Public record
Software health reportschema 0.27.0 · metrics 2.3.1 · 2026-07-30 10:36 UTC

SepineTam / mcp-for-stata

A MCP server for Stata to integrate Stata into your agent.

PythonAGPL-3.0★ 229 stars⑂ 32 forkssince Mar 2025View on GitHub ↗
KindMCP serverLibraryhow this is determined

SepineTam/mcp-for-stata holds a health index of 84 out of 100, placing it in the Excellent band. It scores highest on Vitality (95/100) and lowest on AI Readiness (50/100). 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

S.TamPersonal account
41 followers104 public repossince Apr 2024Shanghai University

This repository is owned by a personal account. A single-owner project carries more continuity risk than an organization-backed one.

Package ecosystems

Metrics by category

Vitality

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

95Exceptional · 21% of overall
How it's scored
36/36Push recency — last push 0 days ago
35.3/36Commit cadence — 51/52 weeks with commits
18/18Commit volume — 847 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 6 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year847
human_commit_share0.99
days_since_last_push0
active_weeks_last_year51
How it's scored
27/27Ships releases — 100 releases published
36/36Release recency — latest release 0 days ago
27/27Release cadence — a release every ~6.3 days
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Inputs used
releases_count100
latest_release_tagv1.21.3
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases6.3

Community & Adoption

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

63Moderate · 17% of overall
How it's scored
38.2/60Stars — 229 stars
12.4/25Forks — 32 forks
0/15Watchers — 1 watchers
Inputs used
forks32
stars229
watchers1
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (AGPL-3.0)
18/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges
has_contributingyes
has_issue_templateno
has_code_of_conductno
readme_badge_services
has_pull_request_templateno
How it's scored
57.5/80Monthly downloads — 20,407 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesstata-mcp
dependents
ecosystemspypi
total_downloads
monthly_downloads20,407
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?

57Moderate · 23% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
0.2/22.5Commit distribution — top contributor authored 99% of commits
5.4/13.5Contributor breadth — 4 contributors
6/10OpenSSF Scorecard: Contributors — project has 2 contributing companies or organizations -- score normalized to 6
Inputs used
bus_factor1
contributors_sampled4
top_contributor_share0.99
How it's scored
36.3/42Issue resolution — 86% of issues closed
27.5/30PR acceptance — 65/71 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
0/15OpenSSF Scorecard: Code-Review — Found 0/10 approved changesets -- score normalized to 0
Inputs used
merged_prs65
open_issues3
closed_issues19
prs_merged_7d
prs_decided_7d
prs_merged_30d
prs_decided_30d
issue_closed_ratio0.864
closed_unmerged_prs6
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.
How it's scored
10/30Ownership backing — personal (user) account
0/20Verified domain — not applicable to user accounts
11.7/25Owner reach — 41 followers of SepineTam
17.6/25Track record — 104 public repos, account ~2 yr old
Inputs used
followers41
owner_typeUser
is_verified
owner_loginSepineTam
public_repos104
account_age_days847
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 — 103 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesstata-mcp
ecosystemspypi
any_deprecatedno
min_days_since_publish0

Engineering Quality

Are baseline engineering and documentation practices in place?

81Excellent · 19% of overall
How it's scored
24/24CI workflows — 5 workflow(s)
24/24Tests present
0/16Linter config
0/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 3 out of 3 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://www.aidea-labs.com/mcp-for-stata
10/10Repository description
10/10Topics — 10 topics
10/10Wiki
Inputs used
topicsmcp, stata, econometrics, ai-coding, llm, statistical-analysis, empirical, empirical-research, social-science, social-science-research
has_wikiyes
homepagehttps://www.aidea-labs.com/mcp-for-stata
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

62Moderate · 16% of overall
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 — 3 out of 3 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 0/10 approved changesets -- score normalized to 0
1.5/2.5Contributors — project has 2 contributing companies or organizations -- score normalized to 6
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 6 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — no data
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
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_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
13.7/35Direct dependencies free of known advisories — 1 affected: mcp 1.27.1 (high 7.6)
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
advisories11
affected_packages2
assessed_packages81
unassessed_packages15
affected_by_severityhigh 2
direct_affected_packages1
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 81 resolved dependencies against OSV. 15 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.

