Public record
Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-07-25 08:58 UTC

SWE-bench / SWE-smith

[NeurIPS 2025 D&B Spotlight] Scaling Data for SWE-agents

PythonMIT★ 710 stars⑂ 126 forkssince May 2025View on GitHub ↗

SWE-bench/SWE-smith holds a health index of 72 out of 100, placing it in the Good band. It scores highest on Engineering Quality (95/100) and lowest on Security (49/100). It was last updated 4 days ago. A single contributor accounts for most of its recent work.

72
overall / 100
Good

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.

72
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

SWE-benchOrganization
307 followers9 public repossince Jul 2023

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPIswesmith0.0.95,197,56610148 days agonlpbenchmarkcode

Metrics by category

Vitality

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

64Moderate · 22% of overall
How it's scored
36/36Push recency — last push 4 days ago
15.9/36Commit cadence — 23/52 weeks with commits
17.3/18Commit volume — 83 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_year83
human_commit_share0.82
days_since_last_push4
active_weeks_last_year23
How it's scored
16.2/27Ships releases — 4 version tags (no GitHub releases)
7.2/36Release recency — latest release 368 days ago
27/27Release cadence — a release every ~26.9 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count4
latest_release_tagv0.0.6
releases_from_tagsyes
days_since_latest_release368
mean_days_between_releases26.9
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?

82Good · 18% of overall
How it's scored
46.2/60Stars — 710 stars
17.5/25Forks — 126 forks
4.3/15Watchers — 7 watchers
Inputs used
forks126
stars710
watchers7
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

85Excellent
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (MIT)
18/18CONTRIBUTING guide
13.5/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
has_contributingyes
has_issue_templateno
has_code_of_conductyes
has_pull_request_templateno
How it's scored
80/80Monthly downloads — 5,197,566 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesswesmith
dependents
ecosystemspypi
total_downloads
monthly_downloads5,197,566
Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.

Sustainability & Governance

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

69Moderate · 24% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
10.9/22.5Commit distribution — top contributor authored 51% of commits
13.5/13.5Contributor breadth — 18 contributors
10/10OpenSSF Scorecard: Contributors — project has 26 contributing companies or organizations
Inputs used
bus_factor1
contributors_sampled18
top_contributor_share0.514
How it's scored
40/46.8Issue resolution — 86% of issues closed
32.9/38.3PR acceptance — 123/143 decided PRs merged
10.5/15OpenSSF Scorecard: Code-Review — Found 19/25 approved changesets -- score normalized to 7
Inputs used
merged_prs123
open_issues13
closed_issues77
issue_closed_ratio0.856
closed_unmerged_prs20
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
17.9/25Owner reach — 307 followers of SWE-bench
13.3/25Track record — 9 public repos, account ~3 yr old
Inputs used
followers307
owner_typeOrganization
is_verified
owner_loginSWE-bench
public_repos9
account_age_days1,106
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 148 days ago
20/20Version history — 10 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesswesmith
ecosystemspypi
any_deprecatedno
min_days_since_publish148

Engineering Quality

Are baseline engineering and documentation practices in place?

95Excellent · 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
0/6.4.editorconfig
18/20OpenSSF Scorecard: CI-Tests — 25 out of 26 merged PRs checked by a CI test -- score normalized to 9
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configyes

Documentation

100Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://swesmith.com/
10/10Repository description
10/10Topics — 4 topics
10/10Wiki
Inputs used
topicsagents, language-model, software-engineering, training
has_wikiyes
homepagehttps://swesmith.com/
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

49At risk · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
2.2/2.5CI-Tests — 25 out of 26 merged PRs checked by a CI test -- score normalized to 9
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
5.2/7.5Code-Review — Found 19/25 approved changesets -- score normalized to 7
2.5/2.5Contributors — project has 26 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
0/7.5Maintained — 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 — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — no data
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate4.9
Excluded from scoring (no data or not applicable): 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.

