Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-09-11 07:44 UTC

IgorGanapolsky / ThumbGate

ThumbGate Pre-Action Checks self-improve from ranked lessons and repeated failures, hard-block detected secret leaks, and block matches in strict mode.

JavaScript · HTMLMIT★ 26 stars⑂ 7 forkssince Mar 2026View on GitHub ↗
KindLibraryCommand-line toolNetwork serviceMCP serverhow this is determined
#ai-safety#developer-tools#ai-agents#guardrails#thompson-sampling#agent-reliability#claude-code#codex#cursor#feedback-loop#gemini#mcp#mcp-server#opencode#pre-action-checks#thumbgate#self-improving-agents#amp

IgorGanapolsky/ThumbGate holds a health index of 84 out of 100, placing it in the Excellent band. It scores highest on Vitality (86/100) and lowest on Community & Adoption (58/100). It was last updated today. A single contributor accounts for most of its recent work.

84
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.

84
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 71 is calibrated to 84 on the published index scale (record calibration 2026-08-02).

Ownership

Igor GanapolskyPersonal account
140 followers138 public repossince Feb 2010Production AI Reliability

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
npmthumbgate1.37.12,3691110 days agomcpmcp-serverai-agentsagent-skillsskillcontext-engineeringpre-action-checksai-agent-safetyguardrailsfeedback-memorythumbgatellmopsdpoagentic-commerceagent-qualitycommerceprevention-rulesthompson-samplingmemaligndual-memoryfeedback-to-enforcement-pipelineclaude-codeclaude-skillclaude-plugincursorcodexsafetyenforcementai-agent-memoryrepeated-mistakesagent-error-preventionai-authenticityprevent-ai-slophuman-led-aiai-standards-enforcement

Metrics by category

Vitality

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

86Excellent · 21% of overall

Development activity

83Excellent
How it's scored
36/36Push recency — last push 0 days ago
19.4/36Commit cadence — 28/52 weeks with commits
18/18Commit volume — 1,752 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 30 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year1,752
human_commit_share0.74
days_since_last_push0
active_weeks_last_year28

Release discipline

90Excellent
How it's scored
27/27Ships releases — 100 releases published
36/36Release recency — latest release 1 days ago
27/27Release cadence — a release every ~4.2 days
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Inputs used
releases_count100
latest_release_tagv1.37.1
releases_from_tagsno
days_since_latest_release1
mean_days_between_releases4.2

Community & Adoption

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

58Moderate · 17% of overall

Popularity & adoption

29At Risk
How it's scored
22.7/60Stars — 26 stars
6.5/25Forks — 7 forks
0/15Watchers — 1 watchers
Inputs used
forks7
stars26
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 (MIT)
18/18CONTRIBUTING guide
13.5/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges10
has_contributingyes
has_issue_templateno
has_code_of_conductyes
readme_badge_servicesgithub.com, shields.io
has_pull_request_templateyes

Ecosystem adoption (downloads)

56Moderate
How it's scored
45/80Monthly downloads — 2,369 downloads/month across npm
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesthumbgate
dependents—
ecosystemsnpm
total_downloads—
monthly_downloads2,369
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?

59Moderate · 23% of overall

Maintainer resilience (bus factor)

13Critical
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
0/22.5Commit distribution — top contributor authored 100% of commits
1.4/13.5Contributor breadth — 1 contributors
3/10OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3
Inputs used
bus_factor1
contributors_sampled1
top_contributor_share1

Issue & PR responsiveness

77Good
How it's scored
38/42Issue resolution — 90% of issues closed
14/30PR acceptance — 1,760/3,778 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
15/15OpenSSF Scorecard: Code-Review — all changesets reviewed
Inputs used
merged_prs1,760
open_issues5
closed_issues47
prs_merged_7d16
prs_decided_7d21
prs_merged_30d16
prs_decided_30d21
issue_closed_ratio0.904
closed_unmerged_prs2,018
first_time_authors_30d0
first_time_prs_merged_30d0
first_time_prs_decided_30d0
Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.

