Public record
Software health reportschema 0.26.0 · metrics 1.13.0 · 2026-07-22 03:25 UTC

lumduan / settfex

Fetch real-time and historical data from the Stock Exchange of Thailand (SET) and Thailand Futures Exchange (TFEX)

PythonMIT★ 0 stars⑂ 1 forksince Oct 2025View on GitHub ↗

lumduan/settfex holds a health index of 61 out of 100, placing it in the Moderate band. It scores highest on Engineering Quality (85/100) and lowest on Community & Adoption (43/100). It was last updated 1 day ago. A single contributor accounts for most of its recent work.

61
overall / 100
Moderate

Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At risk ceiling of 49. AI Readiness sits outside the overall score.

61
Excellent85-100Exemplary; meets essentially all checked criteria
Good70-84Healthy; minor gaps
Moderate50-69Acceptable with notable gaps; review recommended
At risk30-49Significant weaknesses; adoption warrants caution
Critical1-29Severe 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.

Ownership

Sarat SonsukPersonal account
9 followers72 public repossince Oct 2015Candythink

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPIsettfex0.14.0-161 day agoapiasyncexchangefinancefuturesmarket-datasetstocktfexthai-stocksthailandtrading

Metrics by category

Vitality

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

76Good · 22% of overall
How it's scored
36/36Push recency — last push 1 days ago
2.8/36Commit cadence — 4/52 weeks with commits
18/18Commit volume — 160 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_year160
human_commit_share1
days_since_last_push1
active_weeks_last_year4
How it's scored
27/27Ships releases — 16 releases published
36/36Release recency — latest release 1 days ago
27/27Release cadence — a release every ~3.5 days
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Inputs used
releases_count16
latest_release_tagv0.14.0
releases_from_tagsno
days_since_latest_release1
mean_days_between_releases3.5

Community & Adoption

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

43At risk · 18% of overall
How it's scored
0/60Stars — 0 stars
0/25Forks — 1 forks
0/15Watchers — 0 watchers
Inputs used
forks1
stars0
watchers0
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

92Excellent
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (MIT)
18/18CONTRIBUTING guide
13.5/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
has_contributingyes
has_issue_templateno
has_code_of_conductyes
has_pull_request_templateyes

Sustainability & Governance

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

51Moderate · 24% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
0/22.5Commit distribution — top contributor authored 100% of commits
1.4/13.5Contributor breadth — 1 contributors
3/10OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3
Inputs used
bus_factor1
contributors_sampled1
top_contributor_share1
How it's scored
0/46.8Issue resolution — no issues or no data
29.1/38.3PR acceptance — 57/75 decided PRs merged
0/15OpenSSF Scorecard: Code-Review — Found 0/13 approved changesets -- score normalized to 0
Inputs used
merged_prs57
open_issues0
closed_issues0
issue_closed_ratio
closed_unmerged_prs18
Excluded from scoring (no data or not applicable): Issue resolution. Remaining weights renormalized.
How it's scored
10/30Ownership backing — personal (user) account
0/20Verified domain — not applicable to user accounts
7.2/25Owner reach — 9 followers of lumduan
25/25Track record — 72 public repos, account ~10 yr old
Inputs used
followers9
owner_typeUser
is_verified
owner_loginlumduan
public_repos72
account_age_days3,919
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 1 days ago
20/20Version history — 16 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagessettfex
ecosystemspypi
any_deprecatedno
min_days_since_publish1

Engineering Quality

Are baseline engineering and documentation practices in place?

85Excellent · 20% of overall
How it's scored
24/24CI workflows — 3 workflow(s)
24/24Tests present
16/16Linter config
9.6/9.6Pre-commit hooks
6.4/6.4.editorconfig
12/20OpenSSF Scorecard: CI-Tests — 8 out of 13 merged PRs checked by a CI test -- score normalized to 6
Inputs used
has_ciyes
has_testsyes
has_editorconfigyes
has_linter_configyes
has_precommit_configyes
How it's scored
30/30README
25/25Documentation directory
0/15Documentation / homepage site
10/10Repository description
0/10Topics
10/10Wiki
Inputs used
topics
has_wikiyes
homepage
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

47At risk · 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
1.5/2.5CI-Tests — 8 out of 13 merged PRs checked by a CI test -- score normalized to 6
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/13 approved changesets -- score normalized to 0
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
0/5Fuzzing — project is not 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
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 75 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated18
scorecard_versionv5.5.0
checks_inconclusive0
scorecard_aggregate4.7

AI Readiness

How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score.

71Good · 0% of overall
How it's scored
45/45Agent instructions — .github/instructions/core-architectrual-principles.instructions.md, .github/instructions/documentation-standards.instructions.md, .github/instructions/file-organization.instructions.md, .github/instructions/git-commit.instructions.md, .github/instructions/python-dependency-management.instructions.md, CLAUDE.md
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 99 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share0.99
agent_instruction_files.github/instructions/core-architectrual-principles.instructions.md, .github/instructions/documentation-standards.instructions.md, .github/instructions/file-organization.instructions.md, .github/instructions/git-commit.instructions.md, .github/instructions/python-dependency-management.instructions.md, CLAUDE.md
agent_instruction_max_bytes20,891
How it's scored
0/18One-command bootstrap
22/22Automated tests
11/11Lint / format config
11/11Static type checking — settfex/py.typed
10/10Reproducible environment — lockfile
10/10Demonstrated agent practice — 59 of the last 100 commits agent-authored or agent-credited
5/8Automated maintenance — dependency automation configured, none observed in the sampled commits
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfilesuv.lock
has_dockerfileno
typed_languageno
bootstrap_files
has_devcontainerno
has_linter_configyes
typecheck_configssettfex/py.typed
agent_commit_share0.59
toolchain_manifests
dependency_bot_commit_share0
How it's scored
27/45Type-checkable code — Python with type-check config (settfex/py.typed)
55/55Manageable file sizes — 0/100 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes47,064
source_files_sampled100
oversized_source_files0
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
0/20MCP server
40/40Runnable examples — examples, notebooks
Inputs used
example_dirsexamples, notebooks
has_mcp_signalno
api_schema_files

Key facts

0GitHub stars
1contributors
160commits, last 12 months
1days since last push
16releases
1bus factor
0open issues
PyPIpackage ecosystems

Data collection warnings

  • GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
  • deps.dev does not index pypi:settfex@0.14.0; advisories assessed against the repository dependency graph instead

More detail

OpenSSF Scorecard 4.7 / 10
4.7aggregate

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 · 2026-07-22 03:24 UTC

10Binary-Artifactsno binaries found in the repo
3Branch-Protectionbranch protection is not maximal on development and all release branches
6CI-Tests8 out of 13 merged PRs checked by a CI test -- score normalized to 6
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/13 approved changesets -- score normalized to 0
3Contributorsproject has 1 contributing companies or organizations -- score normalized to 3
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
10Security-Policysecurity policy file detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities75 existing vulnerabilities detected
Direct dependencies 4
RegistryPackageVersion constraintManifest
PyPIcurl-cffi>=0.6.0pyproject.toml
PyPIpydantic>=2.0.0pyproject.toml
PyPIloguru>=0.7.0pyproject.toml
PyPIdiskcache>=5.6.0pyproject.toml
All dependencies not collected

