Public record
Software health reportschema 0.27.0 · metrics 2.5.0 · 2026-08-02 10:37 UTC

tai42ai / tai42

The tai42 platform monorepo — core, plugin fleet, and e2e harness

PythonApache-2.0★ 0 stars⑂ 0 forkssince Jul 2026View on GitHub ↗
KindMCP serverLibraryNetwork servicehow this is determined

tai42ai/tai42 holds a health index of 69 out of 100, placing it in the Good band. It scores highest on AI Readiness (78/100) and lowest on Community & Adoption (44/100). It was last updated today. A single contributor accounts for most of its recent work.

69
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.

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

Ownership

tai42aiOrganization
0 followers31 public repossince Jul 2026

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPItai42-e2e0.4.241550 days agomcpe2eintegration-testscross-processtai

Metrics by category

Vitality

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

71Good · 21% of overall

Development activity

51Moderate
How it's scored
36/36Push recency — last push 0 days ago
0.7/36Commit cadence — 1/52 weeks with commits
14.6/18Commit volume — 41 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_year41
human_commit_share1
days_since_last_push0
active_weeks_last_year1

Release discipline

100Exceptional
How it's scored
27/27Ships releases — 84 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_count84
latest_release_tagtai42-channel-whatsapp-v0.3.0
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?

44Weak · 17% of overall

Popularity & adoption

1Critical
How it's scored
0/60Stars — 0 stars
0/25Forks — 0 forks
0/15Watchers — 0 watchers
Inputs used
forks0
stars0
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)

44Weak
How it's scored
34.9/80Monthly downloads — 415 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagestai42-e2e
dependents—
ecosystemspypi
total_downloads—
monthly_downloads415
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?

51Moderate · 23% of overall

Maintainer resilience (bus factor)

21At Risk
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
7.5/22.5Commit distribution — top contributor authored 67% of commits
4.1/13.5Contributor breadth — 3 contributors
0/10OpenSSF Scorecard: Contributors — project has 0 contributing companies or organizations -- score normalized to 0
Inputs used
bus_factor1
contributors_sampled3
top_contributor_share0.667

Issue & PR responsiveness

57Moderate
How it's scored
0/42Issue resolution — no issues or no data
25.7/30PR acceptance — 6/7 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_prs6
open_issues0
closed_issues0
prs_merged_7d—
prs_decided_7d—
prs_merged_30d—
prs_decided_30d—
issue_closed_ratio—
closed_unmerged_prs1
first_time_authors_30d—
first_time_prs_merged_30d—
first_time_prs_decided_30d—
Excluded from scoring (no data or not applicable): Issue resolution, newcomer_pr_acceptance. Remaining weights renormalized.

Ownership & stewardship

41Weak
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
0/25Owner reach — 0 followers of tai42ai
11.1/25Track record — 31 public repos, account ~0 yr old
Inputs used
followers0
owner_typeOrganization
is_verified—
owner_logintai42ai
public_repos31
account_age_days17

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 — 5 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagestai42-e2e
ecosystemspypi
any_deprecatedno
min_days_since_publish0

Engineering Quality

Are baseline engineering and documentation practices in place?

76Good · 19% of overall

Engineering practices

94Exceptional
How it's scored
24/24CI workflows — 7 workflow(s)
24/24Tests present
16/16Linter config
9.6/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 5 out of 5 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

50Moderate
How it's scored
30/30README
0/25Documentation directory
0/15Documentation / homepage site
10/10Repository description
0/10Topics
10/10Wiki
Inputs used
topics—
has_wikiyes
homepage—
has_readmeyes
has_docs_dirno
has_descriptionyes

Security

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

66Good · 16% of overall

Security posture

66Good
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 — 5 out of 5 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 0/30 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
0/7.5Maintained — project was created within the last 90 days. Please review its contents carefully
5/5Packaging — packaging workflow detected
4.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 9
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — no data
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_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate6.6
Excluded from scoring (no data or not applicable): branch_protection, signed_releases. Remaining weights renormalized.

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.

78Good · 4% of overall

Agent context & guidance

85Excellent
How it's scored
45/45Agent instructions — AGENTS.md
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 47 of 48 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share0.979
agent_instruction_filesAGENTS.md
agent_instruction_max_bytes1,908

Verify loop (build / test / typecheck)

