Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-09-17 09:51 UTC

theory-cloud / TableTheory

DynamoDB-first multi-language data contract.

Go · Python · TypeScriptApache-2.0★ 5 stars⑂ 0 forkssince Jan 2026View on GitHub ↗
KindApplicationhow this is determined

theory-cloud/TableTheory holds a health index of 81 out of 100, placing it in the Excellent band. It scores highest on AI Readiness (93/100) and lowest on Community & Adoption (45/100). It was last updated 1 day ago. 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

Theory CloudOrganization
0 followers5 public repossince Jan 2026

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
Gogithub.com/theory-cloud/tabletheory/v3v3.0.6-1427 days ago

Metrics by category

Vitality

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

86Excellent · 21% of overall
How it's scored
36/36Push recency — last push 1 days ago
19.4/36Commit cadence — 28/52 weeks with commits
18/18Commit volume — 981 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_year981
human_commit_share0.85
days_since_last_push1
active_weeks_last_year28
How it's scored
27/27Ships releases — 90 releases published
36/36Release recency — latest release 27 days ago
27/27Release cadence — a release every ~2.2 days
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Inputs used
releases_count90
latest_release_tagv3.0.6
releases_from_tagsno
days_since_latest_release27
mean_days_between_releases2.2

Community & Adoption

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

45Weak · 17% of overall
How it's scored
9.8/60Stars — 5 stars
0/25Forks — 0 forks
0/15Watchers — 0 watchers
Inputs used
forks0
stars5
watchers0
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 (Apache-2.0)
18/18CONTRIBUTING guide
13.5/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges8
has_contributingyes
has_issue_templateno
has_code_of_conductyes
readme_badge_servicesshields.io
has_pull_request_templateno

Sustainability & Governance

Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?

54Moderate · 23% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
2/22.5Commit distribution — top contributor authored 91% of commits
2.7/13.5Contributor breadth — 2 contributors
3/10OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3
Inputs used
bus_factor1
contributors_sampled2
top_contributor_share0.912
How it's scored
42/42Issue resolution — 100% of issues closed
23.5/30PR acceptance — 437/558 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
1.5/15OpenSSF Scorecard: Code-Review — Found 1/9 approved changesets -- score normalized to 1
Inputs used
merged_prs437
open_issues0
closed_issues24
prs_merged_7d0
prs_decided_7d0
prs_merged_30d14
prs_decided_30d14
issue_closed_ratio1
closed_unmerged_prs121
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.
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
0/25Owner reach — 0 followers of theory-cloud
7/25Track record — 5 public repos, account ~0 yr old
Inputs used
followers0
owner_typeOrganization
is_verifiedno
owner_logintheory-cloud
public_repos5
account_age_days243

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 1 package(s) on go
35/35Publish recency — latest publish 27 days ago
20/20Version history — 14 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesgithub.com/theory-cloud/tabletheory/v3
ecosystemsgo
any_deprecatedno
min_days_since_publish27

Engineering Quality

Are baseline engineering and documentation practices in place?

90Excellent · 19% of overall
How it's scored
24/24CI workflows — 12 workflow(s)
24/24Tests present
16/16Linter config — eslint.config.js, py/pyproject.toml ([tool.ruff])
0/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 10 out of 10 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

100Exceptional
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://tabletheory.theorycloud.ai/
10/10Repository description
10/10Topics — 5 topics
10/10Wiki
Inputs used
topicsaws, aws-dynamodb, golang, python, typescript
has_wikiyes
homepagehttps://tabletheory.theorycloud.ai/
docs_sitehttps://tabletheory.theorycloud.ai/
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

63Moderate · 16% of overall
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 — 10 out of 10 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
0.8/7.5Code-Review — Found 1/9 approved changesets -- score normalized to 1
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
7.5/7.5Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — no data
3/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 6
4.5/5SAST — SAST tool detected but not run on all commits
0/5Security-Policy — security policy file not 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
4.5/7.5Vulnerabilities — 4 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate5.9
Excluded from scoring (no data or not applicable): Packaging. Remaining weights renormalized.
How it's scored
18.5/35Direct dependencies free of known advisories — 1 affected: cryptography 49.0.0 (moderate 5.9)
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
advisories6
affected_packages3
assessed_packages295
unassessed_packages9
affected_by_severitymoderate 2, unknown 1
direct_affected_packages1
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 295 resolved dependencies against OSV. 9 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list. 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.