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

Raw JSON report machine-readable
{
  "data": {
    "repo": {
      "topics": [],
      "is_fork": false,
      "size_kb": 2092,
      "has_wiki": true,
      "homepage": null,
      "languages": {
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      },
      "pushed_at": "2026-07-20T19:17:01Z",
      "created_at": "2025-10-01T07:20:10Z",
      "owner_type": "User",
      "updated_at": "2026-07-20T15:16:55Z",
      "description": "Fetch real-time and historical data from the Stock Exchange of Thailand (SET) and Thailand Futures Exchange (TFEX)",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "MIT",
      "default_branch": "main",
      "license_spdx_raw": "MIT",
      "primary_language": "Python",
      "significant_languages": [
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    "owner": {
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      "name": "Sarat Sonsuk",
      "type": "User",
      "login": "lumduan",
      "company": "Candythink",
      "location": "Bangkok, Thailand",
      "followers": 9,
      "avatar_url": "https://avatars.githubusercontent.com/u/15356949?v=4",
      "created_at": "2015-10-28T06:59:18Z",
      "is_verified": null,
      "public_repos": 72,
      "account_age_days": 3919
    },
    "license": {
      "state": "standard",
      "spdx_id": "MIT",
      "raw_spdx": "MIT",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v0.14.0",
          "kind": "minor",
          "published_at": "2026-07-20T15:14:50Z"
        },
        {
          "tag": "v0.13.0",
          "kind": "minor",
          "published_at": "2026-07-20T14:19:57Z"
        },
        {
          "tag": "v0.11.0",
          "kind": "minor",
          "published_at": "2026-07-19T23:28:52Z"
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          "tag": "v0.10.1",
          "kind": "patch",
          "published_at": "2026-07-18T16:06:41Z"
        },
        {
          "tag": "v0.10.0",
          "kind": "minor",
          "published_at": "2026-07-17T08:08:12Z"
        },
        {
          "tag": "v0.8.0",
          "kind": "minor",
          "published_at": "2026-07-16T08:06:12Z"
        },
        {
          "tag": "v0.7.1",
          "kind": "patch",
          "published_at": "2026-06-21T02:46:01Z"
        },
        {
          "tag": "v0.7.0",
          "kind": "minor",
          "published_at": "2026-06-21T02:22:17Z"
        },
        {
          "tag": "v0.6.0",
          "kind": "minor",
          "published_at": "2026-06-19T07:44:11Z"
        },
        {
          "tag": "v0.5.0",
          "kind": "minor",
          "published_at": "2026-06-19T07:17:36Z"
        },
        {
          "tag": "v0.4.1",
          "kind": "patch",
          "published_at": "2026-06-19T06:28:23Z"
        },
        {
          "tag": "v0.4.0",
          "kind": "minor",
          "published_at": "2026-06-19T06:01:15Z"
        },
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          "tag": "v0.3.0",
          "kind": "minor",
          "published_at": "2026-06-17T14:32:39Z"
        },
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          "tag": "v0.2.1",
          "kind": "patch",
          "published_at": "2026-06-17T07:57:32Z"
        },
        {
          "tag": "v0.2.0",
          "kind": "minor",
          "published_at": "2026-06-09T14:07:50Z"
        },
        {
          "tag": "v0.1.0",
          "kind": "minor",
          "published_at": "2025-10-06T02:50:44Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "b8c5a0ba5937e70554fb5790c4b3e732fa3aa77e",
          "body": "feat(sec): harden document downloads — timeout, concurrency, dedupe, memory (0.14.0)",
          "is_bot": false,
          "headline": "Merge pull request #75 from lumduan/feat/sec-download-hardening",
          "author_name": "Sarat Sonsuk",
          "author_login": "lumduan",
          "committed_at": "2026-07-20T15:13:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "68c047bbadd23dc08ca3f9425e6b15fe04ef6902",
          "body": "…memory (0.14.0)\n\nFixes large-file \"download all\" timeouts (curl 28) reported for Form 56-1/56-2\nOne Reports (15-25 MB), and two issues a live 18-year stress test surfaced.\n\n- Default per-file timeout 30s -> 180s (DEFAULT_DOWNLOAD_TIMEOUT); new `timeout=`\n  param on download_sec_document(s)/Document\n[…]\nbytes held\n286 MB -> 0, no timeouts at defaults. Adds 9 tests (525 total); ruff + mypy clean;\ndoc tuning table + notebook updated.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(sec): harden document downloads — timeout, concurrency, dedupe, …",
          "author_name": "batt",
          "author_login": "lumduan",
          "committed_at": "2026-07-20T15:10:07Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "276eedf4dcdc67d86bff3268b6bffafd18ed9609",
          "body": "feat(sec): SecDocumentList — list available years + easy bulk download (0.13.0)",
          "is_bot": false,
          "headline": "Merge pull request #74 from lumduan/feat/sec-document-list-helpers",
          "author_name": "Sarat Sonsuk",
          "author_login": "lumduan",
          "committed_at": "2026-07-20T13:36:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "00112f11709a2428672f292bd7012b4809be89f1",
          "body": "…d (0.13.0)\n\nThe SEC listing calls (get_sec_documents, FinancialReportService.fetch_documents,\nSecCompany.list_documents) now return a SecDocumentList — a list[SecDocument]\nsubclass (backward compatible: it IS a list) with helpers that answer two common\nquestions:\n\n- \"which years are available?\" -> \n[…]\nttfex.services.sec and the top-level settfex namespace.\nAdds 10 tests (516 total), ruff + mypy clean, live-verified against CPALL.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(sec): SecDocumentList — list available years + easy bulk downloa…",
          "author_name": "batt",
          "author_login": "lumduan",
          "committed_at": "2026-07-20T13:27:42Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "8eec311f3112e0e2922988729bf37f7d37d9dc94",
          "body": "feat(sec): SEC IDISC document service — list & download raw disclosures (0.12.0)",
          "is_bot": false,
          "headline": "Merge pull request #73 from lumduan/feat/sec-idisc-document-service",
          "author_name": "Sarat Sonsuk",
          "author_login": "lumduan",
          "committed_at": "2026-07-20T12:33:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bfd0ddbba5627cd3e045edcd5b3df8ea69126d4a",
          "body": "Satisfies the repo-wide `ruff format --check .` CI gate. Formats the new SEC\nservice files, their tests, and the two example notebooks. The 16_news.ipynb\nchange is a pre-existing formatting gap the whole-repo check flags — included\nhere so CI is green. No behavior change; 506 tests pass, mypy clean.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "style: apply ruff format (SEC package, tests, notebooks)",
          "author_name": "batt",
          "author_login": "lumduan",
          "committed_at": "2026-07-20T12:29:30Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "74c31f1bb6dddc51680ce96cbe9abea1cab806c0",
          "body": "…osures (0.12.0)\n\nNew settfex.services.sec package targeting market.sec.or.th (Thai SEC IDISC),\nto list and download the RAW disclosure documents companies file — the original\nFINANCIAL_STATEMENTS.XLSX package, Form 56-1, Form 56-2, Key Financial Ratio,\nand MD&A — for any SET/mai-listed issuer.\n\nThr\n[…]\n doc,\nand reconciles CLAUDE.md / README.md / CHANGELOG. 506 tests pass, ruff + mypy\nclean, live-verified end-to-end against CPALL.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(sec): add SEC IDISC document service — list & download raw discl…",
          "author_name": "batt",
          "author_login": "lumduan",
          "committed_at": "2026-07-20T12:26:05Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "4cf0395b8c3f2ff5c90f7436e7975dd7a6d69b12",
          "body": "docs(news): document rolling 5-year history limit & historical queries",
          "is_bot": false,
          "headline": "Merge pull request #72 from lumduan/docs/news-doc-historical",
          "author_name": "Sarat Sonsuk",
          "author_login": "lumduan",
          "committed_at": "2026-07-20T06:41:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "87210299c7dce6f9fc4af2e5ae46f76cc3a49934",
          "body": "Updates docs/settfex/services/set/news.md to cover historical news and\nthe endpoint's rolling ~5-year (1826-day) history window:\n\n- gotchas callout bumped Two -> Three; adds #3 (1826-day limit, from_date\n  is what's checked, over-old -> FetchError not InvalidDateError, no clipping,\n  rolling boundar\n[…]\nteError (malformed, local) vs FetchError\n  (too-old, HTTP 400)\n- fetch_news note + API Endpoint spec note the 1826-day lower bound\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs(news): document rolling 5-year history limit & historical queries",
          "author_name": "batt",
          "author_login": "lumduan",
          "committed_at": "2026-07-20T06:41:06Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "2cb64eeb389629279c22b367f04917cdb5dcae8a",
          "body": "docs(news): add historical-news notebook example (§11, rolling 5-year window)",
          "is_bot": false,
          "headline": "Merge pull request #71 from lumduan/docs/news-notebook-historical",
          "author_name": "Sarat Sonsuk",
          "author_login": "lumduan",
          "committed_at": "2026-07-20T05:10:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "83f7611b757f6cfadb022e4b665e4d7bddab224b",
          "body": "Adds Section 11 to examples/set/16_news.ipynb demonstrating historical\nnews queries and the rolling ~5-year (1826-day) history limit:\n\n- fetch a historical window ~1 year back (count + earliest/latest + headlines)\n- boundary demo: today-1826d is served, today-1827d raises FetchError (HTTP 400)\n\nBoth cells were run against the live API to confirm they work. No saved\noutputs (matches the notebook's convention).\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs(news): add historical-news notebook example (§11, 5-year window)",
          "author_name": "batt",
          "author_login": "lumduan",
          "committed_at": "2026-07-20T05:02:03Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "e69119d5b7ae7bd2b192c710a725d334b2b83b5f",
          "body": "docs(news): note rolling ~5-year (1826-day) news history limit",
          "is_bot": false,
          "headline": "Merge pull request #70 from lumduan/docs/news-history-5yr-gotcha",
          "author_name": "Sarat Sonsuk",
          "author_login": "lumduan",
          "committed_at": "2026-07-20T04:51:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e51f635436c1ae70a3607dde67518ab2c43a936d",
          "body": "Live-probed 2026-07-20: /api/set/news/search serves only the trailing\n1826 days (= 5 calendar years incl. leap day). A from_date older than\ntoday-1826d is rejected with HTTP 400 (surfaced as FetchError, not\nInvalidDateError); the check is on the window start and does not clip to\nthe allowed range. Documented as a Known Gotcha.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs(news): note rolling ~5-year (1826-day) news history limit",