51Moderate · 0% of overall
How it's scored
18/45Agent instructions — AGENTS.md (stub)
0/15Machine-readable docs (llms.txt)
32.5/40Legible commit history — 50 of 82 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share0.61
agent_instruction_filesAGENTS.md
agent_instruction_max_bytes194
How it's scored
0/18One-command bootstrap
22/22Automated tests
11/11Lint / format config
0/11Static type checking
0/10Reproducible environment
10/10Demonstrated agent practice — 5 of the last 100 commits agent-authored or agent-credited
8/8Automated maintenance — 6 of the last 100 commits are automated dependency updates
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfiles
has_dockerfileno
typed_languageno
bootstrap_files
has_devcontainerno
has_linter_configyes
typecheck_configs
agent_commit_share0.05
toolchain_manifests
dependency_bot_commit_share0.06
How it's scored
0/45Type-checkable code — Python without a type-check config
53.8/55Manageable file sizes — 5/223 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes276,830
source_files_sampled223
oversized_source_files5

Key facts

710GitHub stars
18contributors
83commits, last 12 months
4days since last push
4releases
1bus factor
13open issues
PyPIpackage ecosystems

Data collection warnings

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

More detail

Star and fork history 0 ★ / 126 ⇿
0Stars
126Forks
3Releases

When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.

025507510012512442025-052025-122026-07
Major 0Minor 0Patch 3

Each point covers 2 days.

