Public record
Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-07-27 03:59 UTC

ronaldoussoren / cpython

The Python programming language

Python · CCustom license★ 1 star⑂ 0 forkssince Jul 2017forkView on GitHub ↗

ronaldoussoren/cpython holds a health index of 24 out of 100, placing it in the Critical band. It scores highest on Engineering Quality (76/100) and lowest on Community & Adoption (9/100). It was last updated 431 days ago. 10 contributors account for most of its recent work.

24
overall / 100
Critical

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.

24
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.

Abandonment Policy applies a 60% multiplier to weighted overall health and gives it a ceiling of 49.

Ownership

Ronald OussorenPersonal account
150 followers25 public repossince Apr 2011

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

Metrics by category

Vitality

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

17Critical · 22% of overall
How it's scored
0/36Push recency — last push 431 days ago
0/36Commit cadence — 0/52 weeks with commits
0/18Commit volume — 0 commits in the last year
0/10OpenSSF Scorecard: Maintained — 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
Inputs used
commits_last_year0
human_commit_share1
days_since_last_push431
active_weeks_last_year0
How it's scored
16.2/27Ships releases — 30 version tags (no GitHub releases)
0/36Release recency — latest release 3,414 days ago
19.8/27Release cadence — a release every ~83.9 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count30
latest_release_tagv3.6.1
releases_from_tagsyes
days_since_latest_release3,414
mean_days_between_releases83.9
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.

Community & Adoption

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

9Critical · 18% of overall
How it's scored
0/60Stars — 1 stars
0/25Forks — 0 forks
0/15Watchers — 0 watchers
Inputs used
forks0
stars1
watchers0
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
How it's scored
0/22.5README
16.9/22.5License — license file present, not a recognized license
0/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeno
has_licenseno
has_contributingno
has_issue_templateno
has_code_of_conductno
has_pull_request_templateno

Sustainability & Governance

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

56Moderate · 24% of overall
How it's scored
54/54Bus factor — 10 contributor(s) cover half of all commits
20/22.5Commit distribution — top contributor authored 11% of commits
13.5/13.5Contributor breadth — 100 contributors
10/10OpenSSF Scorecard: Contributors — project has 48 contributing companies or organizations
Inputs used
bus_factor10
contributors_sampled100
top_contributor_share0.109
How it's scored
0/46.8Issue resolution — no issues or no data
0/38.3PR acceptance — 0/42 decided PRs merged
0/15OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0
Inputs used
merged_prs0
open_issues0
closed_issues0
issue_closed_ratio
closed_unmerged_prs42
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
15.7/25Owner reach — 150 followers of ronaldoussoren
22.3/25Track record — 25 public repos, account ~15 yr old
Inputs used
followers150
owner_typeUser
is_verified
owner_loginronaldoussoren
public_repos25
account_age_days5,590
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.

Engineering Quality

Are baseline engineering and documentation practices in place?

76Good · 20% of overall
How it's scored
24/24CI workflows — 16 workflow(s)
24/24Tests present
16/16Linter config — .ruff.toml
9.6/9.6Pre-commit hooks
6.4/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — no data
Inputs used
has_ciyes
has_testsyes
has_editorconfigyes
has_linter_configyes
has_precommit_configyes
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.

Documentation

40At risk
How it's scored
0/30README
25/25Documentation directory
15/15Documentation / homepage site — https://www.python.org/
0/10Repository description
0/10Topics
0/10Wiki
Inputs used
topics
has_wikino
homepagehttps://www.python.org/
has_readmeno
has_docs_diryes
has_descriptionno

Security

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

39At risk · 16% of overall
How it's scored
3.8/7.5Binary-Artifacts — binaries present in source code
0/7.5Branch-Protection — branch protection not enabled on development/release branches
0/2.5CI-Tests — no data
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/30 approved changesets -- score normalized to 0
2.5/2.5Contributors — project has 48 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
5/5Fuzzing — project is fuzzed
2.2/2.5License — license file detected
0/7.5Maintained — 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
0/5Packaging — no data
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — no SAST tool detected
4.5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — no data
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 77 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated15
scorecard_versionv5.5.0
checks_inconclusive3
scorecard_aggregate3.9
Excluded from scoring (no data or not applicable): ci_tests, packaging, signed_releases. Remaining weights renormalized.

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.