50Moderate · 4% of overall
How it's scored
45/45Agent instructions — CLAUDE.md
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 95 of 99 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share0.96
agent_instruction_filesCLAUDE.md
agent_instruction_max_bytes6,612
How it's scored
0/18One-command bootstrap
22/22Automated tests
0/11Lint / format config
0/11Static type checking
0/10Reproducible environment
4/10Demonstrated agent practice — 2 of the last 100 commits agent-authored or agent-credited
8/8Automated maintenance — 1 of the last 100 commits are automated dependency updates
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfiles
has_dockerfileno
typed_languageno
bootstrap_files
has_devcontainerno
has_linter_configno
typecheck_configs
agent_commit_share0.02
toolchain_manifests
dependency_bot_commit_share0.01
How it's scored
0/45Type-checkable code — Python without a type-check config
55/55Manageable file sizes — 0/112 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes53,302
source_files_sampled112
oversized_source_files0
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
20/20MCP server
0/40Runnable examples
Inputs used
example_dirs
has_mcp_signalyes
api_schema_files

Key facts

229GitHub stars
4contributors
847commits, last 12 months
0days since last push
100releases
1bus factor
3open issues
PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • deps.dev does not index pypi:stata-mcp@1.21.3; advisories assessed against the repository dependency graph instead

More detail

Star and fork history 0 ★ / 32 ⇿
0Stars
32Forks
84Releases

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.

01325383122025-072026-012026-07
Major 0Minor 14Patch 70
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 · 2026-07-30 10:36 UTC

10Binary-Artifactsno binaries found in the repo
3Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests3 out of 3 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 0/10 approved changesets -- score normalized to 0
6Contributorsproject has 2 contributing companies or organizations -- score normalized to 6
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 6 issue activity found in the last 90 days -- score normalized to 10
n/aPackagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
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 8
RegistryPackageVersion constraintManifest
PyPImcp>=1.27.1,<2.0pyproject.toml
PyPIpandas>=3.0.0,<4.0.0pyproject.toml
PyPIpexpect>=4.9.0pyproject.toml
PyPIopenpyxl>=3.1.5pyproject.toml
PyPIpsutil>=7.2.2pyproject.toml
PyPIpyreadstat>=1.3.4pyproject.toml
PyPIrequests>=2.34.0pyproject.toml
PyPItomli-w>=1.2.0pyproject.toml
All dependencies 96

Full resolved dependency set from the GitHub dependency graph: 16 direct and 80 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
PyPImcpdirect
PyPImcp1.27.1direct
PyPIopenpyxldirect
PyPIopenpyxl3.1.5direct
PyPIpandasdirect
PyPIpandas3.0.3direct
PyPIpexpectdirect
PyPIpexpect4.9.0direct
PyPIpsutildirect
PyPIpsutil7.2.2direct
PyPIpyreadstatdirect
PyPIpyreadstat1.3.4direct
PyPIrequestsdirect
PyPIrequests2.34.0direct
PyPItomli-wdirect
PyPItomli-w1.2.0direct
PyPIannotated-doc0.0.4indirect
PyPIannotated-types0.7.0indirect
PyPIanthropic0.101.0indirect
PyPIanyio4.13.0indirect
PyPIattrs26.1.0indirect
PyPIcertifi2026.4.22indirect
PyPIcffi2.0.0indirect
PyPIcharset-normalizer3.4.7indirect
PyPIclick8.3.3indirect
PyPIcolorama0.4.6indirect
PyPIcryptography49.0.0indirect
PyPIdistro1.9.0indirect
PyPIdocstring-parser0.18.0indirect
PyPIet-xmlfile2.0.0indirect
PyPIgoogle-auth2.52.0indirect
PyPIgoogle-genai2.0.1indirect
PyPIgriffelib2.0.2indirect
PyPIh110.16.0indirect
PyPIhttpcore1.0.9indirect
PyPIhttpx0.28.1indirect
PyPIhttpx-sse0.4.3indirect
PyPIidna3.15indirect
PyPIiniconfig2.3.0indirect
PyPIjiter0.14.0indirect
PyPIjsonschema4.26.0indirect
PyPIjsonschema-specifications2025.9.1indirect
PyPImarkdown-it-py4.2.0indirect
PyPImcp-ui-serverindirect
PyPImcp-ui-server1.0.0indirect
PyPImdurl0.1.2indirect
PyPInarwhals2.21.0indirect
PyPInuitkaindirect
PyPInuitka4.1.3indirect
PyPInumpy2.4.4indirect
PyPIopenaiindirect
PyPIopenai2.36.0indirect
PyPIopenai-agentsindirect
PyPIopenai-agents0.17.2indirect
PyPIopenai-api-pollingindirect
PyPIopenai-api-polling0.1.5indirect
PyPIpackaging26.2indirect
PyPIpluggy1.6.0indirect
PyPIptyprocess0.7.0indirect
PyPIpyasn10.6.3indirect
PyPIpyasn1-modules0.4.2indirect
PyPIpycparser3.0indirect
PyPIpydantic2.13.4indirect
PyPIpydantic-core2.46.4indirect
PyPIpydantic-settings2.14.2indirect
PyPIpygments2.20.0indirect
PyPIpyjwt2.13.0indirect
PyPIpytestindirect
PyPIpytest9.0.3indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpython-dotenv1.2.2indirect
PyPIpython-multipart0.0.32indirect
PyPIpywin32311indirect
PyPIreferencing0.37.0indirect
PyPIregex2026.5.9indirect
PyPIrich15.0.0indirect
PyPIrpds-py0.30.0indirect
PyPIshellingham1.5.4indirect
PyPIsix1.17.0indirect
PyPIsniffio1.3.1indirect
PyPIsse-starlette3.4.3indirect
PyPIstarlette1.3.1indirect
PyPIstata-mcp1.21.0indirect
PyPItenacity9.1.4indirect
PyPItiktoken0.12.0indirect
PyPItqdm4.67.3indirect
PyPItyper0.25.1indirect
PyPItypes-requests2.33.0.20260508indirect
PyPItyping-extensions4.15.0indirect
PyPItyping-inspection0.4.2indirect
PyPItzdata2026.2indirect
PyPIurllib32.7.0indirect
PyPIuv-buildindirect
PyPIuv-build0.11.28indirect
PyPIuvicorn0.46.0indirect
PyPIwebsockets16.0indirect
Dependency advisories 2