78Good
How it's scored
0/18One-command bootstrap
22/22Automated tests
11/11Lint / format config
11/11Static type checking — core/contract/src/tai42_contract/py.typed, core/kit/src/tai42_kit/py.typed, core/skeleton/src/tai42_skeleton/py.typed, e2e/src/tai42_e2e/py.typed, e2e/src/tai42_e2e_fixtures/py.typed, e2e/ui/tsconfig.json, plugins/accounts-oidc/src/tai42_accounts_oidc/py.typed, plugins/accounts-postgres/src/tai42_accounts_postgres/py.typed, plugins/accounts-postgres/tsconfig.json, plugins/agents/src/tai42_agents/py.typed, plugins/backend-arq/src/tai42_backend_arq/py.typed, plugins/backend-celery/src/tai42_backend_celery/py.typed, plugins/backend-rq/src/tai42_backend_rq/py.typed, plugins/channel-slack/src/tai42_channel_slack/py.typed, plugins/channel-telegram/src/tai42_channel_telegram/py.typed, plugins/channel-twilio/src/tai42_channel_twilio/py.typed, plugins/channel-whatsapp/src/tai42_channel_whatsapp/py.typed, plugins/config-k8s/src/tai42_config_k8s/py.typed, plugins/connector-atlassian/src/tai42_connector/atlassian/py.typed, plugins/connector-google/src/tai42_connector/google/py.typed, plugins/identity-oidc/src/tai42_identity_oidc/py.typed, plugins/identity-redis/src/tai42_identity_redis/py.typed, plugins/monitoring-langfuse/src/tai42_monitoring_langfuse/py.typed, plugins/storage-github/src/tai42_storage_github/py.typed, plugins/storage-local/src/tai42_storage_local/py.typed, plugins/storage-s3/src/tai42_storage_s3/py.typed, plugins/toolbox/src/tai42_toolbox/py.typed, plugins/tools-stripe/src/tai42_tools_stripe/py.typed, plugins/webhook-verifier-github/src/tai42_webhook_verifier_github/py.typed, plugins/webhook-verifier-stripe/src/tai42_webhook_verifier_stripe/py.typed
10/10Reproducible environment — Dockerfile, lockfile
10/10Demonstrated agent practice — 41 of the last 48 commits agent-authored or agent-credited
5/8Automated maintenance — dependency automation configured, none observed in the sampled commits
9/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 9
Inputs used
has_nixno
has_testsyes
lockfilespnpm-lock.yaml, uv.lock
has_dockerfileyes
typed_languageno
bootstrap_files—
has_devcontainerno
has_linter_configyes
typecheck_configscore/contract/src/tai42_contract/py.typed, core/kit/src/tai42_kit/py.typed, core/skeleton/src/tai42_skeleton/py.typed, e2e/src/tai42_e2e/py.typed, e2e/src/tai42_e2e_fixtures/py.typed, e2e/ui/tsconfig.json, plugins/accounts-oidc/src/tai42_accounts_oidc/py.typed, plugins/accounts-postgres/src/tai42_accounts_postgres/py.typed, plugins/accounts-postgres/tsconfig.json, plugins/agents/src/tai42_agents/py.typed, plugins/backend-arq/src/tai42_backend_arq/py.typed, plugins/backend-celery/src/tai42_backend_celery/py.typed, plugins/backend-rq/src/tai42_backend_rq/py.typed, plugins/channel-slack/src/tai42_channel_slack/py.typed, plugins/channel-telegram/src/tai42_channel_telegram/py.typed, plugins/channel-twilio/src/tai42_channel_twilio/py.typed, plugins/channel-whatsapp/src/tai42_channel_whatsapp/py.typed, plugins/config-k8s/src/tai42_config_k8s/py.typed, plugins/connector-atlassian/src/tai42_connector/atlassian/py.typed, plugins/connector-google/src/tai42_connector/google/py.typed, plugins/identity-oidc/src/tai42_identity_oidc/py.typed, plugins/identity-redis/src/tai42_identity_redis/py.typed, plugins/monitoring-langfuse/src/tai42_monitoring_langfuse/py.typed, plugins/storage-github/src/tai42_storage_github/py.typed, plugins/storage-local/src/tai42_storage_local/py.typed, plugins/storage-s3/src/tai42_storage_s3/py.typed, plugins/toolbox/src/tai42_toolbox/py.typed, plugins/tools-stripe/src/tai42_tools_stripe/py.typed, plugins/webhook-verifier-github/src/tai42_webhook_verifier_github/py.typed, plugins/webhook-verifier-stripe/src/tai42_webhook_verifier_stripe/py.typed
agent_commit_share0.854
toolchain_manifests—
dependency_bot_commit_share0

Code legibility for models

82Excellent
How it's scored
27/45Type-checkable code — Python with type-check config (core/contract/src/tai42_contract/py.typed, core/kit/src/tai42_kit/py.typed, core/skeleton/src/tai42_skeleton/py.typed, e2e/src/tai42_e2e/py.typed, e2e/src/tai42_e2e_fixtures/py.typed, e2e/ui/tsconfig.json, plugins/accounts-oidc/src/tai42_accounts_oidc/py.typed, plugins/accounts-postgres/src/tai42_accounts_postgres/py.typed, plugins/accounts-postgres/tsconfig.json, plugins/agents/src/tai42_agents/py.typed, plugins/backend-arq/src/tai42_backend_arq/py.typed, plugins/backend-celery/src/tai42_backend_celery/py.typed, plugins/backend-rq/src/tai42_backend_rq/py.typed, plugins/channel-slack/src/tai42_channel_slack/py.typed, plugins/channel-telegram/src/tai42_channel_telegram/py.typed, plugins/channel-twilio/src/tai42_channel_twilio/py.typed, plugins/channel-whatsapp/src/tai42_channel_whatsapp/py.typed, plugins/config-k8s/src/tai42_config_k8s/py.typed, plugins/connector-atlassian/src/tai42_connector/atlassian/py.typed, plugins/connector-google/src/tai42_connector/google/py.typed, plugins/identity-oidc/src/tai42_identity_oidc/py.typed, plugins/identity-redis/src/tai42_identity_redis/py.typed, plugins/monitoring-langfuse/src/tai42_monitoring_langfuse/py.typed, plugins/storage-github/src/tai42_storage_github/py.typed, plugins/storage-local/src/tai42_storage_local/py.typed, plugins/storage-s3/src/tai42_storage_s3/py.typed, plugins/toolbox/src/tai42_toolbox/py.typed, plugins/tools-stripe/src/tai42_tools_stripe/py.typed, plugins/webhook-verifier-github/src/tai42_webhook_verifier_github/py.typed, plugins/webhook-verifier-stripe/src/tai42_webhook_verifier_stripe/py.typed)
54.7/55Manageable file sizes — 10/1,624 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes99,541
source_files_sampled1,624
oversized_source_files10