59Moderate · 0% of overall
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
36.8/40Legible commit history — 69 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share0.69
agent_instruction_files
agent_instruction_max_bytes
How it's scored
18/18One-command bootstrap — Doc/Makefile, Tools/freeze/test/Makefile, Tools/peg_generator/Makefile, Tools/unicode/Makefile
22/22Automated tests
11/11Lint / format config — .ruff.toml
11/11Static type checking — Lib/test/libregrtest/mypy.ini, Tools/build/mypy.ini, Tools/cases_generator/mypy.ini, Tools/clinic/mypy.ini, Tools/jit/mypy.ini, Tools/peg_generator/mypy.ini, Tools/wasm/mypy.ini
10/10Reproducible environment — devcontainer, Dockerfile
0/10Demonstrated agent practice — no agent-authored commits among the last 100
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
lockfiles
has_dockerfileyes
typed_languageno
bootstrap_filesDoc/Makefile, Tools/freeze/test/Makefile, Tools/peg_generator/Makefile, Tools/unicode/Makefile
has_devcontaineryes
has_linter_configyes
typecheck_configsLib/test/libregrtest/mypy.ini, Tools/build/mypy.ini, Tools/cases_generator/mypy.ini, Tools/clinic/mypy.ini, Tools/jit/mypy.ini, Tools/peg_generator/mypy.ini, Tools/wasm/mypy.ini
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0
How it's scored
27/45Type-checkable code — Python with type-check config (Lib/test/libregrtest/mypy.ini, Tools/build/mypy.ini, Tools/cases_generator/mypy.ini, Tools/clinic/mypy.ini, Tools/jit/mypy.ini, Tools/peg_generator/mypy.ini, Tools/wasm/mypy.ini)
50.4/55Manageable file sizes — 241/2,868 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes1,468,157
source_files_sampled2,868
oversized_source_files241
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
0/20MCP server
40/40Runnable examples — examples
Inputs used
example_dirsexamples
has_mcp_signalno
api_schema_files

Key facts

1GitHub stars
100contributors
0commits, last 12 months
431days since last push
30releases
10bus factor
0open issues
PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • Community profile unavailable

More detail

OpenSSF Scorecard 3.9 / 10
3.9aggregate

Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).Scorecard v5.5.0 · 2026-07-27 03:59 UTC

5Binary-Artifactsbinaries present in source code
0Branch-Protectionbranch protection not enabled on development/release branches
n/aCI-Testsno pull request found
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/30 approved changesets -- score normalized to 0
10Contributorsproject has 48 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
10Fuzzingproject is fuzzed
9Licenselicense file detected
0Maintained0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
n/aPackagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTno SAST tool detected
9Security-Policysecurity policy file detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities77 existing vulnerabilities detected
All dependencies 0

Full resolved dependency set from the GitHub dependency graph: 0 direct and 0 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
Dependency advisories not assessed

Advisory matching could not run for this report: No resolved dependencies to assess