This repository publishes no package the index resolves, so its own dependency graph was assessed — 81 packages, which also include development and test pins that never ship: 2 carry known advisories, of which 1 are direct. 15 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.

PackageVersionRelationSeverityAdvisoriesFixed in
mcp1.27.1directhigh61.28.1
pyasn10.6.3indirecthigh50.6.4

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
{
  "data": {
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      "is_fork": false,
      "size_kb": 8330,
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      "languages": {
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        "Stata": 119,
        "Python": 809052,
        "Batchfile": 5548,
        "PowerShell": 5221
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      "pushed_at": "2026-07-30T10:27:16Z",
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      "updated_at": "2026-07-30T10:27:15Z",
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    },
    "activity": {
      "releases": [
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          "tag": "v1.21.3",
          "kind": "patch",
          "published_at": "2026-07-30T10:27:16Z"
        },
        {
          "tag": "v1.21.2",
          "kind": "patch",
          "published_at": "2026-07-28T10:36:16Z"
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          "tag": "v1.21.1",
          "kind": "patch",
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          "kind": "minor",
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          "tag": "v1.20.2",
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          "tag": "v1.20.0",
          "kind": "minor",
          "published_at": "2026-06-14T07:53:20Z"
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          "tag": "v1.19.0",
          "kind": "minor",
          "published_at": "2026-06-09T05:50:08Z"
        },
        {
          "tag": "v1.18.2",
          "kind": "patch",
          "published_at": "2026-06-04T08:50:07Z"
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          "kind": "patch",
          "published_at": "2026-06-03T11:30:29Z"
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          "kind": "minor",
          "published_at": "2026-06-03T10:34:35Z"
        },
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          "kind": "patch",
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          "kind": "patch",
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        },
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          "kind": "patch",
          "published_at": "2026-05-18T11:00:10Z"
        },
        {
          "tag": "v1.17.0",
          "kind": "minor",
          "published_at": "2026-05-16T09:48:46Z"
        },
        {
          "tag": "v1.16.3",
          "kind": "patch",
          "published_at": "2026-05-12T11:18:41Z"
        },
        {
          "tag": "v1.16.2",
          "kind": "patch",
          "published_at": "2026-05-03T19:36:08Z"
        },
        {
          "tag": "v1.16.1",
          "kind": "patch",
          "published_at": "2026-04-22T02:55:35Z"
        },
        {
          "tag": "v1.16.0",
          "kind": "minor",
          "published_at": "2026-04-20T09:20:49Z"
        },
        {
          "tag": "v1.15.1",
          "kind": "patch",
          "published_at": "2026-04-09T09:17:34Z"
        },
        {
          "tag": "v1.15.0",
          "kind": "minor",
          "published_at": "2026-04-07T16:00:31Z"
        },
        {
          "tag": "v1.14.3",
          "kind": "patch",
          "published_at": "2026-04-06T10:19:26Z"
        },
        {
          "tag": "v1.14.2",
          "kind": "patch",
          "published_at": "2026-04-04T15:58:02Z"
        },
        {
          "tag": "v1.14.1",
          "kind": "patch",
          "published_at": "2026-03-24T10:05:01Z"
        },
        {
          "tag": "v1.14.0",
          "kind": "minor",
          "published_at": "2026-03-19T16:36:05Z"
        },
        {
          "tag": "v1.13.42",
          "kind": "patch",
          "published_at": "2026-03-18T16:41:27Z"
        },
        {
          "tag": "v1.13.41",
          "kind": "patch",
          "published_at": "2026-03-17T12:30:34Z"
        },
        {
          "tag": "v1.13.40",
          "kind": "patch",
          "published_at": "2026-03-03T13:29:51Z"
        },
        {
          "tag": "v1.13.39",
          "kind": "patch",
          "published_at": "2026-03-01T13:22:22Z"
        },
        {
          "tag": "v1.13.38",
          "kind": "patch",
          "published_at": "2026-02-28T08:42:09Z"
        },
        {
          "tag": "v1.13.37",
          "kind": "patch",
          "published_at": "2026-02-26T12:13:23Z"
        },
        {
          "tag": "v1.13.36",
          "kind": "patch",
          "published_at": "2026-02-23T09:02:13Z"
        },
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          "body": "Codex/debug windows get data info",
          "is_bot": false,
          "headline": "Merge pull request #93 from SepineTam/codex/debug-windows-get-data-info",
          "author_name": "S.Tam",
          "author_login": "SepineTam",
          "committed_at": "2026-07-16T11:21:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "257b8b3a8b7e795027ad54ec56d130b81df64771",