          "author_name": "batt",
          "author_login": "lumduan",
          "committed_at": "2026-07-20T04:50:47Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "3c8e878b02e31d98113b1c1b2e1f0bbe4f5d8c5e",
          "body": "chore(gitignore): ignore local tmp/ scratch dir",
          "is_bot": false,
          "headline": "Merge pull request #69 from lumduan/chore/gitignore-tmp",
          "author_name": "Sarat Sonsuk",
          "author_login": "lumduan",
          "committed_at": "2026-07-19T23:36:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "10db739608c6b1be7f00e126da39ca5989f96c94",
          "body": "…d cookies/tokens)\n\ntmp/ was sitting untracked in git status; it holds local scratch such as HAR\ncaptures, which can embed session cookies/tokens and must never be committable.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore(gitignore): ignore local tmp/ scratch dir (HAR captures may hol…",
          "author_name": "batt",
          "author_login": "lumduan",
          "committed_at": "2026-07-19T23:31:53Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "266729f715027ca30c4b16131ccd152d3edd7c0b",
          "body": "feat(set): News service — company news/disclosures for all stocks (0.11.0)",
          "is_bot": false,
          "headline": "Merge pull request #68 from lumduan/feat/set-news-service",
          "author_name": "Sarat Sonsuk",
          "author_login": "lumduan",
          "committed_at": "2026-07-19T23:27:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6d29d7eae236dba309c5b2a75d6b90e494bed9ab",
          "body": "… (0.11.0)\n\n- New settfex/services/set/news.py: get_news() / NewsService.fetch_news() /\n  fetch_news_raw() over GET /api/set/news/search; filters: symbol,\n  from_date/to_date (dd/MM/yyyy only — eager InvalidDateError on ISO strings),\n  keyword, source_id (None = all sources; unverified values warned\n[…]\nng-price was missing — totals now 19 services / 19 notebooks)\n- Version 0.11.0 (pyproject.toml + settfex/__init__.py + uv.lock); CHANGELOG entry\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(set): add News service — company news/disclosures for all stocks…",
          "author_name": "batt",
          "author_login": "lumduan",
          "committed_at": "2026-07-19T15:57:34Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "455b082a519986865743ed783559069afded6bee",
          "body": "…t-date\n\nfix(set): tolerate null management startDate in company profile (0.10.1)",
          "is_bot": false,
          "headline": "Merge pull request #67 from lumduan/fix/profile-company-nullable-star…",
          "author_name": "Sarat Sonsuk",
          "author_login": "lumduan",
          "committed_at": "2026-07-18T16:05:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0ba6282ca9a8d3c9c73a3607b36bdc607f2d1fc7",
          "body": "SET reports a vacant/undisclosed executive seat with \"startDate\": null and\nan empty name (e.g. VIBE's top finance-responsibility position), so\nfetch_company_profile() raised a pydantic ValidationError on such symbols.\nManagement.start_date is now datetime | None, matching the nullable-datetime\nconve\n[…]\nthe service's first test suite (mocked; fixture taken from the real\nVIBE payload), guards the docs example, records the gotcha, bumps to 0.10.1.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(set): tolerate null management startDate in company profile (0.10.1)",
          "author_name": "batt",
          "author_login": "lumduan",
          "committed_at": "2026-07-18T16:02:53Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "0d3aaa83f8d849d7f195cf9dc103b40e0bf8c18b",
          "body": "chore(mypy): type-check tests/ for real errors instead of ignoring them",
          "is_bot": false,
          "headline": "Merge pull request #66 from lumduan/chore/type-tests-and-scripts",
          "author_name": "Sarat Sonsuk",
          "author_login": "lumduan",
          "committed_at": "2026-07-17T14:12:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "33cbcc8d93ddc32fd4d2dd7bf42a219dc1ea36d6",
          "body": "tests/ were `ignore_errors = true`, so mypy checked NOTHING in them — including real type\nbugs. Turn that off and instead relax only the annotation-boilerplate rules\n(disallow_untyped_defs / disallow_incomplete_defs / disallow_untyped_calls), so tests are\nchecked for genuine errors without requiring\n[…]\nored) scripts/; both are no-ops in CI.\n\n`uv run mypy .` now covers settfex/ + tests/ and passes clean (83 files on a CI checkout).\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore(mypy): type-check tests/ for real errors instead of ignoring them",
          "author_name": "batt",
          "author_login": "lumduan",
          "committed_at": "2026-07-17T13:23:05Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "0bc3b5a4549b0ab6958552cf20d649f68a633b69",
          "body": "docs: reference 0.10.0 typed exceptions + \"did you mean?\" suggestion",
          "is_bot": false,
          "headline": "Merge pull request #65 from lumduan/docs/typed-exceptions-0.10.0",
          "author_name": "Sarat Sonsuk",
          "author_login": "lumduan",
          "committed_at": "2026-07-17T09:55:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1064b331f87e1bb3f1c7cacc30c2f3aa9f30aa6e",
          "body": "The docs pin no settfex version (unpinned install + dynamic PyPI badge + CHANGELOG pointer\nalready reflect 0.10.0), but the service docs still described the pre-0.9 generic Exception\nmodel. Update the user-facing error-handling docs to the current typed exceptions.\n\n- README: new \"Error Handling\" se\n[…]\ning the 0.10.0 network-free suggestion + suggest_symbol().\n\nVerified all doc-referenced symbols/attributes resolve against 0.10.0.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: reference 0.10.0 typed exceptions + \"did you mean?\" suggestion",
          "author_name": "batt",
          "author_login": "lumduan",
          "committed_at": "2026-07-17T08:43:33Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "dd43a32f2ea709ecec5c0613f7e691d2fb97b055",
          "body": "feat(exceptions): network-free \"did you mean?\" suggestion on SymbolNotFoundError (0.10.0)",
          "is_bot": false,
          "headline": "Merge pull request #64 from lumduan/feat/symbol-not-found-suggestion",
          "author_name": "Sarat Sonsuk",
          "author_login": "lumduan",
          "committed_at": "2026-07-17T07:26:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c5bebfc8a4441525ed6c0f4b75649af238608d54",
          "body": "…tFoundError (0.10.0)\n\nA mistyped SET stock symbol now carries a .suggestion (closest known symbol via stdlib\ndifflib), appended to the error message and readable programmatically. Computed only from\nthe stock list already fetched this session (get_stock_list) — a 404 never triggers an extra\nfetch; \n[…]\n.\n\nBump 0.9.0 -> 0.10.0 (MINOR: new backward-compatible public API — .suggestion, suggest_symbol,\nraise_for_status suggest param).\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(exceptions): network-free \"did you mean?\" suggestion on SymbolNo…",
          "author_name": "batt",
          "author_login": "lumduan",
          "committed_at": "2026-07-17T07:10:57Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "b4a36106603fc9c62b2fad13efd15fcb41876525",
          "body": "…lity\n\nDocs consistency + AI-agent consumability; typed exceptions + Literal typing (0.9.0)",
          "is_bot": false,
          "headline": "Merge pull request #63 from lumduan/docs/doc-consistency-ai-consumabi…",
          "author_name": "Sarat Sonsuk",
          "author_login": "lumduan",
          "committed_at": "2026-07-17T06:34:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e4fe2a864dcaa8fafd85f50aa6906c3cd87173ec",
          "body": "…\"] typing (0.9.0)\n\nApplies the exception + Literal proposals catalogued (report-only) in 0.8.0, as\nnon-breaking runtime changes.\n\nExceptions (new settfex/exceptions.py, re-exported from top-level settfex):\n- FetchError(Exception) carrying status_code/symbol; SymbolNotFoundError(FetchError) for\n  HT\n[…]\nfied: ruff / mypy . / pytest (384 passed) all green; uv build ships settfex/py.typed\nand settfex/exceptions.py in the 0.9.0 wheel.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(exceptions,typing): typed exception hierarchy + Literal[\"en\",\"th…",
          "author_name": "batt",
          "author_login": "lumduan",
          "committed_at": "2026-07-17T05:34:06Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "fc945c8d79537e8a1971d900a3211b661c50e21a",
          "body": "…ationale, drop dead MANIFEST.in\n\n- settfex/__init__.py: add a condensed 3-tier (get_*/fetch_*/fetch_*_raw) LLM\n  tool-calling rationale to the package docstring, so 'import settfex; help(settfex)'\n  conveys the mental model with no network access\n- earnings_call.py: add Args/Returns/Raises to the 5\n[…]\n the package itself is mypy-clean\n- uv.lock: sync the local settfex entry 0.7.1 -> 0.8.0 (lockfile drift from the\n  0.8.0 release)\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs(api): complete earnings-call wrapper docstrings, add LLM-tiers r…",
          "author_name": "batt",
          "author_login": "lumduan",
          "committed_at": "2026-07-17T04:17:28Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "0bb38824cf5f6b2bf7a6b39ec52405f500318888",
          "body": "CLAUDE.md:\n- Add step 6 to 'Adding a New Service' (root cause: update CLAUDE.md +\n  CHANGELOG.md) so the Services Inventory / tree / changelog stop drifting\n- Replace the parallel 'Recent Change History' with a pointer to CHANGELOG.md\n  (the canonical, complete history) — removes the duplicate sourc\n[…]\n canonical example\n  (latest-price convenience + raw series)\n- Switch Contributing steps to uv (uv sync / uv run pytest|ruff|mypy)\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: fix CLAUDE.md/README drift; collapse changelog to CHANGELOG.md",
          "author_name": "batt",
          "author_login": "lumduan",
          "committed_at": "2026-07-17T04:11:11Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "a328e4151277650ad85b46adda95d9a1a3865471",
          "body": "…ilerplate)\n\nThe file was 240 lines of boilerplate copy-pasted from a LINE API project\n(line_api/ references, LineMessagingClient examples, empty settfex sections,\na leftover Copilot <SYSTEM> prompt). Nothing in the repo referenced it.\nRemoving it eliminates a misleading, duplicate source of truth vs CLAUDE.md.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore: remove stale copilot-instructions.md (unreferenced LINE-API bo…",
          "author_name": "batt",
          "author_login": "lumduan",
          "committed_at": "2026-07-17T04:06:05Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "e4483b391bad957409b65d76cc0cc71996a80af6",