Raw JSON report machine-readable
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          "body": "* test.bisect_cmd now exit with code 0 on success, and code 1 on\r\n  failure. Before, it was the opposite.\r\n* test.bisect_cmd now runs the test worker process with\r\n  -X faulthandler.\r\n* regrtest RunTests: Add create_python_cmd() and bisect_cmd()\r\n  methods.",
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          "is_bot": false,
          "headline": "gh-114709: Fix exceptions raised by posixpath.commonpath (#114710)",
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          "body": "Since 2f3941d743481ac48628b8b2c075f2b82762050b this function returns the\r\nresponse string, rather than nothing.",
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          "headline": "gh-97590: Update docs and tests for ftplib.FTP.voidcmd() (GH-96825)",
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          "is_bot": false,
          "headline": "gh-100884: email/_header_value_parser: don't encode list separators (…",
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          "is_bot": false,
          "headline": "gh-100985: Consistently wrap IPv6 IP address during CONNECT (GH-100986)",
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          "is_bot": false,
          "headline": "gh-101100: Fix Sphinx warnings in `whatsnew/3.2.rst` (#115580)",
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          "headline": "gh-101699: Explain using Match.expand with \\g<0> (GH-101701)",
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        {
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          "body": "Also include the UDP packet header sizes (8 bytes per packet)\r\nin the buffer size reported to the flow control subsystem.",
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          "headline": "gh-113812: Allow DatagramTransport.sendto to send empty data (#115199)",
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          "headline": "gh-111968: Split _Py_async_gen_asend_freelist out of _Py_async_gen_fr…",
          "author_name": "Donghee Na",
          "author_login": "corona10",
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          "headline": "docs: Add glossary term references to shutil docs (#115559)",
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          "headline": "gh-85294: Handle missing arguments to @singledispatchmethod gracefull…",
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          "body": "This adds a safe memory reclamation scheme based on FreeBSD's \"GUS\" and\r\nquiescent state based reclamation (QSBR). The API provides a mechanism\r\nfor callers to detect when it is safe to free memory that may be\r\nconcurrently accessed by readers.",
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          "headline": "gh-115103: Implement delayed memory reclamation (QSBR) (#115180)",
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          "is_bot": false,
          "headline": "gh-115556: Remove quotes from command-line arguments in test.bat and …",
          "author_name": "Łukasz Langa",
          "author_login": "ambv",
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          "headline": "gh-112720: make it easier to subclass and modify dis.ArgResolver's ju…",
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          "headline": "gh-114271: Make `thread._rlock` thread-safe in free-threaded builds (…",
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          "headline": "gh-115480: Type / constant propagation for float binary uops (GH-115550)",
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          "body": "…pl.h (#115560)\n\nInclude/objimpl.h must only contain the limited C API, whereas\r\nPyUnstable_GC_VisitObjects() is excluded from the limited C API.",
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          "headline": "gh-102013: Move PyUnstable_GC_VisitObjects() to Include/cpython/objim…",
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          "oid": "b178eae3a676473e1c2287a46b4941fc0bcd193f",
          "body": "…` as generated (#115551)",
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          "headline": "Add `Python/tier2_redundancy_eliminator_cases.c.h` to `.gitattributes…",
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          "body": "… (GH-104590)\n\nCo-authored-by: Chiu-Hsiang Hsu",
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          "headline": "gh-69990: Make Profile.print_stats support sorting by multiple values…",
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          "body": "…ic (#115520)",
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          "headline": "gh-113317: Argument Clinic: move C/Py identifier helpers into libclin…",
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          "headline": "gh-113743: Use per-interpreter locks for types (#115541)",
          "author_name": "Dino Viehland",
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          "headline": "gh-113317: Argument Clinic: move linear_format into libclinic (#115518)",
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          "headline": "gh-115498: Fix `SET_COUNT` error handling in `_xxinterpchannelsmodule…",
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          "author_name": "Thomas Wouters",
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          "headline": "gh-113317: Argument Clinic: inline required_type_for_self_for_parser(…",
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          "headline": "gh-115376: fix segfault in _testinternalcapi.compiler_codegen on bad …",
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          "headline": "gh-115347: avoid emitting redundant NOP for the docstring with -OO (#…",
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          "headline": "Python 3.13.0a4",
          "author_name": "Thomas Wouters",
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          "headline": "gh-115432: Add critical section variant that handles a NULL object (#…",
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          "author_name": "T. Wouters",
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          "headline": "gh-113317: Argument Clinic: remove global clinic instance (#115517)",
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          "headline": "gh-113317: Argument Clinic: don't use global state in warn() and fail…",
          "author_name": "Erlend E. Aasland",
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          "headline": "gh-113317: Argument Clinic: don't use fail() in CLI (#115513)",
          "author_name": "Erlend E. Aasland",
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          "oid": "edb59d57188e5535729c3948d673d0de1b729c05",
          "body": "* bpo-38364: unwrap partialmethods just like we unwrap partials\r\n\r\nThe inspect.isgeneratorfunction, inspect.iscoroutinefunction and inspect.isasyncgenfunction already unwrap functools.partial objects, this patch adds support for partialmethod objects as well.\r\n\r\nAlso: Rename _partialmethod to __part\n[…]\nhod__.\r\nSince we're checking this attribute on arbitrary function-like objects,\r\nwe should use the namespace reserved for core Python.\r\n\r\n---------\r\n\r\nCo-authored-by: Petr Viktorin <encukou@gmail.com>",
          "is_bot": false,
          "headline": "bpo-38364: unwrap partialmethods just like we unwrap partials (#16600)",
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          "is_bot": false,
          "headline": "gh-114626: add PyCFunctionFast and PyCFunctionFastWithKeywords (GH-11…",
          "author_name": "David Hewitt",
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          "oid": "32f8ab1ab65c13ed70f047ffd780ec1fe303ff1e",
          "body": "Refactor state_modulename_name() of the parsing state machine, by\r\nadding helpers for the sections that deal with ...:\r\n\r\n1. parsing the function name\r\n2. normalizing \"function kind\"\r\n3. dealing with cloned functions\r\n4. resolving return converters\r\n5. adding the function to the DSL parser",
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          "headline": "gh-114258: Refactor Argument Clinic function name parser (#114930)",