          "body": "Rename DIAGNOSTIC_BUILD_ID from windows-get-data-info-debug-v1 to\nget-data-info-debug-v1 and update the per-process log path docstring so\nthe diagnostic logging introduced in 8518480 no longer reads as\nWindows-only. Replace C:/ style paths in tests with /tmp/ equivalents\nand add missing tmp_path fixtures.\n\nThe diagnostics remain debug-level and gated by IS_DEBUG; they are now\navailable on all platforms when debug logging is enabled.",
          "is_bot": false,
          "headline": "refactor(logging): make get-data-info diagnostics platform-neutral",
          "author_name": "SongTan",
          "author_login": "SepineTam",
          "committed_at": "2026-07-16T09:54:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "85184804d4bcc73a19fb350ec8908757be5374f9",
          "body": "Add correlated, privacy-safe stage timing, per-process debug logs, and watchdog stack snapshots for Windows MCP investigations. Cover cache behavior, protocol compatibility, and diagnostic redaction with regression tests.",
          "is_bot": false,
          "headline": "feat(logging): add Windows get-data-info diagnostics",
          "author_name": "SongTan",
          "author_login": "SepineTam",
          "committed_at": "2026-07-15T16:34:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "efb289a3f812caab53f456672c343ca28519406e",
          "body": "Add DATA_INFO_IS_CACHE config option under [data_info] section.\nPass the is_cache flag from runtime config to the data info handler.\nUpdate test fixture to accept the new parameter.",
          "is_bot": false,
          "headline": "feat(config): allow disabling get_data_info cache via config",
          "author_name": "SongTan",
          "author_login": "SepineTam",
          "committed_at": "2026-07-15T15:58:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "032b787ffe981eb8a830bce37b308f6b0203a133",
          "body": "refactor(tests): reorganize tests by module under test",
          "is_bot": false,
          "headline": "Merge pull request #92 from SepineTam/refactor/tests-reorganization",
          "author_name": "S.Tam",
          "author_login": "SepineTam",
          "committed_at": "2026-07-15T13:35:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5519d594dc9eb1ef85438bcb8ff4aaea9556bd4f",
          "body": "Remove duplicated and volatile implementation details from CLAUDE.md.\n\nDocument the current CLI structure, MCP profiles, security invariants, configuration sources, test layout, and authoritative files.",
          "is_bot": false,
          "headline": "docs: align Claude guidance with codebase",
          "author_name": "SongTan",
          "author_login": "SepineTam",
          "committed_at": "2026-07-14T16:09:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d7bfbd1a5999ad094d5b27bf5317cd60e5116c43",
          "body": "- Move flat test files from tests/ root into module subdirectories\n\n  (api, cli, data_info, guard, stata, utils)\n\n- Move data_info tests from tests/unit/test_data_info/ to tests/data_info/\n\n- Remove stale tests/unit/ and tests/integration/ directories\n\n- Update tests/README.md with new structure and fixture documentation",
          "is_bot": false,
          "headline": "refactor(tests): reorganize tests by module under test",
          "author_name": "SongTan",
          "author_login": "SepineTam",
          "committed_at": "2026-07-13T09:47:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "09b04e3e5d93b4d20af32041f948843c03a7bae1",
          "body": "- Add .python-version and uv.lock to .gitignore\n\n- Remove tracked .python-version and uv.lock from git index\n\n- Document uv venv --python 3.11 and uv sync --dev in CONTRIBUTING.md",
          "is_bot": false,
          "headline": "chore: ignore python-version and uv.lock, add dev setup docs",
          "author_name": "SongTan",
          "author_login": "SepineTam",
          "committed_at": "2026-07-13T08:34:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "51c26e321a80a2b90aad5bf2d737059c16235dfa",
          "body": "- Bump version from 1.20.2 to 1.21.0 in pyproject.toml, uv.lock, and CITATION.cff\n\n- Update release date to 2026-07-11 in CITATION.cff\n\n- Add v1.21.0 changelog entry covering async Stata do, layered config, security audit, and Nuitka binaries\n\n- Sync citation version in README and translations (en, zh-CN, fr, es)",
          "is_bot": false,
          "headline": "release: update version files for v1.21.0",
          "author_name": "SongTan",
          "author_login": "SepineTam",
          "committed_at": "2026-07-11T07:48:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "140794258d1eedf5d7586925fdb88f5ae9cc17d6",
          "body": null,
          "is_bot": false,
          "headline": "docs: remove stale MCP references",
          "author_name": "SongTan",
          "author_login": "SepineTam",
          "committed_at": "2026-07-11T07:26:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1351e427d95aeaecebe1be8d23f7aa497a37826b",
          "body": null,
          "is_bot": false,
          "headline": "fix: unify structured log configuration",
          "author_name": "SongTan",
          "author_login": "SepineTam",
          "committed_at": "2026-07-11T07:26:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c48204ba7628fbd49f4102b175acdac6e12b7343",
          "body": "…eta flag\n\nReplace the read_log is_beta parameter with a [BETA] enable_structured_log\nconfig switch. The MCP and API read_log paths now read this switch to decide\nwhether to use the structured StataLog parser.\n\nChanges:\n- Add Config.ENABLE_STRUCTURED_LOG reading [BETA] enable_structured_log,\n  defau\n[…]\nrvers.read_log signatures.\n- Use ENABLE_STRUCTURED_LOG in both execution paths.\n- Add config and behavior tests for the new switch.\n- Update docs/beta.md, docs/configuration.md, and docs/mcp/tools.md.",