93Exceptional · 4% of overall
How it's scored
45/45Agent instructions — gov-infra/AGENTS.md
15/15Machine-readable docs (llms.txt) — llms.txt present
40/40Legible commit history — 79 of 85 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtyes
llms_txt_url—
legible_history_share0.929
agent_instruction_filesgov-infra/AGENTS.md
agent_instruction_max_bytes988
How it's scored
18/18One-command bootstrap — Makefile, examples/basic/contacts/Makefile, examples/basic/notes/Makefile, examples/basic/todo/Makefile, examples/blog/Makefile, examples/multi-tenant/Makefile
22/22Automated tests
11/11Lint / format config — eslint.config.js, py/pyproject.toml ([tool.ruff])
11/11Static type checking — contract-tests/runners/ts/tsconfig.json, examples/cdk-multilang/tsconfig.json, py/src/tabletheory_py/py.typed, ts/tsconfig.json
10/10Reproducible environment — Dockerfile, lockfile
0/10Demonstrated agent practice — no agent-authored commits among the last 100
5/8Automated maintenance — dependency automation configured, none observed in the sampled commits
6/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 6
Inputs used
has_nixno
has_testsyes
lockfilesgo.sum, package-lock.json, uv.lock
has_dockerfileyes
typed_languageyes
bootstrap_filesMakefile, examples/basic/contacts/Makefile, examples/basic/notes/Makefile, examples/basic/todo/Makefile, examples/blog/Makefile, examples/multi-tenant/Makefile
has_devcontainerno
has_linter_configyes
typecheck_configscontract-tests/runners/ts/tsconfig.json, examples/cdk-multilang/tsconfig.json, py/src/tabletheory_py/py.typed, ts/tsconfig.json
agent_commit_share0
toolchain_manifestscontract-tests/runners/go/go.mod, examples/basic/contacts/go.mod, examples/basic/notes/go.mod, examples/basic/todo/go.mod, examples/multi-tenant/go.mod, go.mod
dependency_bot_commit_share0
How it's scored
45/45Type-checkable code — Go (statically typed)
54.9/55Manageable file sizes — 1/626 source files over 60KB
Inputs used
primary_languageGo
largest_source_bytes61,161
source_files_sampled626
oversized_source_files1
How it's scored
0/40API schema (OpenAPI/GraphQL/proto) — not applicable to this kind of software
0/20MCP server — not applicable to this kind of software
40/40Runnable examples — examples
Inputs used
example_dirsexamples
has_mcp_signalno
api_schema_files—
interfaces_expected_of—
Excluded from scoring (no data or not applicable): API schema (OpenAPI/GraphQL/proto), MCP server. Remaining weights renormalized.

Key facts

5GitHub stars
2contributors
981commits, last 12 months
1days since last push
90releases
1bus factor
0open issues
Go, npm, PyPI, RubyGemspackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • Could not fetch pypi package 'tabletheory-py' from its registry

More detail

OpenSSF Scorecard 5.9 / 10
5.9aggregate

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 · 2026-09-17 09:51 UTC

10Binary-Artifactsno binaries found in the repo
4Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests10 out of 10 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
1Code-ReviewFound 1/9 approved changesets -- score normalized to 1
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
10Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
n/aPackagingpackaging workflow not detected
6Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 6
9SASTSAST tool detected but not run on all commits
0Security-Policysecurity policy file not detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
6Vulnerabilities4 existing vulnerabilities detected
Direct dependencies 16
RegistryPackageVersion constraintManifest
Gogithub.com/aws/aws-lambda-gov1.54.0go.mod
Gogithub.com/aws/aws-sdk-go-v2v1.43.7go.mod
Gogithub.com/aws/aws-sdk-go-v2/configv1.32.38go.mod
Gogithub.com/aws/aws-sdk-go-v2/credentialsv1.19.37go.mod
Gogithub.com/aws/aws-sdk-go-v2/service/dynamodbv1.63.4go.mod
Gogithub.com/aws/aws-sdk-go-v2/service/kmsv1.55.7go.mod
Gogithub.com/aws/aws-sdk-go-v2/service/s3v1.107.3go.mod
Gogithub.com/aws/aws-sdk-go-v2/service/stsv1.45.7go.mod
Gogithub.com/aws/smithy-gov1.27.8go.mod
Gogithub.com/google/uuidv1.6.0go.mod
Gogithub.com/stretchr/testifyv1.12.1go.mod
Gogopkg.in/yaml.v3v3.0.1go.mod
PyPIboto3>=1.42.49py/pyproject.toml
PyPIcryptography>=48.0.1py/pyproject.toml
PyPIPyYAML>=6.0.3py/pyproject.toml
npmyaml^2.9.0ts/package.json
All dependencies 304