          "body": "feat(set): Market Index services (SET50/SET100/sSET/SETESG/...) + stock-list index membership (0.8.0)",
          "is_bot": false,
          "headline": "Merge pull request #62 from lumduan/feat/market-index",
          "author_name": "Sarat Sonsuk",
          "author_login": "lumduan",
          "committed_at": "2026-07-16T08:04:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "24a534cdf9d57ac97c55cb852e7fd03aabde2659",
          "body": "CI's repo-wide `ruff format --check .` also formats notebooks; normalize\ninline-comment spacing in the generated cells (whitespace-only).\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "style: ruff-format notebook 15_market_index",
          "author_name": "batt",
          "author_login": "lumduan",
          "committed_at": "2026-07-16T08:01:38Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "64badd959c8db98eb5a909122ddd051f74f79f6a",
          "body": "New settfex.services.set.index sub-package covering the SET index API:\n\n- Index directory (get_index_list): all 55 indices across INDEX/INDUSTRY/\n  SECTOR levels, with filters and SET-vs-mai industry disambiguation\n  (AGRO vs AGRO-m query symbols)\n- Index quotation (get_index_info / get_index_info_l\n[…]\nndex.ipynb (all cells verified\nagainst the live API), docs/settfex/services/set/index.md, README/CLAUDE.md\nupdates, version bump 0.7.1 -> 0.8.0.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(set): market index services + stock-list index membership (0.8.0)",
          "author_name": "batt",
          "author_login": "lumduan",
          "committed_at": "2026-07-16T07:57:56Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "ddd13cc2295c6b12151329f1a5a7fa2c1d37ecec",
          "body": "fix(set): export latest_historical_trading top-level (release 0.7.1)",
          "is_bot": false,
          "headline": "Merge pull request #54 from lumduan/release/v0.7.1",
          "author_name": "candythink",
          "author_login": "lumduan",
          "committed_at": "2026-06-21T02:44:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ee10fb584f629c7817c42d5b5c99f467c3f8e2e1",
          "body": "…(0.7.1)\n\nPatch release. The 0.7.0 wheel only exposed get_latest_historical_trading (and\nits models) from settfex.services.set.stock, so the documented top-level import\n`from settfex.services.set import get_latest_historical_trading` raised\nImportError for installed users. The fix (top-level export)\n[…]\n- Bump version to 0.7.1 (pyproject.toml + settfex/__init__.py), re-lock, CHANGELOG.\n- Refresh the stale notebook count in CLAUDE.md (13 -> 15).\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(set): export latest_historical_trading from settfex.services.set …",
          "author_name": "batt",
          "author_login": "lumduan",
          "committed_at": "2026-06-21T02:43:40Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "c2c479cffe7ad90e69bb0d3bdde84ca39d078103",
          "body": "…rity\n\nfix(set): latest_historical_trading parity (fix broken README import + docs/tests/notebook)",
          "is_bot": false,
          "headline": "Merge pull request #53 from lumduan/feat/latest-historical-trading-pa…",
          "author_name": "candythink",
          "author_login": "lumduan",
          "committed_at": "2026-06-21T02:38:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ef2cbc1842d1111f9accb15a839b8c78c3607ac8",
          "body": "… + add docs/tests/notebook\n\nThe latest_historical_trading service existed but was undocumented and its\nREADME example was broken twice over:\n- `from settfex.services.set import get_latest_historical_trading` raised\n  ImportError (symbol was only exported from settfex.services.set.stock)\n- the snipp\n[…]\nding.py (100% on\n  the module; fixture from a real CPALL response)\n- Add examples/set/14_latest_historical_trading.ipynb (+ README index entry)\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(set): latest_historical_trading parity — fix broken README import…",
          "author_name": "batt",
          "author_login": "lumduan",
          "committed_at": "2026-06-21T02:36:59Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "210cad2aefffd4c1cf3658df5a20262492052d8b",
          "body": "docs(releasing): add the `uv lock` re-lock step after a version bump",
          "is_bot": false,
          "headline": "Merge pull request #52 from lumduan/docs/releasing-uv-lock-step",
          "author_name": "candythink",
          "author_login": "lumduan",
          "committed_at": "2026-06-21T02:29:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b8d4271df9cd1e6bbc6e532f20bca35065255573",
          "body": "A version bump in pyproject.toml leaves uv.lock's workspace `settfex` entry\nstale, which fails the release CI gate's `uv sync --group dev --frozen`. Make\nthe re-lock an explicit checklist step so future releases don't trip on it.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs(releasing): add the `uv lock` re-lock step after a version bump",
          "author_name": "batt",
          "author_login": "lumduan",
          "committed_at": "2026-06-21T02:28:53Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "e9606b3aaac0c89975cd977649c170b065a266ef",
          "body": "feat(set): latest traded price for chart quotation (0.7.0)",
          "is_bot": false,
          "headline": "Merge pull request #51 from lumduan/feat/chart-quotation-latest-price",
          "author_name": "candythink",
          "author_login": "lumduan",
          "committed_at": "2026-06-21T02:20:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3b3c07397b5497d2e44fad4e802087cbcb83bcc4",
          "body": "Add a first-class \"latest traded price relative to now\" capability on top of\nthe existing SET chart-quotation service, excluding the null/no-trade buckets\nthe intraday feed pre-populates for the rest of the session:\n\n- get_latest_price(symbol, ...) -> Quotation | None (top-level convenience)\n- Chart\n[…]\nion script, docs, notebook (#13),\n  README + CLAUDE.md inventory\n\nRelease 0.7.0: bump pyproject.toml + settfex/__init__.py, re-lock, CHANGELOG.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(set): latest traded price for chart quotation (0.7.0)",
          "author_name": "batt",
          "author_login": "lumduan",
          "committed_at": "2026-06-21T02:19:21Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "b7e98c99fe9e09446cc7a8c6828f558639c7e4b1",
          "body": "chore: track CLAUDE.md in the repo",
          "is_bot": false,
          "headline": "Merge pull request #50 from lumduan/chore/track-claude-md",
          "author_name": "candythink",
          "author_login": "lumduan",
          "committed_at": "2026-06-19T07:51:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cf67e997bacb06cab1fe24514a4f9f251f649c6f",
          "body": "CLAUDE.md is the project's AI-assistant instructions (overview, architecture,\nservice inventory) and is genuinely shared project context, so version it instead\nof ignoring it. Removes only the CLAUDE.md ignore rule; .claude/ (local settings)\nand scripts/ (local helpers) stay ignored. Inventory reflects the earnings-call\nservices through 0.6.0.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore: track CLAUDE.md in the repo",
          "author_name": "batt",
          "author_login": "lumduan",
          "committed_at": "2026-06-19T07:51:32Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "0930e9dee139c07ea6f62408762137c2ec680295",
          "body": "docs: YouTube rate-limit/IP-block caveat for transcripts",
          "is_bot": false,
          "headline": "Merge pull request #49 from lumduan/docs/transcript-youtube-caveat",
          "author_name": "candythink",
          "author_login": "lumduan",
          "committed_at": "2026-06-19T07:49:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6125a67046bc98c5e3f282009339d9599f88ebf2",
          "body": "Transcript fetching is built for a filtered set (a company/quarter), not the full\n~9,520-video archive, and defaults to low concurrency (3). Blocked/missing\ntranscripts return None; pass proxies={\"http\":...,\"https\":...} if the host IP is\nblocked. (CLAUDE.md inventory was also refreshed locally — it is gitignored.)\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs(readme): note YouTube rate-limit/IP-block caveat for transcripts",
          "author_name": "batt",
          "author_login": "lumduan",
          "committed_at": "2026-06-19T07:48:28Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "dd0fdd55be2bb10c642518c8e84998b500133b12",
          "body": "…ripts\n\nfeat: Thai YouTube transcripts for earnings calls (release 0.6.0)",
          "is_bot": false,
          "headline": "Merge pull request #48 from lumduan/feat/earnings-call-youtube-transc…",
          "author_name": "candythink",
          "author_login": "lumduan",
          "committed_at": "2026-06-19T07:42:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fa63ecec7a724d084e2c02534f2240185564fd8a",
          "body": "Each recorded OPPDAY earnings call is a Thai-language YouTube video; this adds\nfetching its transcript as a plain string for AI/LLM use, behind a new optional\n`transcript` extra (youtube-transcript-api), lazily imported.\n\n- settfex/utils/youtube_transcript.py: fetch_youtube_transcript(video_id,\n  la\n[…]\nook/CHANGELOG.\n\nVerified live: a real OPPDAY video returns ~6.3k chars of Thai transcript;\nvideos without Thai captions return None gracefully.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(set): Thai YouTube transcripts for earnings calls (0.6.0)",
          "author_name": "batt",
          "author_login": "lumduan",
          "committed_at": "2026-06-19T07:41:20Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "4b7741ead4f0450009f0e3db14ebe5428996e427",
          "body": "…ogress\n\nfeat: concurrent fetch_all earnings calls + progress bar (release 0.5.0)",
          "is_bot": false,
          "headline": "Merge pull request #47 from lumduan/feat/earnings-call-fetch-speed-pr…",
          "author_name": "candythink",
          "author_login": "lumduan",
          "committed_at": "2026-06-19T07:16:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ca686574a78eee94f7b985a610e1e548550761a1",
          "body": "Fetching the whole OPPDAY archive was slow: fetch_all_earnings_calls paginated\nsequentially with a 0.3s throttle between every page (~191 serial requests, ~150s\nfor all 9520 records). Now it learns the total from page 1 and fetches the rest\nconcurrently (bounded by max_concurrency, default 5), reass\n[…]\nted.\n- Version 0.5.0; tqdm added to the progress/examples extras + dev group; mypy\n  override for tqdm. Docs/README/notebook/CHANGELOG updated.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(set): concurrent fetch_all_earnings_calls + progress bar (0.5.0)",
          "author_name": "batt",
          "author_login": "lumduan",
          "committed_at": "2026-06-19T07:14:39Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "e63dd731863eea1730e9ba251be69fcade129d1f",