OpenSSF Scorecard 4.9 / 10
4.9aggregate

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 · 2026-07-25 08:58 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
9CI-Tests25 out of 26 merged PRs checked by a CI test -- score normalized to 9
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
7Code-ReviewFound 19/25 approved changesets -- score normalized to 7
10Contributorsproject has 26 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense 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
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 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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        },
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          "headline": "Ts profiles (#224)",
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          "headline": "Cpp profiles (#221)",
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          "headline": "Add Java procedural modifiers (#213)",
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          "headline": "feat: merge LLM-generated problem statements into task instances (#215)",
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          "headline": "Fix bug_gen_modal.py for robust validation (#211)",
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          "headline": "New java repo profiles (#208)",
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          "headline": "Support C++ procedural modifications (#209)",
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          "body": "…\" in front of f\"{self.arch}\" (#201)\n\n* Revert Architecture enum back to plain str to fix extra \"architecture.\" in front of self.arch\n\n* [pre-commit.ci] auto fixes from pre-commit.com hooks\n\nfor more information, see https://pre-commit.ci\n\n---------\n\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Revert Architecture enum back to plain str to fix extra \"architecture…",
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          "headline": "Release 0.0.8",
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          "oid": "91e662f4c269fe07aedbcc48afcb1d652a726462",
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          "is_bot": false,
          "headline": "Improve Docker architecture handling (#198)",
          "author_name": "Kevin Xiang Li",
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          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate (#197)",
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          "body": "* Lazily import adapters to simplify validator image by avoiding the 10 tree-sitter dependencies\n\n* Explicitly specify exts for c, cpp, and csharp, like the rest of the languages\n\nThis prevents bug gen from picking up source files from unrelated languages.\n\n* Make exts a mandatory field in RepoProfi\n[…]\nions. Users were surprised with bugs generated for other languages. The default is now fixed to be empty and subclasses are required to override this default value with e.g. [\".py\"] for PythonProfile.",
          "is_bot": false,
          "headline": "Lazily import adapters to accelerate validator image builds (#196)",
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          "body": "…ion on Modal (#192)\n\n* Add JavaScript procedural modifications for bug generation\n\n* [pre-commit.ci] auto fixes from pre-commit.com hooks\n\nfor more information, see https://pre-commit.ci\n\n* Remove unecessary script\n\n* Adding scripts from Kevin's branch\n\n* [pre-commit.ci] auto fixes from pre-commit.\n[…]\n1e8c4d.SUNet>\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>\nCo-authored-by: akhatua2 <akhatua@stanford.edu>\nCo-authored-by: John Yang <byjohnyang@gmail.com>",
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          "headline": "Add JavaScript Procedural Modifiers; Scale Bug Generation and Validat…",
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          "headline": "Fix mkdocs links",
          "author_name": "John Yang",
          "author_login": "john-b-yang",
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          "body": "* Add test to fail fast if docker image missing Python dep\n\n* wip\n\n* Add documentation\n\n---------\n\nCo-authored-by: Daniel Zayas <danielzayas@Daniels-MacBook-Pro.local>\nCo-authored-by: John Yang <byjohnyang@gmail.com>",
          "is_bot": false,
          "headline": "support Python version > 3.10; add test for missing Python deps (#185)",
          "author_name": "Daniel Zayas",
          "author_login": "danielzayas",
          "committed_at": "2025-12-30T18:28:20Z",
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          "oid": "b63b630fd04c7a1642b33a0a0e83a2868048ca59",
          "body": "* increase max file size for diff apply\n\n* Make parameters for attempting pr mirror recovery adjustable via cli\n\n---------\n\nCo-authored-by: Daniel Zayas <danielzayas@Daniels-MacBook-Pro.local>\nCo-authored-by: John Yang <byjohnyang@gmail.com>",
          "is_bot": false,
          "headline": "increase max file size for diff apply (#178)",
          "author_name": "Daniel Zayas",
          "author_login": "danielzayas",
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          "body": "* Extract common build_entity function\n\n- Remove duplication by extracting _build_entity helper functions in\n  tree-sitter based language adapters to a shared function.\n- Preserve existing default indent size differences between the\n  adapters, I've not thought about these defaults.\n\n* Make relative import absolute\n\n---------\n\nCo-authored-by: John Yang <byjohnyang@gmail.com>",
          "is_bot": false,
          "headline": "Extract common build_entity function (#157)",
          "author_name": "Andrew Crump",
          "author_login": "acrmp",
          "committed_at": "2025-12-24T00:31:52Z",