          "author_name": "Erlend E. Aasland",
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          "oid": "dc978f6ab62b68c66d3b354638c310ee1cc844a6",
          "body": "… (#113830)\n\nUse critical sections to make deque methods that operate on mutable \r\nstate thread-safe when the GIL is disabled. This is mostly accomplished\r\nby using the @critical_section Argument Clinic directive, though there\r\nare a few places where this was not possible and critical sections had\r\nto be manually acquired/released.",
          "is_bot": false,
          "headline": "gh-112050: Make collections.deque thread-safe in free-threaded builds…",
          "author_name": "mpage",
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          "oid": "474204765bdbdd4bc84a8ba49d3a6558e9e4e3fd",
          "body": "The STACK variable is described as like a Python list, so pushing to it should be done with .append() consistently throughout.",
          "is_bot": false,
          "headline": "docs: use consistent .append() in dis.rst (#115434)",
          "author_name": "Ned Batchelder",
          "author_login": "nedbat",
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          "headline": "gh-115480: Type and constant propagation for int BINARY_OPs (GH-115478)",
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          "body": "* Trigger JIT CI with optimizer files",
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          "headline": "Trigger JIT CI with optimizer files (#115483)",
          "author_name": "Ken Jin",
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          "headline": "GH-113516: don't set `LDSHARED` when building for WASI (GH-115495)",
          "author_name": "Brett Cannon",
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          "oid": "468430189d3ebe16f3067279f9be0fe82cdfadf6",
          "body": "…15484)\n\nThis is a temporary fix to unblock embedders that do not call Py_Main().\r\n\r\n_PyInterpreterState_IsRunningMain() will always return true for the main interpreter, even in corner cases where it technically should not. The (future) full solution will do the right thing in those corner cases.",
          "is_bot": false,
          "headline": "gh-115482: Assume the Main Interpreter is Always Running \"main\" (gh-1…",
          "author_name": "Eric Snow",
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          "body": "Add PythonFinalizationError exception. This exception derived from\r\nRuntimeError is raised when an operation is blocked during the Python\r\nfinalization.\r\n\r\nThe following functions now raise PythonFinalizationError, instead of\r\nRuntimeError:\r\n\r\n* _thread.start_new_thread()\r\n* subprocess.Popen\r\n* os.fork()\r\n* os.fork1()\r\n* os.forkpty()\r\n\r\nMorever, _winapi.Overlapped finalizer now logs an unraisable\r\nPythonFinalizationError, instead of an unraisable RuntimeError.",
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          "headline": "gh-114570: Add PythonFinalizationError exception (#115352)",
          "author_name": "Victor Stinner",
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          "body": "…5488)\n\nThe free-threaded GC uses mimallocs segment thread IDs to restore\r\nthe overwritten `ob_tid` thread ids in PyObjects. For that reason, it's\r\nimportant that PyObjects and mimalloc use the same identifiers.",
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          "headline": "gh-112529: Use _PyThread_Id() in mimalloc in free-threaded build (#11…",
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          "is_bot": false,
          "headline": "gh-115041: Add wrappers that are atomic only in free-threaded builds …",
          "author_name": "mpage",
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          "oid": "d9f4cbe5e1e3c31518724d87d0d379d7ce6823ca",
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          "is_bot": false,
          "headline": "Add myself to various CODEOWNERS (GH-115481)",
          "author_name": "Ken Jin",
          "author_login": "Fidget-Spinner",
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          "headline": "gh-112302: Move pip SBOM discovery to release-tools (#115360)",
          "author_name": "Seth Michael Larson",
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          "headline": "Docs: spell out sentence about ndbm/gdbm file formats (#115470)",
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          "oid": "17773fcb863d5aef299487b07207c2ced8e9477e",
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          "headline": "gh-115441: Fix missing braces warning (#115460)",
          "author_name": "Sam Gross",
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          "headline": "gh-112087: Make __sizeof__ and listiter_{len, next} to be threadsafe …",
          "author_name": "Donghee Na",
          "author_login": "corona10",
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          "headline": "gh-115399: Upgrade bundled libexpat to 2.6.0 (#115431)",
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          "headline": "gh-115243: Fix crash in deque.index() when the deque is concurrently …",
          "author_name": "kcatss",
          "author_login": "kcatss",
          "committed_at": "2024-02-14T16:08:26Z",
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          "oid": "81e140d10b77f0a41a5581412e3f3471cc77981f",
          "body": "Don't repeatedly say that keys and values are coerced into bytes.",
          "is_bot": false,
          "headline": "Docs: reword sentences about dbm submodule traits (#114609)",
          "author_name": "Erlend E. Aasland",
          "author_login": "erlend-aasland",
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                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "critical",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 19,
            "inputs": {
              "has_readme": false,
              "has_license": false,
              "has_contributing": false,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "has_pull_request_template": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file present, not a recognized license",
                "points": 16.9,
                "status": "partial",
                "details": [
                  {
                    "code": "license_custom",
                    "params": {}
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 0,
                "status": "missed",
                "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": 0,
                "status": "missed",
                "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": 56,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "excellent",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 98,
            "inputs": {
              "bus_factor": 10,
              "contributors_sampled": 100,
              "top_contributor_share": 0.109
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "10 contributor(s) cover half of all commits",
                "points": 54,
                "status": "met",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 10
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 11% of commits",
                "points": 20,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 11
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                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "100 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 100
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                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 48 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "critical",
            "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": [
                    "issue_resolution"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 1,
            "inputs": {
              "merged_prs": 0,
              "open_issues": 0,
              "closed_issues": 0,
              "issue_closed_ratio": null,
              "closed_unmerged_prs": 42
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "no issues or no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_issues_or_data",
                    "params": {}