Full resolved dependency set from the GitHub dependency graph: 18 direct and 286 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
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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
npmacorn8.16.0indirect
npmacorn-jsx5.3.2indirect
npmajv6.14.0indirect
npmaws-cdk-lib2.265.0indirect
npmbalanced-match4.0.4indirect
npmbowser2.14.1indirect
npmbrace-expansion5.0.9indirect
npmcase1.6.3indirect
npmconstructs10.8.1indirect
npmcross-spawn7.0.6indirect
npmdebug4.4.3indirect
npmdeep-is0.1.4indirect
npmesbuild0.28.1indirect
npmesbuild0.28.2indirect
npmescape-string-regexp4.0.0indirect
npmeslint10.8.1indirect
npmeslint-scope9.1.2indirect
npmeslint-visitor-keys3.4.3indirect
npmeslint-visitor-keys5.0.1indirect
npmespree11.2.0indirect
npmesquery1.7.0indirect
npmesrecurse4.3.0indirect
npmestraverse5.3.0indirect
npmesutils2.0.3indirect
npmfast-deep-equal3.1.3indirect
npmfast-json-stable-stringify2.1.0indirect
npmfast-levenshtein2.0.6indirect
npmfdir6.5.0indirect
npmfile-entry-cache8.0.0indirect
npmfind-up5.0.0indirect
npmflat-cache4.0.1indirect
npmflatted3.4.2indirect
npmfs-extra11.3.6indirect
npmfsevents2.3.3indirect
npmglob-parent6.0.2indirect
npmglobals17.11.0indirect
npmgraceful-fs4.2.11indirect
npmignore5.3.2indirect
npmignore7.0.5indirect
npmimurmurhash0.1.4indirect
npmis-extglob2.1.1indirect
npmis-glob4.0.3indirect
npmisexe2.0.0indirect
npmjson-buffer3.0.1indirect
npmjson-schema-traverse0.4.1indirect
npmjson-stable-stringify-without-jsonify1.0.1indirect
npmjsonfile6.2.1indirect
npmjsonschema1.5.0indirect
npmkeyv4.5.4indirect
npmlevn0.4.1indirect
npmlocate-path6.0.0indirect
npmmime-db1.52.0indirect
npmmime-types2.1.35indirect
npmminimatch10.2.5indirect
npmmnemonist0.38.3indirect
npmms2.1.3indirect
npmnatural-compare1.4.0indirect
npmobliterator1.6.1indirect
npmoptionator0.9.4indirect
npmp-limit3.1.0indirect
npmp-locate5.0.0indirect
npmpath-exists4.0.0indirect
npmpath-key3.1.1indirect
npmpicomatch4.0.7indirect
npmprelude-ls1.2.1indirect
npmprettier3.9.6indirect
npmpunycode2.3.1indirect
npmsemver7.8.5indirect
npmshebang-command2.0.0indirect
npmshebang-regex3.0.0indirect
npmtinyglobby0.2.17indirect
npmts-api-utils2.5.0indirect
npmtslib2.8.1indirect
npmtsx4.23.12indirect
npmtype-check0.4.0indirect
npmtypescript6.0.3indirect
npmtypescript7.0.2indirect
npmundici-types8.3.0indirect
npmuniversalify2.0.1indirect
npmuri-js4.4.1indirect
npmwhich2.0.2indirect
npmword-wrap1.2.5indirect
npmyocto-queue0.1.0indirect
PyPIboto3-stubs1.42.61indirect
PyPIbotocore1.42.61indirect
PyPIbotocore-stubs1.42.41indirect
PyPIbuild1.4.0indirect
PyPIcffi2.0.0indirect
PyPIcffi2.1.0indirect
PyPIcolorama0.4.6indirect
PyPIcoverage7.13.4indirect
PyPIiniconfig2.3.0indirect
PyPIjmespath1.1.0indirect
PyPIlibrt0.8.1indirect
PyPImypy1.19.1indirect
PyPImypy-boto3-dynamodb1.42.55indirect
PyPImypy-extensions1.1.0indirect
PyPIpackaging26.0indirect
PyPIpathspec1.0.4indirect
PyPIpluggy1.6.0indirect
PyPIpycparser3.0indirect
PyPIpygments2.20.0indirect
PyPIpyproject-hooks1.2.0indirect
PyPIpytest9.0.3indirect
PyPIpytest-cov7.0.0indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIruff0.15.4indirect
PyPIs3transfer0.16.0indirect
PyPIsix1.17.0indirect
PyPItabletheory-cdk-multilang-python-demo0.0.0indirect
PyPItypes-awscrt0.31.2indirect
PyPItypes-pyyaml6.0.12.20250915indirect
PyPItypes-s3transfer0.16.0indirect
PyPItyping-extensions4.15.0indirect
PyPIurllib32.7.0indirect
RubyGemsbase64—indirect
RubyGemscsv—indirect
RubyGemsjekyll—indirect
RubyGemsjekyll-include-cache—indirect
RubyGemsjekyll-relative-links—indirect
RubyGemsjekyll-seo-tag—indirect
RubyGemsjekyll-sitemap—indirect
RubyGemslogger—indirect
RubyGemswebrick—indirect
Dependency advisories 3

This repository publishes no package the index resolves, so its own dependency graph was assessed — 295 packages, which also include development and test pins that never ship: 3 carry known advisories, of which 1 are direct. 9 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.

PackageVersionRelationSeverityAdvisoriesFixed in
cryptography49.0.0directmoderate250.0.0
@humanfs/node0.16.7indirectmoderate10.16.8
golang.org/x/cryptov0.55.0indirectunknown30.56.0

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.

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.

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 — Go.