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          "body": "* add 44 verified JS repos and 2 new JS parsers\n\n* ruff format\n\n* minor fixes\n\n* move registration loop to EOF for js\n\n* minor fixes\n\n* removed a repo taking too long to build during testing + minor fixes\n\n* add unit test for 2 newly added JS parsers\n\n* wip fixes\n\n* nit\n\n* wip\n\n* Update handsontable\n\n---------\n\nCo-authored-by: John Yang <byjohnyang@gmail.com>",
          "is_bot": false,
          "headline": "Add 44 verified JS repos and 2 new JS parsers (#188)",
          "author_name": "Priyank-Shethia3",
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          "body": "updates:\n- [github.com/astral-sh/ruff-pre-commit: v0.14.9 → v0.14.10](https://github.com/astral-sh/ruff-pre-commit/compare/v0.14.9...v0.14.10)\n\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate (#189)",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2025-12-22T23:43:32Z",
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          "body": "* Added 18 JS repos\n\n* Minor fixes\n\n* Replace hard-coded commits w/ ref\n\n* Make it easier to (force re-)build for specific repo(s)\n\n* Update docs\n\n---------\n\nCo-authored-by: John Yang <byjohnyang@gmail.com>",
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          "headline": "Added 18 JS repos (#186)",
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          "headline": "fix push_image with dynamic image existence tracking (#184)",
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          "body": "* Remove two duplicated Rust repo profiles\n\n* Keeping newer versions of repos\n\n---------\n\nCo-authored-by: John Yang <byjohnyang@gmail.com>",
          "is_bot": false,
          "headline": "Remove two duplicated Rust repo profiles (#187)",
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          "headline": "Fix broken pytest",
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          "headline": "Add Rust repos, replace `testbed` with `ENV_NAME`",
          "author_name": "John Yang",
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          "body": "updates:\n- [github.com/astral-sh/ruff-pre-commit: v0.12.12 → v0.14.9](https://github.com/astral-sh/ruff-pre-commit/compare/v0.12.12...v0.14.9)\n\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate (#161)",
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          "body": "Bumps [actions/cache](https://github.com/actions/cache) from 4 to 5.\n- [Release notes](https://github.com/actions/cache/releases)\n- [Changelog](https://github.com/actions/cache/blob/main/RELEASES.md)\n- [Commits](https://github.com/actions/cache/compare/v4...v5)\n\n---\nupdated-dependencies:\n- dependenc\n[…]\nirect:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump actions/cache from 4 to 5 (#182)",
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          "body": "Bumps [codecov/codecov-action](https://github.com/codecov/codecov-action) from 5.5.1 to 5.5.2.\n- [Release notes](https://github.com/codecov/codecov-action/releases)\n- [Changelog](https://github.com/codecov/codecov-action/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/codecov/codecov-action/c\n[…]\nirect:production\n  update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump codecov/codecov-action from 5.5.1 to 5.5.2 (#183)",
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          "body": "… (#180)\n\n* Fix container name conflict in get_container() for parallel execution\n\n* Style: fix formatting checks",
          "is_bot": false,
          "headline": "Fix container name conflict in get_container() for parallel execution…",
          "author_name": "Alan",
          "author_login": "Simplewyl2000",
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          "body": "Adds comprehensive landing page to /guides/ with:\n- Intro summarizing the complete workflow\n- Prerequisites section (Docker, Ubuntu requirements)\n- Grid cards navigation for all 6 tutorials\n- Mermaid workflow diagram showing recommended path\n- Concise descriptions for each tutorial section\n\nFixes #169",
          "is_bot": false,
          "headline": "Docs: add Tutorials landing page with overview and navigation (#172)",
          "author_name": "Cesar Garcia",
          "author_login": "Chesars",
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          "is_bot": true,
          "headline": "Bump actions/checkout from 5 to 6 (#175)",
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        {
          "oid": "5bde13b9f5f8e638d010c5cf37ff8c25029006df",
          "body": "* Add Rust procedural generation support for operations\n\n- Implement RustProceduralModifier base class\n- Add 5 operation modifiers for Rust:\n  - OperationChangeModifier: Change operators within same category\n  - OperationFlipOperatorModifier: Flip operators to their opposites\n  - OperationSwapOperan\n[…]\nheck happy\n\n---------\n\nCo-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Add Rust procedural bug generation modifiers (#167)",
          "author_name": "Kevin Xiang Li",
          "author_login": "AlienKevin",
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          "is_bot": false,
          "headline": "Update README with NeurIPS 2025 information",
          "author_name": "John Yang",
          "author_login": "john-b-yang",
          "committed_at": "2025-11-12T17:23:58Z",
          "body_truncated": false,
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          "oid": "475843c38a840be4202e5bf94544117926a40436",
          "body": "Updated citation format for the SWE-smith paper.",
          "is_bot": false,
          "headline": "Modify citation entry for SWE-smith paper",
          "author_name": "John Yang",
          "author_login": "john-b-yang",
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          "headline": "Release 0.0.7",
          "author_name": "John Yang",
          "author_login": "john-b-yang",
          "committed_at": "2025-09-15T16:52:27Z",
