-from-estree2.0.0indirect
npmunist-util-stringify-position4.0.0indirect
npmunist-util-visit5.1.0indirect
npmunist-util-visit-parents6.0.2indirect
npmuniversalify2.0.1indirect
npmunpipe1.0.0indirect
npmupdate-browserslist-db1.2.3indirect
npmupdate-notifier6.0.2indirect
npmuri-js4.4.1indirect
npmurl-loader4.1.1indirect
npmutil-deprecate1.0.2indirect
npmutila0.4.0indirect
npmutility-types3.11.0indirect
npmutils-merge1.0.1indirect
npmuuid14.0.0indirect
npmuuid8.3.2indirect
npmvalue-equal1.0.1indirect
npmvary1.1.2indirect
npmvfile6.0.3indirect
npmvfile-location5.0.3indirect
npmvfile-message4.0.3indirect
npmwatchpack2.5.1indirect
npmwbuf1.7.3indirect
npmweb-namespaces2.0.1indirect
npmwebpack5.107.2indirect
npmwebpack-bundle-analyzer4.10.2indirect
npmwebpack-dev-middleware7.4.5indirect
npmwebpack-dev-server5.2.4indirect
npmwebpack-merge5.10.0indirect
npmwebpack-merge6.0.1indirect
npmwebpack-sources3.5.0indirect
npmwebpackbar7.0.0indirect
npmwebsocket-driver0.7.5indirect
npmwebsocket-extensions0.1.4indirect
npmwhatwg-encoding3.1.1indirect
npmwhatwg-mimetype4.0.0indirect
npmwhich2.0.2indirect
npmwidest-line4.0.1indirect
npmwildcard2.0.1indirect
npmwrap-ansi8.1.0indirect
npmwrite-file-atomic3.0.3indirect
npmws7.5.11indirect
npmws8.21.0indirect
npmwsl-utils0.1.0indirect
npmxdg-basedir5.1.0indirect
npmxml-js1.6.11indirect
npmyallist3.1.1indirect
npmyocto-queue1.2.2indirect
npmzwitch2.0.4indirect
PyPIaiohappyeyeballs2.6.1indirect
PyPIaiosignal1.4.0indirect
PyPIannotated-doc0.0.4indirect
PyPIannotated-types0.7.0indirect
PyPIanyio4.12.1indirect
PyPIattrs26.1.0indirect
PyPIcertifi2026.1.4indirect
PyPIclick8.3.1indirect
PyPIcolorama0.4.6indirect
PyPIdistro1.9.0indirect
PyPIdocstring-parser0.17.0indirect
PyPIfrozenlist1.8.0indirect
PyPIh110.16.0indirect
PyPIhttpcore1.0.9indirect
PyPIhttpx0.28.1indirect
PyPIidna3.11indirect
PyPIiniconfig2.3.0indirect
PyPIjiter0.13.0indirect
PyPImarkdown-it-py4.0.0indirect
PyPImdurl0.1.2indirect
PyPImultidict6.7.1indirect
PyPIpillow12.3.0indirect
PyPIpluggy1.6.0indirect
PyPIpropcache0.4.1indirect
PyPIpydantic-core2.41.5indirect
PyPIpygments2.19.2indirect
PyPIpytest9.0.3indirect
PyPIpytest-asyncio1.3.0indirect
PyPIpython-dotenv1.2.2indirect
PyPIshellingham1.5.4indirect
PyPIsniffio1.3.1indirect
PyPItqdm4.67.3indirect
PyPItyping-extensions4.15.0indirect
PyPItyping-inspection0.4.2indirect
PyPIwcwidth0.6.0indirect
PyPIyarl1.23.0indirect
Dependency advisories 18

This repository publishes no package the index resolves, so its own dependency graph was assessed — 1,354 packages, which also include development and test pins that never ship: 18 carry known advisories, of which 2 are direct.

PackageVersionRelationSeverityAdvisoriesFixed in
aiohttp3.13.5directhigh283.14.3
click8.3.1indirecthigh18.3.3
fast-uri3.1.4indirecthigh14.1.2
image-size2.0.2indirecthigh2—
js-yaml3.15.0indirecthigh14.3.1
js-yaml4.3.0indirecthigh14.3.1
nanoid3.3.16indirecthigh15.1.6
undici7.28.0indirecthigh58.9.0
uuid8.3.2indirecthigh113.0.1
pydantic-settings2.13.1directmoderate12.14.2
http-proxy-middleware2.0.9indirectmoderate14.1.0
idna3.11indirectmoderate23.15
joi17.13.3indirectmoderate118.2.1
mermaid11.15.0indirectmoderate511.16.1
webpack-dev-server5.2.4indirectmoderate35.2.6
body-parser1.20.5indirectlow12.3.0
dompurify3.4.9indirectlow33.4.13
pygments2.19.2indirectlow22.20.0

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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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 — PyPI.