          "is_bot": false,
          "headline": "feat: move read_log structured parsing behind enable_structured_log b…",
          "author_name": "SongTan",
          "author_login": "SepineTam",
          "committed_at": "2026-07-11T05:41:00Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "5e99c2f3cd050822a7edd87916b3399ff6052483",
          "body": null,
          "is_bot": false,
          "headline": "docs: document security guard behavior",
          "author_name": "SongTan",
          "author_login": "SepineTam",
          "committed_at": "2026-07-11T05:26:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "70ad4012013ea5f4a969b3088b0a4364fde73107",
          "body": null,
          "is_bot": false,
          "headline": "style: apply pre-commit formatting",
          "author_name": "SongTan",
          "author_login": "SepineTam",
          "committed_at": "2026-07-11T04:37:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c8d2f28f4cdd26894403eb24a430bb4a089bf191",
          "body": "…-integration\n\nfeat: integrate dofile parser with guard path audit",
          "is_bot": false,
          "headline": "Merge pull request #91 from SepineTam/codex/stata-dofile-parser-guard…",
          "author_name": "S.Tam",
          "author_login": "SepineTam",
          "committed_at": "2026-07-10T13:50:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b4d94c255bc3d54ef3a782b02607088c4baa6f59",
          "body": null,
          "is_bot": false,
          "headline": "feat: integrate dofile parser with guard path audit",
          "author_name": "SongTan",
          "author_login": "SepineTam",
          "committed_at": "2026-07-10T13:42:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a0a1f9d370be7194b186bbd22e6c7cca1f45c2bb",
          "body": "feat: add dofile static expansion module",
          "is_bot": false,
          "headline": "Merge pull request #90 from SepineTam/claude/stata-dofile-parser-g7ccnd",
          "author_name": "S.Tam",
          "author_login": "SepineTam",
          "committed_at": "2026-07-10T13:40:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3230c20cac2d46a47739376ce81ba1451629bf03",
          "body": "Extend data-path extraction to the raw-data read/write commands\nreported missing in the PR #90 integration review:\n\n- add infile, infix, insheet, outfile, outsheet to\n  _DIRECT_PATH_COMMANDS so direct arguments such as\n  `infile \"/tmp/secret.raw\"` land in ParsedCommand.data_paths\n- add infile (min \"\n[…]\nclause only\n\nAdd parser tests for abbreviated and direct forms, varlist-using\ndisambiguation, and outfile/outsheet using paths.\n\nClaude-Session: https://claude.ai/code/session_01534VB7HCKQdxKsjkJogqD2",
          "is_bot": false,
          "headline": "fix(parse_dofile): cover infile, infix, insheet data paths",
          "author_name": "Claude",
          "author_login": "claude",
          "committed_at": "2026-07-10T12:44:30Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "5e260ac37fac97169f7063476ba59b8bf36c8f58",
          "body": "Add unified data path extraction and fine-grained diagnostic\nscope classification to enable flexible fail-closed policies.\n\nChanges to ParsedCommand: introduce data_paths field that\nconsolidates all file/URL arguments (direct arguments plus using\nclauses) for easier security auditing.\n\nChanges to Pa\n[…]\nmprehensive test coverage for data_paths extraction across\nvarious Stata command forms and for diagnostic scope classification.\n\nClaude-Session: https://claude.ai/code/session_01534VB7HCKQdxKsjkJogqD2",
          "is_bot": false,
          "headline": "feat(parse_dofile): add data_paths and diagnostic scope",
          "author_name": "Claude",
          "author_login": "claude",
          "committed_at": "2026-07-10T12:20:01Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "09393215ecf88f2fd1362d259625ee39415b9857",
          "body": "Introduce a structured security-oriented API for the Stata dofile parser\nby replacing the simple string-based `expand_code()` with two tiers:\n\n1. `expand_code_for_security()` / `expand_dofile_for_security()` return\n   `ExpansionResult`, exposing:\n   - `expanded_code`: fully normalized code\n   - `dia\n[…]\n Add comprehensive test suite covering diagnostics,\nline map accuracy, and command tokenization for data-path bypass\ndetection.\n\nClaude-Session: https://claude.ai/code/session_01534VB7HCKQdxKsjkJogqD2",
          "is_bot": false,
          "headline": "feat(parse_dofile): add security parser contract",
          "author_name": "Claude",
          "author_login": "claude",
          "committed_at": "2026-07-10T11:40:58Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "6c7fdac8a03e9e6faf22b0055ad87f7769f6347d",
          "body": "Introduce a static dofile expansion module that rewrites Stata code\ninto flat form for security validation. The module removes comments\n(including string-aware block comment handling), normalizes `#delimit`\nblocks, expands command abbreviations per Stata's rules, tracks and\nsubstitutes macro definit\n[…]\nite\ncovering comments, delimiters, abbreviations, macros, loop unrolling,\nprogram blocks, file encoding, and guard integration.\n\nClaude-Session: https://claude.ai/code/session_01534VB7HCKQdxKsjkJogqD2",
          "is_bot": false,
          "headline": "feat: add dofile static expansion module",
          "author_name": "Claude",