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          "body": "Bumps [actions/setup-python](https://github.com/actions/setup-python) from 5 to 6.\n- [Release notes](https://github.com/actions/setup-python/releases)\n- [Commits](https://github.com/actions/setup-python/compare/v5...v6)\n\n---\nupdated-dependencies:\n- dependency-name: actions/setup-python\n  dependency-\n[…]\nirect:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump actions/setup-python from 5 to 6 (#158)",
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        {
          "oid": "e6efef385391a6afa7bc8fa2dd1dc279c264099d",
          "body": "- tree-sitter-go v0.25.0 introduces a new statement_list intermediate\n  AST node.\n- This breaks the Go ControlShuffleLinesModifier because it expects to\n  find the function statements directly underneath the function body.\n- Update the modifier so that it handles the statement_list when\n  present.",
          "is_bot": false,
          "headline": "Fix Go line shuffling procedural modification (#153)",
          "author_name": "Andrew Crump",
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          "body": "- The issue_gen.get_from_tests command was updated in cabec5da to read\n  the test command timeout from the repo profile\n- However the caller was not updated to pass the repo profile through\n\nFixes:\n\n```\nTypeError: run_command_in_container() missing 1 required positional argument: 'rp'\n```",
          "is_bot": false,
          "headline": "Fix get_from_tests run_command_in_container call (#156)",
          "author_name": "Andrew Crump",
          "author_login": "acrmp",
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          "body": "Bumps [codecov/codecov-action](https://github.com/codecov/codecov-action) from 5.4.3 to 5.5.1.\n- [Release notes](https://github.com/codecov/codecov-action/releases)\n- [Changelog](https://github.com/codecov/codecov-action/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/codecov/codecov-action/c\n[…]\nirect:production\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump codecov/codecov-action from 5.4.3 to 5.5.1 (#159)",
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          "committed_at": "2025-09-12T20:58:52Z",
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          "oid": "aff47e7b20353e36ca69031a9b228be876f651a1",
          "body": "Bumps [actions/checkout](https://github.com/actions/checkout) from 4 to 5.\n- [Release notes](https://github.com/actions/checkout/releases)\n- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/actions/checkout/compare/v4...v5)\n\n---\nupdated-dependenc\n[…]\nirect:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump actions/checkout from 4 to 5 (#149)",
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          "body": "updates:\n- [github.com/astral-sh/ruff-pre-commit: v0.12.8 → v0.12.12](https://github.com/astral-sh/ruff-pre-commit/compare/v0.12.8...v0.12.12)\n\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate (#145)",
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          "body": "- Attempts to use gpt-5 models with certain commands would fail\n  previously due to temperature not being supported\n- Set litellm.drop_params to drop parameters not supported by models\n\nFixes:\n\nlitellm.exceptions.UnsupportedParamsError: litellm.UnsupportedParamsError: gpt-5 models don't support temperature=0. Only temperature=1 is supported. To drop unsupported params set `litellm.drop_params = True`",
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          "headline": "Drop unsupported model params (#155)",
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          "headline": "Remove outdated --type arguments from doc examples (#142)",
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          "headline": "Revert LICENSE back to MIT",
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          "headline": "Doc: Fix citation name (#139)",
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          "body": "updates:\n- [github.com/astral-sh/ruff-pre-commit: v0.12.5 → v0.12.8](https://github.com/astral-sh/ruff-pre-commit/compare/v0.12.5...v0.12.8)\n\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate (#137)",
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          "headline": "Minor fix",
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          "oid": "15098ce93c6594d6fdece8a399a0c07499b26473",
          "body": "* Add C++ test fixture\n\nFrom: https://github.com/libcpr/cpr/blob/e10e86f4327aff234b0dda73622557d19ff281c6/cpr/util.cpp\n\n* Support bug generation for C++\n\nSupports *.cpp files but does not attempt to handle function\ndefinitions within headers.\n\n* Remove C++ from CONTRIBUTING desired languages\n\n* Add `swesmith/profiles/cpp.py`\n\n---------\n\nCo-authored-by: John Yang <byjohnyang@gmail.com>",
          "is_bot": false,
          "headline": "Support C++ bug generation (#132)",
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          "headline": "Added Rust and JS repos (#133)",
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          "headline": "Add `eval_sets` field to specify if repos are part of test sets (#136)",
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          "body": "updates:\n- [github.com/astral-sh/ruff-pre-commit: v0.12.4 → v0.12.5](https://github.com/astral-sh/ruff-pre-commit/compare/v0.12.4...v0.12.5)\n\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate (#130)",
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          "oid": "6af7ddc3488b10620d06f0383d189008a0f02be9",
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          "is_bot": false,
          "headline": "Doc: Link mini (#131)",
          "author_name": "Kilian Lieret",
          "author_login": "klieret",
          "committed_at": "2025-08-02T21:02:05Z",
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        {
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          "body": null,
          "is_bot": false,
          "headline": "Remove `dependabot.y*ml` files during mirror clone",
          "author_name": "John Yang",
          "author_login": "john-b-yang",
          "committed_at": "2025-07-29T06:00:57Z",