          "body": "fix: tolerate null industry + add OPPDAY detail-by-id getter (release 0.4.1)",
          "is_bot": false,
          "headline": "Merge pull request #46 from lumduan/fix/earnings-call-null-industry",
          "author_name": "candythink",
          "author_login": "lumduan",
          "committed_at": "2026-06-19T06:26:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1d19c6329f59e7981a100272a2bb83b5db5e309e",
          "body": "Patch release: tolerate `industry: null` in OPPDAY items (large page_size / deep\npages no longer raise), add get_earnings_call_detail(id), and harden the detail\nmodel's YouTube handling.\n\n- pyproject.toml + settfex/__init__.py: 0.4.0 -> 0.4.1\n- uv.lock: settfex pin -> 0.4.1\n- CHANGELOG.md: [0.4.1] section (Added + Fixed)\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore(release): 0.4.1",
          "author_name": "batt",
          "author_login": "lumduan",
          "committed_at": "2026-06-19T06:25:23Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "e0caccde1610f0d25127bf1b46970d6e6b7b10ce",
          "body": "- Add EarningsCallService.fetch_earnings_call_detail(id) and the top-level\n  get_earnings_call_detail(id) convenience — fetch one OPPDAY presentation\n  directly by its id (the number in a /vdo/{id} URL), without a list+enrich.\n- EarningsCallDetail: add image_path and derived youtube_video_id / youtu\n[…]\ny whitespace from video_link\n  (a few legacy records, e.g. vdo/6319, embed a newline mid-URL).\n- Export get_earnings_call_detail; tests + docs.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(set): fetch OPPDAY detail by id + robust detail youtube",
          "author_name": "batt",
          "author_login": "lumduan",
          "committed_at": "2026-06-19T06:25:17Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "263f010e3c26277114ad284595ddf365b9125749",
          "body": "The OPPDAY list returns `industry: null` for a handful of newly-listed companies\n(e.g. ISTORE22), so fetching deeper pages or a large page_size raised a\nValidationError — `EarningsCallItem.industry` was a required string. Make it\n`str | None`.\n\nAlso corrects a wrong doc note: `page_size` is NOT capp\n[…]\ne request); the earlier \"rejected above ~100\" claim was actually this\nnull-industry validation error.\n\nRegression test added; full suite green.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(set): tolerate null industry in earnings-call items",
          "author_name": "batt",
          "author_login": "lumduan",
          "committed_at": "2026-06-19T06:17:04Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "326f59a9a81a80303a0d53d3e441a26d86758f2f",
          "body": "feat: SET Earnings Call (Opportunity Day) service + AsyncDataFetcher POST (release 0.4.0)",
          "is_bot": false,
          "headline": "Merge pull request #45 from lumduan/feature/set-earnings-call",
          "author_name": "candythink",
          "author_login": "lumduan",
          "committed_at": "2026-06-19T05:59:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d88b6e3a32fdef44202ae18e11d5f4d7c0a29e86",
          "body": "Bump version to 0.4.0 for the Earnings Call (Opportunity Day) service and the\nAsyncDataFetcher POST support (both backward-compatible feature additions).\n\n- pyproject.toml + settfex/__init__.py: 0.3.0 -> 0.4.0 (kept in sync)\n- uv.lock: settfex pin -> 0.4.0\n- CHANGELOG.md: promote [Unreleased] -> [0.4.0] - 2026-06-19; add empty [Unreleased]\n- README.md: add a Changelog pointer section\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore(release): 0.4.0",
          "author_name": "batt",
          "author_login": "lumduan",
          "committed_at": "2026-06-19T05:57:42Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "f70a556d48688a74b5f2ebd0134ee73434aa1253",
          "body": "- docs/settfex/services/set/earnings_call.md (full service reference)\n- README: SET services entry + \"Get Earnings Call Calendar\" usage block\n- examples/set/12_earnings_call.ipynb (fetch -> DataFrame -> filter -> CSV)\n- CHANGELOG: Unreleased entry for the service and the AsyncDataFetcher POST\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs(set): document Earnings Call service + example notebook",
          "author_name": "batt",
          "author_login": "lumduan",
          "committed_at": "2026-06-19T05:45:21Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "c87b08ccde1aea38631d4e655cc3a5b2a21e076d",
          "body": "Fetch the SET \"Earnings Call (OPPDAY)\" calendar from the stateless\nopportunity-day backend (POST api.lcp.setgroup.or.th/api/v1/investor/search/archive)\nas typed Pydantic models plus an optional pandas DataFrame.\n\n- EarningsCallService: fetch_earnings_calls / _raw, bounded\n  fetch_all_earnings_calls,\n[…]\ntail `period` (clock range,\n\"16:15 - 17:00\") surfaces separately as EarningsCallDetail.meeting_time.\n99% module test coverage; all HTTP mocked.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(set): add Earnings Call (Opportunity Day) calendar service",
          "author_name": "batt",
          "author_login": "lumduan",
          "committed_at": "2026-06-19T05:45:14Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "f322626acc547534e6a14d62d5917a5353725325",
          "body": "Add keyword-only `method=\"GET\"` (default) and `json_body` to fetch(),\nfetch_json(), and _make_request(). POST runs through the standalone\n(sessionless) path and the existing NaN-rejecting JSON decoder, so the\nhardening plus retry/rate-limit logic apply to POST too. GET stays the\ndefault, keeping eve\n[…]\nvia a persistent session is intentionally\nunsupported (raises NotImplementedError) — the cookieless opportunity-day\nAPI uses use_session=False.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(utils): add opt-in POST support to AsyncDataFetcher",
          "author_name": "batt",
          "author_login": "lumduan",
          "committed_at": "2026-06-19T05:45:05Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "9d8a5e11bc40d68264d5af8ba317f2c4347009b8",
          "body": "feat(tfex): underlying-price service + release 0.3.0",
          "is_bot": false,
          "headline": "Merge pull request #44 from lumduan/feat/tfex-underlying-price",
          "author_name": "candythink",
          "author_login": "lumduan",
          "committed_at": "2026-06-17T14:23:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "baf0bb66a4c5f69155c3a33f1de0bd50fa299920",
          "body": "Bumps version (pyproject.toml + settfex/__init__.py) and adds the CHANGELOG\n0.3.0 section for the new TFEX underlying-price service (get_underlying_price /\nTFEXUnderlyingPriceService / UnderlyingPrice → GET /api/set/tfex/series/{symbol}/\nunderlying-price; the SET50 index spot for SET50 options/futures).\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore(release): 0.3.0",
          "author_name": "batt",
          "author_login": "lumduan",
          "committed_at": "2026-06-17T14:22:12Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "41a27e9c90b59d96f4f784c58aef014474005a19",
          "body": "Add the two remaining \"Adding a New Service\" checklist items for the\nTFEX underlying-price service:\n\n- examples/tfex/03_underlying_price.ipynb — example notebook mirroring\n  02_trading_statistics.ipynb (intro/overview, basic fetch, field display,\n  spot-vs-futures basis note, multi-series + pandas D\n[…]\n complete the checklist.\n\nService code/tests/constants/__init__ unchanged. Gate green:\nruff check + format, mypy --strict, pytest (158 passed).\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs(tfex): underlying-price verify script + example notebook",
          "author_name": "batt",
          "author_login": "lumduan",
          "committed_at": "2026-06-17T14:18:27Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "950a618dc39e5c80bbfbc53318b0806db6161df3",
          "body": "Add a TFEX underlying-price service mirroring the trading-statistics\nservice: fetches the underlying instrument price for a TFEX series\n(for SET50 index options/futures, that is the SET50 index).\n\n- constants: TFEX_UNDERLYING_PRICE_ENDPOINT\n  (/api/set/tfex/series/{symbol}/underlying-price)\n- underl\n[…]\nn, nullable fields, missing-field\n  ValidationError, raw non-dict guard, and NaN-rejection\n  (ResponseParseError). New module at 100% coverage.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(tfex): add underlying-price service",
          "author_name": "batt",
          "author_login": "lumduan",
          "committed_at": "2026-06-17T13:59:34Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "b697ed1bc75c9385628b8ab3f56ae84f229dc5bc",
          "body": "fix(release): repair GitHub Release step (changelog notes via body_path)",
          "is_bot": false,
          "headline": "Merge pull request #43 from lumduan/fix/release-changelog-notes",
          "author_name": "candythink",
          "author_login": "lumduan",
          "committed_at": "2026-06-17T08:02:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c0cc14456c559aafcad5342fe0089866ed1d590b",
          "body": "… step)\n\nThe github-release job failed at 'Extract changelog section' with\n'Invalid value. Matching delimiter not found CHANGELOG_EOF'. The notes were\nwritten with .strip() (no trailing newline), so piping the file into the\n$GITHUB_OUTPUT 'notes<<CHANGELOG_EOF' heredoc glued the closing delimiter on\n[…]\nase via body_path. Also write a trailing\nnewline for good measure. Verified: extraction yields the [x.y.z] body and the\nfile ends in a newline.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(release): write changelog notes via body_path (fix GitHub Release…",
          "author_name": "batt",
          "author_login": "lumduan",
          "committed_at": "2026-06-17T07:59:31Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "8606b124f063059ebc59df011686d9a107d59f59",
          "body": "docs(release): single tag-driven publish path (resolve dual-publish)",
          "is_bot": false,
          "headline": "Merge pull request #42 from lumduan/chore/single-release-path",
          "author_name": "candythink",
          "author_login": "lumduan",
          "committed_at": "2026-06-17T07:41:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6cf0542fb90dc78cfc2a8f786d60b4b5ea027443",
          "body": "Resolves the dual-publish ambiguity (a maintainer's local twine uploader vs the\ntag-triggered release.yml). release.yml already publishes via OIDC Trusted Publisher\nwith skip-existing, so it is the one canonical, auditable PyPI path.\n\n- RELEASING.md: documents the single flow (bump -> CHANGELOG -> m\n[…]\ned) was realigned to\nonly validate + push the tag instead of running twine, so it now feeds the same single\npath rather than competing with it.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs(release): document the single tag-driven publish path",
          "author_name": "batt",
          "author_login": "lumduan",
          "committed_at": "2026-06-17T07:38:03Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "fc5d6f1dd851e42a38a196aab7389dfd468f7e35",