Machine-readable interfaces

60Moderate
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
20/20MCP server
40/40Runnable examples — examples
Inputs used
example_dirsexamples
has_mcp_signalyes
api_schema_files—

Key facts

0GitHub stars
3contributors
41commits, last 12 months
0days since last push
84releases
1bus factor
0open issues
PyPIpackage ecosystems

Data collection warnings

  • GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
  • deps.dev does not index pypi:tai42-e2e@0.4.2; advisories assessed against the repository dependency graph instead

More detail

OpenSSF Scorecard 6.6 / 10
6.6aggregate

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 · 2026-08-02 10:36 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-Tests5 out of 5 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 0/30 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
0Maintainedproject was created within the last 90 days. Please review its contents carefully
10Packagingpackaging workflow detected
9Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 9
0SASTSAST tool is not run on all commits -- score normalized to 0
10Security-Policysecurity policy file detected
n/aSigned-Releasesno releases found
10Token-PermissionsGitHub workflow tokens follow principle of least privilege
10Vulnerabilities0 existing vulnerabilities detected
Direct dependencies 37
RegistryPackageVersion constraintManifest
PyPItai42-contract>=0.3,<0.4e2e/pyproject.toml
PyPItai42-kit>=0.4,<0.5e2e/pyproject.toml
PyPItai42-skeleton>=0.6,<0.7e2e/pyproject.toml
PyPItai42-toolbox>=0.3,<0.4e2e/pyproject.toml
PyPItai42-tools-stripe>=0.3,<0.4e2e/pyproject.toml
PyPItai42-agents>=0.3,<0.4e2e/pyproject.toml
PyPItai42-identity-redis>=0.2,<0.3e2e/pyproject.toml
PyPItai42-accounts-postgres>=0.4,<0.5e2e/pyproject.toml
PyPItai42-accounts-oidc>=0.2,<0.3e2e/pyproject.toml
PyPItai42-identity-oidc>=0.2,<0.3e2e/pyproject.toml
PyPItai42-backend-arq>=0.4,<0.5e2e/pyproject.toml
PyPItai42-backend-celery>=0.4,<0.5e2e/pyproject.toml
PyPItai42-backend-rq>=0.4,<0.5e2e/pyproject.toml
PyPItai42-storage-local>=0.2,<0.3e2e/pyproject.toml
PyPItai42-webhook-verifier-github>=0.2,<0.3e2e/pyproject.toml
PyPItai42-webhook-verifier-stripe>=0.2,<0.3e2e/pyproject.toml
PyPItai42-channel-telegram>=0.4,<0.5e2e/pyproject.toml
PyPItai42-channel-slack>=0.4,<0.5e2e/pyproject.toml
PyPItai42-channel-twilio>=0.3,<0.4e2e/pyproject.toml
PyPItai42-channel-whatsapp>=0.3,<0.4e2e/pyproject.toml
PyPItai42-monitoring-langfuse>=0.2,<0.3e2e/pyproject.toml
PyPIpytest>=8e2e/pyproject.toml
PyPIpytest-asyncio>=0.25e2e/pyproject.toml
PyPIpytest-timeout>=2.3e2e/pyproject.toml
PyPIhttpx>=0.28e2e/pyproject.toml
PyPIfastmcp>=3.2,<4e2e/pyproject.toml
PyPIredis>=5e2e/pyproject.toml
PyPIpsycopg>=3.2e2e/pyproject.toml
PyPIprometheus-client>=0.24e2e/pyproject.toml
PyPIjoserfc>=1.7,<2e2e/pyproject.toml
PyPIfastapi>=0.135e2e/pyproject.toml
PyPIuvicorn>=0.43e2e/pyproject.toml
PyPIpydantic>=2.12e2e/pyproject.toml
PyPIpydantic-settings>=2.13e2e/pyproject.toml
PyPIPyYAML>=6.0e2e/pyproject.toml
PyPIcelery>=5.6,<6e2e/pyproject.toml
PyPIcelery-pydantic>=1.0,<2e2e/pyproject.toml
All dependencies not collected

The resolved dependency set could not be collected for this report: GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository

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 v2.5.0, schema v0.27.0 — full methodology · metrics wiki.

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