Ownership & stewardship

63Moderate
How it's scored
10/30Ownership backing — personal (user) account
0/20Verified domain — not applicable to user accounts
15.5/25Owner reach — 140 followers of IgorGanapolsky
25/25Track record — 138 public repos, account ~16 yr old
Inputs used
followers140
owner_typeUser
is_verified—
owner_loginIgorGanapolsky
public_repos138
account_age_days6,056
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 0 days ago
20/20Version history — 111 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesthumbgate
ecosystemsnpm
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 — 34 workflow(s)
24/24Tests present
0/16Linter config
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_configno
has_precommit_configno

Documentation

100Exceptional
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://thumbgate.ai
10/10Repository description
10/10Topics — 18 topics
10/10Wiki
Inputs used
topicsai-safety, developer-tools, ai-agents, guardrails, thompson-sampling, agent-reliability, claude-code, codex, cursor, feedback-loop, gemini, mcp, mcp-server, opencode, pre-action-checks, thumbgate, self-improving-agents, amp
has_wikiyes
homepagehttps://thumbgate.ai
docs_sitehttps://thumbgate.ai
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

70Good · 16% of overall

Security posture

62Moderate
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
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
7.5/7.5Code-Review — all changesets reviewed
0.8/2.5Contributors — project has 1 contributing companies or organizations -- score normalized to 3
0/10Dangerous-Workflow — 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 30 issue activity found in the last 90 days -- score normalized to 10
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
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
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated18
scorecard_versionv5.5.0
checks_inconclusive0
scorecard_aggregate6.2

Dependency advisories

100Exceptional
How it's scored
35/35Direct dependencies free of known advisories — no direct dependency carries a known advisory
0/25Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope
0/40No advisories left outstanding — no advisory carries a publication date
Inputs used
sourceosv
advisories0
affected_packages0
assessed_packages338
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 338 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.

84Excellent · 4% of overall

Agent context & guidance

100Exceptional
How it's scored
45/45Agent instructions — AGENTS.md, CLAUDE.md, GEMINI.md, adapters/cline/.clinerules, plugins/codex-profile/AGENTS.md
15/15Machine-readable docs (llms.txt) — llms.txt present
40/40Legible commit history — 74 of 74 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtyes
llms_txt_url—
legible_history_share1
agent_instruction_filesAGENTS.md, CLAUDE.md, GEMINI.md, adapters/cline/.clinerules, plugins/codex-profile/AGENTS.md
agent_instruction_max_bytes29,818

Verify loop (build / test / typecheck)

82Excellent
How it's scored
12.6/18One-command bootstrap — plugins/jetbrains-plugin/build.gradle.kts (toolchain convention, no task runner)
22/22Automated tests
0/11Lint / format config
11/11Static type checking — workers/tsconfig.json
10/10Reproducible environment — Dockerfile, lockfile
10/10Demonstrated agent practice — 14 of the last 100 commits agent-authored or agent-credited
8/8Automated maintenance — 26 of the last 100 commits are automated dependency updates
8/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 8
Inputs used
has_nixno
has_testsyes
lockfilespackage-lock.json
has_dockerfileyes
typed_languageno
bootstrap_files—
has_devcontainerno
has_linter_configno
typecheck_configsworkers/tsconfig.json
agent_commit_share0.14
toolchain_manifestsplugins/jetbrains-plugin/build.gradle.kts
dependency_bot_commit_share0.26

Code legibility for models

81Excellent
How it's scored
27/45Type-checkable code — JavaScript with type-check config (workers/tsconfig.json)
54.2/55Manageable file sizes — 22/1,460 source files over 60KB
Inputs used
primary_languageJavaScript
largest_source_bytes470,493
source_files_sampled1,460
oversized_source_files22