          "body": "Hardening pass: financial-data robustness, concurrency fixes, and 0.2.1 release",
          "is_bot": false,
          "headline": "Merge pull request #31 from lumduan/claude-settfex-overhaul",
          "author_name": "candythink",
          "author_login": "lumduan",
          "committed_at": "2026-06-17T07:23:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9d181b44d073a5de2bf826add44b9b30c977078f",
          "body": "Patch release: robustness + concurrency hardening, no public API changes.\nBumps version to 0.2.1 (also syncs settfex/__init__.py __version__, which was\nstale at 0.1.0) and adds the [0.2.1] CHANGELOG section.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore(release): 0.2.1",
          "author_name": "batt",
          "author_login": "lumduan",
          "committed_at": "2026-06-17T07:15:14Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "0a2c6a2e452b998ec5aea636d01c2105d06eec91",
          "body": "Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: add COMPREHENSIVE_AUDIT.md for the hardening pass",
          "author_name": "batt",
          "author_login": "lumduan",
          "committed_at": "2026-06-17T07:04:55Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "79301e320b8b89b1d86cf5ce796a95b17b3d06ee",
          "body": "- New TFEX test suites (previously 0% covered) verifying happy-path validation,\n  ValidationError on missing required fields, and the ResponseParseError raised by\n  the new non-dict shape guard that replaced 'assert isinstance(data, dict)'.\n- End-to-end NaN-rejection tests on the shareholder (single\n[…]\nel) and financial\n  (list-model) services proving a NaN numeric field is rejected with symbol context\n  instead of silently entering the model.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "test: regression tests for malformed/NaN/partial API responses",
          "author_name": "batt",
          "author_login": "lumduan",
          "committed_at": "2026-06-17T07:01:48Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "3514395b488f7713f5959132a7e05598c97da9f1",
          "body": "…d cache init\n\nensure_initialized() was unguarded: under a concurrent cold start, every coroutine\npassed the 'not initialized' check before any finished warming up, firing one full\nwarmup round-trip each (demonstrated: 25 round-trips for 25 concurrent callers, which\nalso risks tripping bot detection\n[…]\nche() to asyncio.to_thread so cold cache init never blocks\nthe event loop. Added tests/utils/test_session_manager.py (concurrency + singleton).\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(session): serialize warmup to prevent cold-start stampede; offloa…",
          "author_name": "batt",
          "author_login": "lumduan",
          "committed_at": "2026-06-17T06:57:53Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "686b49dfdecc3aaca1f517b2a2c1bc93da9693c4",
          "body": "The 11-entry default header dict was rebuilt as a literal on every fetch() call.\nMoved it to a module-level constant copied per request (dict(_DEFAULT_FETCH_HEADERS)),\nwhich keeps per-request mutation isolation while avoiding the literal rebuild.\nMicro-benchmarked at ~0.38us -> ~0.16us per call (negligible vs network I/O, but a\nzero-risk cleanup of a named hot-path allocation).\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "perf(data_fetcher): hoist static request headers to module constant",
          "author_name": "batt",
          "author_login": "lumduan",
          "committed_at": "2026-06-17T06:57:46Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "77827802a0d5253ec4e3403bcf57ec9a0eee967c",
          "body": "…helper\n\nAll 13 SET services (stock list + 11 stock services + financial) now decode via\nparsing.decode_json (rejects NaN/Infinity; symbol+endpoint context on bad JSON)\nand validate via validate_or_raise / validate_list_or_raise, which add per-item\nindex context and preserve the original ValidationE\n[…]\nThree over-specific JSONDecodeError test assertions updated to the new\ncontext-rich ResponseParseError (now also asserting the symbol appears).\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(set): route all service parsing through hardened decode/validate …",
          "author_name": "batt",
          "author_login": "lumduan",
          "committed_at": "2026-06-17T06:51:46Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "69de09b0a2255a30052830d6a224c53b24ae8c4d",
          "body": "…uard\n\nBoth TFEX services now validate through parsing.validate_or_raise (context-rich\nerrors) and replace 'assert isinstance(data, dict)' -- which is stripped under\npython -O and yields a context-free AssertionError -- with an explicit\nResponseParseError carrying the series symbol/endpoint.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(tfex): validate via helper and replace unsafe assert with shape g…",
          "author_name": "batt",
          "author_login": "lumduan",
          "committed_at": "2026-06-17T06:51:35Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "3de2b3c6a45b1bcf6fc2b4ab6ce035e206952532",
          "body": "…ontext)\n\nfetch_json now routes through parsing.decode_json, so the shared JSON entry\npoint used by the TFEX services rejects NaN/Infinity literals (previously\naccepted silently) and raises ResponseParseError with the request URL in the\nmessage instead of a context-free JSONDecodeError. Tests updated to assert the\nnew context-rich error plus a NaN-rejection regression case.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(data_fetcher): decode JSON via hardened helper (reject NaN, add c…",
          "author_name": "batt",
          "author_login": "lumduan",
          "committed_at": "2026-06-17T06:51:27Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "743c0871b440fa735f3eccb9a2d1f1f4ef036156",
          "body": "New internal settfex/utils/parsing.py centralizes the decode -> validate step\nshared by every SET/TFEX service:\n\n- decode_json() rejects NaN/Infinity/-Infinity literals (default json.loads\n  accepts them, letting a non-finite price/PE/margin flow silently into a\n  model -- the main silent-corruption\n[…]\nr type for callers.\n\nBenchmarked: parse_constant adds ~0.5% (noise) on finite payloads;\nmodel_validate matches Model(**d). 18 unit tests added.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(utils): add context-rich JSON decode + validation helpers",
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          "body": "🎯 Purpose\n- Replace badge.fury.io with shields.io for PyPI version badge\n- Shields.io has better cache handling and updates faster\n\n📁 Changes\n• README.md: Updated PyPI badge URL from badge.fury.io to shields.io\n\n✅ Benefits\n- Badge will now show correct version (0.1.0)\n- More reliable badge service with better caching\n- Faster updates when new versions are released",
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          "headline": "fix: update PyPI badge to use shields.io for better caching",
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          "body": "Updated notebook outputs to reflect the fixed code:\n- 05_corporate_action.ipynb: Removed error output, added working results\n- 09_trading_statistics.ipynb: Updated with YTD period dashboard output\n\nThese are the final output updates for the previously fixed runtime errors.\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
            "score": 3,
            "reason": "branch protection is not maximal on development and all release branches",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": 6,
            "reason": "8 out of 13 merged PRs checked by a CI test -- score normalized to 6",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
          },
          {
            "name": "CII-Best-Practices",
            "score": 0,
            "reason": "no effort to earn an OpenSSF best practices badge detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
          },
          {
            "name": "Code-Review",
            "score": 0,
            "reason": "Found 0/13 approved changesets -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 3,
            "reason": "project has 1 contributing companies or organizations -- score normalized to 3",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": 10,
            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 10,
            "reason": "update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 0,
            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
            "score": 10,
            "reason": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
          },
          {
            "name": "Packaging",
            "score": 10,
            "reason": "packaging workflow detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
          },
          {
            "name": "Pinned-Dependencies",
            "score": 0,
            "reason": "dependency not pinned by hash detected -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
          },
          {
            "name": "SAST",
            "score": 0,
            "reason": "SAST tool is not run on all commits -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
            "score": 10,
            "reason": "security policy file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
          },
          {
            "name": "Signed-Releases",
            "score": 0,
            "reason": "Project has not signed or included provenance with any releases.",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
          },
          {
            "name": "Token-Permissions",
            "score": 0,
            "reason": "detected GitHub workflow tokens with excessive permissions",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 0,
            "reason": "75 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "b8c5a0ba5937e70554fb5790c4b3e732fa3aa77e",
        "ran_at": "2026-07-22T03:24:54Z",
        "aggregate_score": 4.7,
        "scorecard_version": "v5.5.0"
      },
      "has_codeql_workflow": false,
      "has_security_policy": true,
      "has_dependabot_config": true
    },
    "contribution_flow": {
      "collected": true,
      "ci_last_run_at": "2026-07-20T19:15:49Z",
      "oldest_open_prs": [
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          "number": 76,
          "created_at": "2026-07-20T19:16:06Z",
          "last_comment_at": "2026-07-20T19:16:06Z",
          "last_comment_author": "dependabot"
        },
        {
          "number": 77,
          "created_at": "2026-07-20T19:16:16Z",
          "last_comment_at": "2026-07-20T19:16:17Z",
          "last_comment_author": "dependabot"
        },
        {
          "number": 78,
          "created_at": "2026-07-20T19:16:35Z",
          "last_comment_at": "2026-07-20T19:16:35Z",
          "last_comment_author": "dependabot"
        },
        {
          "number": 79,
          "created_at": "2026-07-20T19:16:52Z",
          "last_comment_at": "2026-07-20T19:16:52Z",
          "last_comment_author": "dependabot"