          "author_login": "claude",
          "committed_at": "2026-07-09T16:36:51Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "efe5c6978f6e22b4f484ccb3825e7c760b4a8fc5",
          "body": "Add a project-level Claude skill that runs an end-to-end smoke test\nfor the local Stata-MCP server.\n\nIncludes:\n- SKILL.md with workflow, test cases, and resources map\n- config/debug.example.toml for beta security setup\n- examples.md with concrete tool calls and troubleshooting\n- scripts/legal.do and\n[…]\ns missing\n- scripts/prepare_smoke_test.sh and cleanup.sh for setup/teardown\n- .claude/skills/.gitignore update to track skill contents\n- .claude/settings.json permissions for the new skill and scripts",
          "is_bot": false,
          "headline": "feat(skill): add mcp-smoke-test skill",
          "author_name": "SongTan",
          "author_login": "SepineTam",
          "committed_at": "2026-07-09T16:21:07Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "ad394e9e33f1ceded7a8e198f7d9651f5510dd50",
          "body": "Remove the macos-13 runner from the release matrix because x86_64\nbuilds were too slow to be practical.\n\nAdd --assume-yes-for-downloads to the Nuitka build command so\nWindows can download Dependency Walker in non-interactive CI.",
          "is_bot": false,
          "headline": "ci(release): drop macos x86_64 and fix windows binary build",
          "author_name": "SongTan",
          "author_login": "SepineTam",
          "committed_at": "2026-07-09T08:46:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b3a201ea152627c2a96e487bcb7c29698ca7cefd",
          "body": "feat(logging): add audit logs for security and lifecycle events",
          "is_bot": false,
          "headline": "Merge pull request #89 from SepineTam/claude/stata-mcp-audit-logs-wfyy55",
          "author_name": "S.Tam",
          "author_login": "SepineTam",
          "committed_at": "2026-07-09T08:23:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cc97312360bb3b89abaf7f8c33cfb9f678c089a2",
          "body": "Add 37 audit-log statements across security, data-access, execution,\nconfig, and tooling paths per the logging conventions in CLAUDE.md:\n\n- security/install: log ado install attempts, results, guard rejections,\n  and invalid install requests with [SECURITY VIOLATION] prefix\n- data access: log unsupp\n[…]\nn\n- tooling: log tool/config CLI actions, client config writes, backups,\n  external installer runs, doctor results, and help cache failures\n\nNo behavior or return values change; only logging is added.",
          "is_bot": false,
          "headline": "feat(logging): add audit logs for security and lifecycle events",
          "author_name": "Claude",
          "author_login": "claude",
          "committed_at": "2026-07-09T08:15:13Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "fcc1e7b2f31ce434832e4d2947951171a21d7267",
          "body": null,
          "is_bot": false,
          "headline": "fix: gate data info local boundary behind security config",
          "author_name": "SongTan",
          "author_login": "SepineTam",
          "committed_at": "2026-07-09T07:32:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "43910b438f5d401081febcd0237cda3cd4129c78",
          "body": "- Replace `stata_do(code=...)` with `stata_do(dofile_path)` in security and usage docs\n- Remove references to non-existent `stata-mcp-result/` directory and `stata-mcp --init` command from overview docs",
          "is_bot": false,
          "headline": "docs: fix incorrect stata_do examples and remove non-existent features",
          "author_name": "SongTan",
          "author_login": "SepineTam",
          "committed_at": "2026-07-09T07:31:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cdcf648959a4ff8d5484eccc9809674baaafb28c",
          "body": "- Add Logging Conventions section to CLAUDE.md with level guidelines\n- Add Logging Conventions section to CONTRIBUTING.md for contributors\n- Document sensitive-data rules and SECURITY VIOLATION prefix\n- Update CLAUDE.md Important Notes to reflect write_dofile removal",
          "is_bot": false,
          "headline": "docs: add logging conventions and update write_dofile note",
          "author_name": "SongTan",
          "author_login": "SepineTam",
          "committed_at": "2026-07-09T07:23:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "012a7f0b4a1b3b5f7640176099258129da0d1297",
          "body": "fix: only restrict data URLs when guard is enabled",
          "is_bot": false,
          "headline": "Merge pull request #88 from SepineTam/codex/fix-data-info-guard-review",
          "author_name": "S.Tam",
          "author_login": "SepineTam",
          "committed_at": "2026-07-09T07:21:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a584c55c341f389c3866310a3dbd2578007183b9",
          "body": null,
          "is_bot": false,
          "headline": "merge master into data info guard branch",
          "author_name": "SongTan",
          "author_login": "SepineTam",
          "committed_at": "2026-07-09T07:17:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "af27e2d2b61c9afc2eb2af6b25dde6e0ad6a736b",
          "body": null,
          "is_bot": false,
          "headline": "fix: only restrict data URLs when guard is enabled",
          "author_name": "SongTan",
          "author_login": "SepineTam",
          "committed_at": "2026-07-09T07:08:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "eb9f53a3179b1fe5a027dd00e8b68175f2fb7f75",
          "body": null,
          "is_bot": false,