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "0/42 decided PRs merged",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 0,
                      "decided": 42
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/30 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"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 60,
            "inputs": {
              "followers": 150,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "ronaldoussoren",
              "public_repos": 25,
              "account_age_days": 5590
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "personal (user) account",
                "points": 10,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_personal",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": "not applicable to user accounts",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_applicable_to_user_accounts",
                    "params": {}
                  }
                ],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "150 followers of ronaldoussoren",
                "points": 15.7,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 150,
                      "login": "ronaldoussoren"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "25 public repos, account ~15 yr old",
                "points": 22.3,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 25
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 15
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 76,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "excellent",
            "name": "Engineering practices",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_ci_tests"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": true,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "16 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 16
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": ".ruff.toml",
                "points": 16,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".ruff.toml"
                    }
                  }
                ],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
                "status": "met",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 6.4,
                "status": "met",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "no pull request found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "at_risk",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "topics": [],
              "has_wiki": false,
              "homepage": "https://www.python.org/",
              "has_readme": false,
              "has_docs_dir": true,
              "has_description": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://www.python.org/",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "at_risk",
        "name": "Security",
        "value": 39,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): CI-Tests, Packaging, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "ci_tests",
                    "packaging",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 39,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 15,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 3,
              "scorecard_aggregate": 3.9
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "binaries present in source code",
                "points": 3.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection not enabled on development/release branches",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "no pull request found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "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 0/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 48 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "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 fuzzed",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "no SAST tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 4.5,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "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": "77 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": 9
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 59,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 37,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.69,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "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": "69 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 36.8,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 69,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 77,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [
                "Doc/Makefile",
                "Tools/freeze/test/Makefile",
                "Tools/peg_generator/Makefile",
                "Tools/unicode/Makefile"
              ],
              "has_devcontainer": true,
              "has_linter_config": true,
              "typecheck_configs": [
                "Lib/test/libregrtest/mypy.ini",
                "Tools/build/mypy.ini",
                "Tools/cases_generator/mypy.ini",
                "Tools/clinic/mypy.ini",
                "Tools/jit/mypy.ini",
                "Tools/peg_generator/mypy.ini",
                "Tools/wasm/mypy.ini"
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              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Doc/Makefile, Tools/freeze/test/Makefile, Tools/peg_generator/Makefile, Tools/unicode/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Doc/Makefile, Tools/freeze/test/Makefile, Tools/peg_generator/Makefile, Tools/unicode/Makefile"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": ".ruff.toml",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".ruff.toml"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "Lib/test/libregrtest/mypy.ini, Tools/build/mypy.ini, Tools/cases_generator/mypy.ini, Tools/clinic/mypy.ini, Tools/jit/mypy.ini, Tools/peg_generator/mypy.ini, Tools/wasm/mypy.ini",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Lib/test/libregrtest/mypy.ini, Tools/build/mypy.ini, Tools/cases_generator/mypy.ini, Tools/clinic/mypy.ini, Tools/jit/mypy.ini, Tools/peg_generator/mypy.ini, Tools/wasm/mypy.ini"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "devcontainer, Dockerfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
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                    "params": {
                      "files": "devcontainer, Dockerfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
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                "name": "Demonstrated agent practice",
                "detail": "no agent-authored commits among the last 100",
                "points": 0,
                "status": "missed",
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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",
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            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 77,
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              "source_files_sampled": 2868,
              "oversized_source_files": 241
            },
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              {
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                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "241/2868 source files over 60KB",
                "points": 50.4,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 2868,
                      "oversized": 241
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "examples"
              ],
              "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",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples"
                    }
                  }
                ],
                "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": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "Community profile unavailable"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-27T03:59:40.545761Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/r/ronaldoussoren/cpython.svg",
  "full_name": "ronaldoussoren/cpython",
  "license_state": "custom",
  "license_spdx": null
}

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 v0.27.0 — full methodology · metrics wiki.

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