        },
        {
          "number": 80,
          "created_at": "2026-07-20T19:17:02Z",
          "last_comment_at": "2026-07-20T19:17:02Z",
          "last_comment_author": "dependabot"
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      ],
      "last_merged_pr_at": "2026-07-20T15:13:05Z",
      "ci_last_conclusion": "SUCCESS",
      "oldest_open_issues": []
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  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/lumduan/settfex",
    "host": "github.com",
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    "overall": {
      "key": "overall",
      "band": "moderate",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 61,
      "inputs": {
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        "vitality": 76,
        "community": 43,
        "governance": 51,
        "engineering": 85
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "good",
        "name": "Vitality",
        "value": 76,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "moderate",
            "name": "Development activity",
            "note": null,
            "notes": [],
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            "inputs": {
              "commits_last_year": 160,
              "human_commit_share": 1,
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              "active_weeks_last_year": 4
            },
            "components": [
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                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 1 days ago",
                "points": 36,
                "status": "met",
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                      "days": 1
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                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "4/52 weeks with commits",
                "points": 2.8,
                "status": "partial",
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                      "weeks": 4
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                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "160 commits in the last year",
                "points": 18,
                "status": "met",
                "details": [
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                    "code": "commits_last_year",
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                "max_points": 18
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              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 10,
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                "details": [],
                "max_points": 10
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            ]
          },
          {
            "key": "release_discipline",
            "band": "excellent",
            "name": "Release discipline",
            "note": null,
            "notes": [],
            "value": 90,
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              "mean_days_between_releases": 3.5
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            "components": [
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                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "16 releases published",
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                "status": "met",
                "details": [
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                    "code": "releases_published",
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                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 1 days ago",
                "points": 36,
                "status": "met",
                "details": [
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                    "code": "release_recency",
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                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~3.5 days",
                "points": 27,
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                "details": [
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                    "code": "release_cadence",
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                ],
                "max_points": 27
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                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
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                "max_points": 10
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            ]
          },
          {
            "key": "abandonment",
            "band": "excellent",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
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              "multiplier_pct": 100,
              "declared_reason": null,
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              "days_since_last_human_commit_is_floor": false
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            "components": [
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                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "last human commit 1 days ago",
                "points": 100,
                "status": "met",
                "details": [
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                    "code": "abandonment_maintained",
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                ],
                "max_points": 100
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            ]
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        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "at_risk",
        "name": "Community & Adoption",
        "value": 43,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "critical",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 1,
            "inputs": {
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              "watchers": 0,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
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            "components": [
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                "key": "stars",
                "name": "Stars",
                "detail": "0 stars",
                "points": 0,
                "status": "missed",
                "details": [
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                    "code": "stars",
                    "params": {
                      "count": 0
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                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "1 forks",
                "points": 0,
                "status": "missed",
                "details": [
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                    "code": "forks",
                    "params": {
                      "count": 1
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "0 watchers",
                "points": 0,
                "status": "missed",
                "details": [
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                    "code": "watchers",
                    "params": {
                      "count": 0
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                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "excellent",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 92,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": true,
              "has_pull_request_template": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (MIT)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "MIT"
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                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 18,
                "status": "met",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 13.5,
                "status": "met",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 6.3,
                "status": "met",
                "details": [],
                "max_points": 6.3
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 51,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "critical",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 13,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 1,
              "top_contributor_share": 1
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
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                    "code": "bus_factor",
                    "params": {
                      "count": 1
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                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 100% of commits",
                "points": 0,
                "status": "missed",
                "details": [
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                    "code": "top_contributor_share",
                    "params": {
                      "share": 100
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                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "1 contributors",
                "points": 1.4,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 1
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                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 1 contributing companies or organizations -- score normalized to 3",
                "points": 3,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "moderate",
            "name": "Issue & PR responsiveness",
            "note": "Excluded from scoring (no data or not applicable): Issue resolution. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 55,
            "inputs": {
              "merged_prs": 57,
              "open_issues": 0,
              "closed_issues": 0,
              "issue_closed_ratio": null,
              "closed_unmerged_prs": 18
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "no issues or no data",
                "points": 0,
                "status": "excluded",
                "details": [
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                    "code": "no_issues_or_data",
                    "params": {}
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "57/75 decided PRs merged",
                "points": 29.1,
                "status": "partial",
                "details": [
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                    "code": "decided_prs_merged",
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                      "merged": 57,
                      "decided": 75
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                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/13 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "verified_domain"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 53,
            "inputs": {
              "followers": 9,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "lumduan",
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              "account_age_days": 3919
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "personal (user) account",