          "headline": "chore: add allow-permissions for mcps",
          "author_name": "SongTan",
          "author_login": "SepineTam",
          "committed_at": "2026-07-09T07:02:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d8d5539afb4c76d33deb3c95cddc828c6744d3d9",
          "body": "Run uv build on the Linux runner and attach the resulting\nwheel and source distribution to the release alongside the\nplatform-specific Nuitka binaries.",
          "is_bot": false,
          "headline": "ci: include wheel and sdist in release assets",
          "author_name": "SongTan",
          "author_login": "SepineTam",
          "committed_at": "2026-07-09T06:19:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0d12e3e6d49899cdf78e97e6e586f72275b3d857",
          "body": null,
          "is_bot": false,
          "headline": "docs: update v1.21.0 documentation",
          "author_name": "SongTan",
          "author_login": "SepineTam",
          "committed_at": "2026-07-09T06:17:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f39081867e2d3725cf76f4ec15d63ccd8b19a397",
          "body": "- Delete write_dofile MCP tool function and registry entry\n- Remove deprecated-tool filtering logic from register_tools()\n- Remove ENABLE_WRITE_DOFILE config option\n- Update server registration tests\n\nThe internal api.write_dofile helper remains available for\nado_package_install on non-Unix platforms, but the tool is no\nlonger exposed to MCP clients under any configuration.",
          "is_bot": false,
          "headline": "feat(mcp)!: remove deprecated write_dofile tool registration",
          "author_name": "SongTan",
          "author_login": "SepineTam",
          "committed_at": "2026-07-08T16:32:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "46feacc7db5ad828204d9c46e305c8e05b76cfd6",
          "body": "Add <0.12 upper bound to uv-build in build-system requires\nso future breaking releases do not break source distribution\nbuilds.",
          "is_bot": false,
          "headline": "build: pin uv-build upper bound to suppress sdist warning",
          "author_name": "SongTan",
          "author_login": "SepineTam",
          "committed_at": "2026-07-08T16:30:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8754b7b631e99059503e72eb908355fa1a4add68",
          "body": "Switch build backend from hatchling to uv-build to enable\nNuitka project-mode compilation. Add GitHub Actions workflow\nto build standalone binaries for Linux, macOS x86_64/arm64,\nand Windows on release publication.\n\n- Add [tool.nuitka] configuration in pyproject.toml\n- Add [dependency-groups] build with nuitka and uv-build\n- Add .github/workflows/release-binaries.yml",
          "is_bot": false,
          "headline": "feat(ci): add Nuitka-based release binary builds",
          "author_name": "SongTan",
          "author_login": "SepineTam",
          "committed_at": "2026-07-08T16:29:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e30fe6e14d32bbcdfdc6ec544790d9caa9e6e2c0",
          "body": "- Add timeout=self.DEFAULT_TIMEOUT to requests.get in SpssDataInfo\n- Add unit tests for URL timeout and invalid extension handling\n- Apply precommit import ordering to get_data_info.py",
          "is_bot": false,
          "headline": "fix(spss): use DEFAULT_TIMEOUT for SPSS URL downloads",
          "author_name": "SongTan",
          "author_login": "SepineTam",
          "committed_at": "2026-07-08T16:17:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ad8e19f6897906acfad685092c9a6bff9e5269f4",
          "body": "- Add SECURITY.strict_read_log_boundary config option (default false, no env override)\n- Enforce STATA_MCP_FOLDER.path boundary in API read_log when enabled\n- Add tests for allowed/denied paths, parent escape, symlinks, and env-var behavior",
          "is_bot": false,
          "headline": "feat: add strict_read_log_boundary security switch",
          "author_name": "SongTan",
          "author_login": "SepineTam",
          "committed_at": "2026-07-08T16:03:06Z",
          "body_truncated": false,
          "is_coding_agent": false
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            "inputs": {
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            "notes": [
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                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "3 out of 3 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "exceptional",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "topics": [
                "mcp",
                "stata",
                "econometrics",
                "ai-coding",
                "llm",
                "statistical-analysis",
                "empirical",
                "empirical-research",
                "social-science",
                "social-science-research"
              ],
              "has_wiki": true,
              "homepage": "https://www.aidea-labs.com/mcp-for-stata",
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://www.aidea-labs.com/mcp-for-stata",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "10 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 10
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 62,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Packaging. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "packaging"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 59,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 5.9
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