Machine-readable interfaces

60Moderate
How it's scored
40/40API schema (OpenAPI/GraphQL/proto) — adapters/chatgpt/openapi.yaml, openapi/openapi.yaml
20/20MCP server
0/40Runnable examples
Inputs used
example_dirs—
has_mcp_signalyes
api_schema_filesadapters/chatgpt/openapi.yaml, openapi/openapi.yaml
interfaces_expected_ofnetwork-service

Key facts

26GitHub stars
1contributors
1,752commits, last 12 months
0days since last push
100releases
1bus factor
5open issues
npmpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • deps.dev does not index npm:thumbgate@1.37.1; advisories assessed against the repository dependency graph instead

More detail

Star and fork history 0 ★ / 7 ⇿
0Stars
7Forks
86Releases

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.

1234567712026-032026-052026-07
Major 1Minor 25Patch 60
OpenSSF Scorecard 6.2 / 10
6.2aggregate

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 · 2026-09-11 07:44 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
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
10Code-Reviewall changesets reviewed
3Contributorsproject has 1 contributing companies or organizations -- score normalized to 3
0Dangerous-Workflowdangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 30 issue activity found in the last 90 days -- score normalized to 10
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
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 existing vulnerabilities detected
Direct dependencies 11
RegistryPackageVersion constraintManifest
npm@anthropic-ai/sdk^0.122.0package.json
npm@google/genai2.19.0package.json
npm@lancedb/lancedb^0.38.0package.json
npmapache-arrow^18.1.0package.json
npmbetter-sqlite3^12.9.0package.json
npmdotenv^17.4.2package.json
npmjs-yaml5.4.1package.json
npmplaywright-core^1.59.1package.json
npmprotobufjs^8.7.1package.json
npmstripe^22.2.0package.json
npmstripe^22.6.0workers/package.json
All dependencies 338

Full resolved dependency set from the GitHub dependency graph: 11 direct and 327 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