                "points": 10,
                "status": "partial",
                "details": [
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                    "code": "owner_personal",
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                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": "not applicable to user accounts",
                "points": 0,
                "status": "excluded",
                "details": [
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                    "code": "not_applicable_to_user_accounts",
                    "params": {}
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                ],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "9 followers of lumduan",
                "points": 7.2,
                "status": "partial",
                "details": [
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                    "code": "owner_followers",
                    "params": {
                      "count": 9,
                      "login": "lumduan"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "72 public repos, account ~10 yr old",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "public_repos",
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                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 10
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                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
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              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 1
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
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                      "ecosystems": "pypi"
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 1 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
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                      "days": 1
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                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "16 published versions",
                "points": 20,
                "status": "met",
                "details": [
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                    "code": "published_versions",
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                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
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                "max_points": 20
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            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "excellent",
        "name": "Engineering Quality",
        "value": 85,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "excellent",
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            "note": null,
            "notes": [],
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                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "3 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
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                      "count": 3
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                "max_points": 24
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              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
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                "points": 16,
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              },
              {
                "key": "pre_commit_hooks",
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              },
              {
                "key": "editorconfig",
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                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "8 out of 13 merged PRs checked by a CI test -- score normalized to 6",
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            ]
          },
          {
            "key": "documentation",
            "band": "good",
            "name": "Documentation",
            "note": null,
            "notes": [],
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            "inputs": {
              "topics": [],
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            "components": [
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                "points": 30,
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              {
                "key": "documentation_directory",
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                "points": 25,
                "status": "met",
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              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
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                "points": 0,
                "status": "missed",
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              },
              {
                "key": "repository_description",
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              },
              {
                "key": "topics",
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              {
                "key": "wiki",
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            ]
          }
        ],
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      },
      {
        "key": "security",
        "band": "at_risk",
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        "weight": 0.16,
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          {
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            "notes": [],
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                "status": "met",
                "details": [],
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              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
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                "points": 2.2,
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                "details": [],
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              },
              {
                "key": "ci_tests",
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                "status": "partial",
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                "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 0/13 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 1 contributing companies or organizations -- score normalized to 3",
                "points": 0.8,
                "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 0 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 detected",
                "points": 5,
                "status": "met",
                "details": [],
                "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 not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "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": "75 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "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"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 2
            },
            "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": "good",
        "name": "AI Readiness",
        "value": 71,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "excellent",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
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              "legible_history_share": 0.99,
              "agent_instruction_files": [
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                "CLAUDE.md"
              ],
              "agent_instruction_max_bytes": 20891
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": ".github/instructions/core-architectrual-principles.instructions.md, .github/instructions/documentation-standards.instructions.md, .github/instructions/file-organization.instructions.md, .github/instructions/git-commit.instructions.md, .github/instructions/python-dependency-management.instructions.md, CLAUDE.md",
                "points": 45,
                "status": "met",
                "details": [
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                    "code": "file_list",
                    "params": {
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                    }
                  }
                ],
                "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": "99 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 99,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 69,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
                "settfex/py.typed"
              ],
              "agent_commit_share": 0.59,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
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                "points": 22,
                "status": "met",
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              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 11,
                "status": "met",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "settfex/py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "settfex/py.typed"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "59 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
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                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "dependency automation configured, none observed in the sampled commits",
                "points": 5,
                "status": "partial",
                "details": [
                  {
                    "code": "dependency_bot_config_only",
                    "params": {}
                  }
                ],
                "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": "good",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 47064,
              "source_files_sampled": 100,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (settfex/py.typed)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "settfex/py.typed",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/100 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 100,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "examples",
                "notebooks"
              ],
              "has_mcp_signal": false,
              "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": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples, notebooks",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples, notebooks"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository",
    "deps.dev does not index pypi:settfex@0.14.0; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-22T03:25:08.363191Z",
  "schema_version": "0.26.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/l/lumduan/settfex.svg",
  "full_name": "lumduan/settfex",
  "license_state": "standard",
  "license_spdx": "MIT"
}

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 v1.13.0, schema v0.26.0 — full methodology · metrics wiki.

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