                "points": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "3 out of 3 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 0/10 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 2 contributing companies or organizations -- score normalized to 6",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 6 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is run on all commits",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "good",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 81 resolved dependencies against OSV; 15 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.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 81
                }
              },
              {
                "code": "advisories_unassessed",
                "params": {
                  "count": 15
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 72,
            "inputs": {
              "source": "osv",
              "advisories": 11,
              "affected_packages": 2,
              "assessed_packages": 81,
              "unassessed_packages": 15,
              "affected_by_severity": "high 2",
              "direct_affected_packages": 1
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "1 affected: mcp 1.27.1 (high 7.6)",
                "points": 13.7,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_affected",
                    "params": {
                      "count": 1,
                      "packages": "mcp 1.27.1 (high 7.6)"
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory has been public longer than 90 days",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "advisories_none_stale",
                    "params": {
                      "days": 90
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "exceptional",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 81,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "exceptional",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "commit_weight_rule": {
                "min_commits": 50,
                "min_commit_share": 0.1
              },
              "review_only_matches": 0,
              "below_threshold_exposures": [],
              "assessed_self_published_locations": 3
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 50,
        "weight": 0.04,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "excellent",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.96,
              "agent_instruction_files": [
                "CLAUDE.md"
              ],
              "agent_instruction_max_bytes": 6612
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "CLAUDE.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "CLAUDE.md"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "95 of 99 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 95,
                      "sampled": 99
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "at_risk",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 34,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": 0.02,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.01
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "2 of the last 100 commits agent-authored or agent-credited",
                "points": 4,
                "status": "partial",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 2,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "1 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 1,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 55,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 53302,
              "source_files_sampled": 112,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/112 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 112,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 20,
            "inputs": {
              "example_dirs": [],
              "has_mcp_signal": true,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
      }
    ],
    "classification": {
      "labels": [
        "mcp-server",
        "library"
      ],
      "scores": {
        "library": 6,
        "mcp-server": 11
      },
      "primary": "mcp-server",
      "evidence": [
        {
          "tier": "distribution",
          "label": "library",
          "source": "registry:pypi",
          "weight": 6
        },
        {
          "tier": "dependencies",
          "label": "mcp-server",
          "source": "dep:mcp",
          "weight": 4
        },
        {
          "tier": "structure",
          "label": "mcp-server",
          "source": "mcp_signal",
          "weight": 3
        },
        {
          "tier": "description",
          "label": "mcp-server",
          "source": "description:mcp-server",
          "weight": 2
        },
        {
          "tier": "tags",
          "label": "mcp-server",
          "source": "tag:mcp-server",
          "weight": 2
        }
      ],
      "artifacts": [],
      "confidence": "medium",
      "host_extension": false,
      "runs_as_process": true,
      "consumed_by_code": true
    },
    "metrics_version": "2.3.1"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "deps.dev does not index pypi:stata-mcp@1.21.3; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-30T10:36:44.018409Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/s/SepineTam/mcp-for-stata.svg",
  "full_name": "SepineTam/mcp-for-stata",
  "license_state": "standard",
  "license_spdx": "AGPL-3.0"
}

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 v2.3.1, schema v0.27.0 — full methodology · metrics wiki.

How one result sits in the wider record: aggregate statisticsPyPI.