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npmfsevents2.3.2indirect
npmfsevents2.3.3indirect
npmfunction-bind1.1.2indirect
npmgaxios7.1.4indirect
npmgcp-metadata8.1.2indirect
npmget-caller-file2.0.5indirect
npmget-east-asian-width1.6.0indirect
npmget-intrinsic1.3.0indirect
npmget-proto1.0.1indirect
npmgithub-from-package0.0.0indirect
npmglob13.0.6indirect
npmgoogle-auth-library10.6.2indirect
npmgoogle-logging-utils1.1.3indirect
npmgopd1.2.0indirect
npmguid-typescript1.0.9indirect
npmhas-flag4.0.0indirect
npmhas-symbols1.1.0indirect
npmhas-tostringtag1.0.2indirect
npmhasown2.0.4indirect
npmhtml-escaper2.0.2indirect
npmhttps-proxy-agent7.0.6indirect
npmhuman-id4.2.1indirect
npmhumanize-ms1.2.1indirect
npmieee7541.2.1indirect
npmimport-meta-resolve4.2.0indirect
npminherits2.0.4indirect
npmini1.3.8indirect
npmis-buffer1.1.6indirect
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npmistanbul-lib-coverage3.2.2indirect
npmistanbul-lib-report3.0.1indirect
npmistanbul-reports3.2.0indirect
npmjju1.4.0indirect
npmjson-bigint1.0.0indirect
npmjson-bignum0.0.3indirect
npmjson-schema-to-ts3.1.1indirect
npmjsonc-parser3.3.1indirect
npmjwa2.0.1indirect
npmjws4.0.1indirect
npmlaunch-editor2.14.1indirect
npmlocate-path6.0.0indirect
npmlodash.camelcase4.3.0indirect
npmlong5.3.2indirect
npmlru-cache11.3.3indirect
npmmake-dir4.0.0indirect
npmmath-intrinsics1.1.0indirect
npmmd52.3.0indirect
npmmime-db1.52.0indirect
npmmime-types2.1.35indirect
npmmimic-response3.1.0indirect
npmminimatch10.2.6indirect
npmminimist1.2.8indirect
npmminipass7.1.3indirect
npmminizlib3.1.0indirect
npmmkdirp-classic0.5.3indirect
npmms2.1.3indirect
npmnapi-build-utils2.0.0indirect
npmnode-abi3.89.0indirect
npmnode-domexception1.0.0indirect
npmnode-fetch2.7.0indirect
npmnode-fetch3.3.2indirect
npmonce1.4.0indirect
npmonnxruntime-common1.19.2indirect
npmonnxruntime-common1.20.0-dev.20241016-2b8fc5529bindirect
npmonnxruntime-node1.19.2indirect
npmonnxruntime-web1.21.0-dev.20241024-d9ca84ef96indirect
npmopenai4.29.2indirect
npmp-limit3.1.0indirect
npmp-locate5.0.0indirect
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npmpackage-manager-detector1.8.0indirect
npmpath-exists4.0.0indirect
npmpath-key3.1.1indirect
npmpath-scurry2.0.2indirect
npmpicocolors1.1.1indirect
npmpicomatch4.0.5indirect
npmplatform1.3.6indirect
npmplaywright1.62.1indirect
npmprebuild-install7.1.3indirect
npmpump3.0.4indirect
npmrc1.2.8indirect
npmreadable-stream3.6.2indirect
npmreflect-metadata0.2.2indirect
npmretry0.13.1indirect
npmsafe-buffer5.2.1indirect
npmsemver7.8.5indirect
npmsharp0.35.4indirect
npmshebang-command2.0.0indirect
npmshebang-regex3.0.0indirect
npmshell-quote1.10.0indirect
npmsignal-exit4.1.0indirect
npmsimple-concat1.0.1indirect
npmsimple-get4.0.1indirect
npmsisteransi1.0.5indirect
npmstandardwebhooks1.0.0indirect
npmstring-width7.2.0indirect
npmstring-width8.2.2indirect
npmstring_decoder1.3.0indirect
npmstrip-ansi7.2.0indirect
npmstrip-json-comments2.0.1indirect
npmsupports-color7.2.0indirect
npmtable-layout4.1.1indirect
npmtar7.5.22indirect
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npmtar-stream2.2.0indirect
npmtest-exclude8.0.0indirect
npmtinyexec1.3.0indirect
npmtinyglobby0.2.17indirect
npmtr460.0.3indirect
npmts-algebra2.0.0indirect
npmtslib2.8.1indirect
npmtsx4.23.13indirect
npmtunnel-agent0.6.0indirect
npmtypescript5.9.3indirect
npmtypical4.0.0indirect
npmtypical7.3.0indirect
npmundici8.10.0indirect
npmundici-types5.26.5indirect
npmundici-types6.21.0indirect
npmundici-types8.9.0indirect
npmutil-deprecate1.0.2indirect
npmv8-to-istanbul9.3.0indirect
npmweb-streams-polyfill3.3.3indirect
npmweb-streams-polyfill4.0.0-beta.3indirect
npmwebidl-conversions3.0.1indirect
npmwhatwg-url5.0.0indirect
npmwhich2.0.2indirect
npmwordwrapjs5.1.1indirect
npmwrap-ansi9.0.2indirect
npmwrappy1.0.2indirect
npmws8.21.0indirect
npmy18n5.0.8indirect
npmyallist5.0.0indirect
npmyaml2.9.0indirect
npmyargs18.1.0indirect
npmyargs-parser21.1.1indirect
npmyargs-parser22.0.0indirect
npmyocto-queue0.1.0indirect
Dependency advisories 0

This repository publishes no package the index resolves, so its own dependency graph was assessed — 338 packages, which also include development and test pins that never ship: 0 carry known advisories, of which 0 are direct.

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.

Raw JSON report machine-readable

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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.