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          "body": null,
          "is_bot": false,
          "headline": "Remove last batch of timeout Go repos",
          "author_name": "John Yang",
          "author_login": "john-b-yang",
          "committed_at": "2025-07-29T05:34:59Z",
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        },
        {
          "oid": "c9fc1963dfb26829f745e1ea8fb6b6519436499d",
          "body": null,
          "is_bot": false,
          "headline": "Remove non-working Go repos",
          "author_name": "John Yang",
          "author_login": "john-b-yang",
          "committed_at": "2025-07-24T23:03:35Z",
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          "body": null,
          "is_bot": false,
          "headline": "Add operations mods for Go; Add CommonPMs",
          "author_name": "John Yang",
          "author_login": "john-b-yang",
          "committed_at": "2025-07-24T20:55:45Z",
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        {
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          "is_bot": false,
          "headline": "Fix golang shuffling; More informative pbars for harnesses",
          "author_name": "John Yang",
          "author_login": "john-b-yang",
          "committed_at": "2025-07-24T05:35:46Z",
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          "body": null,
          "is_bot": false,
          "headline": "Add more PM funcs + tests for go",
          "author_name": "John Yang",
          "author_login": "john-b-yang",
          "committed_at": "2025-07-24T00:19:01Z",
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          "body": null,
          "is_bot": false,
          "headline": "Add `analyze_properties` to Golang; Init golang procedural mod",
          "author_name": "John Yang",
          "author_login": "john-b-yang",
          "committed_at": "2025-07-23T23:01:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7681546b11e7a11740cd5678cafd42ea742418c5",
          "body": null,
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                      "count": 307,
                      "login": "SWE-bench"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "9 public repos, account ~3 yr old",
                "points": 13.3,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 9
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 3
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "swesmith"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 148
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 148 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 148
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "10 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 10
                    }
                  }
                ],
                "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": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "excellent",
        "name": "Engineering Quality",
        "value": 95,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "excellent",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 92,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "3 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 3
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 16,
                "status": "met",
                "details": [],
                "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": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "25 out of 26 merged PRs checked by a CI test -- score normalized to 9",
                "points": 18,
                "status": "partial",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "topics": [
                "agents",
                "language-model",
                "software-engineering",
                "training"
              ],
              "has_wiki": true,
              "homepage": "https://swesmith.com/",
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://swesmith.com/",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "4 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 4
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "at_risk",
        "name": "Security",
        "value": 49,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Packaging, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "packaging",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 49,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 4.9
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection not enabled on development/release branches",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "25 out of 26 merged PRs checked by a CI test -- score normalized to 9",
                "points": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 19/25 approved changesets -- score normalized to 7",
                "points": 5.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 26 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 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": "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": "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 not detected",
                "points": 0,
                "status": "missed",
                "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": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "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": 14
            },
            "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": 51,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "moderate",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 50,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.61,
              "agent_instruction_files": [
                "AGENTS.md"
              ],
              "agent_instruction_max_bytes": 194
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "AGENTS.md (stub)",
                "points": 18,
                "status": "partial",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "AGENTS.md"
                    }
                  },
                  {
                    "code": "agent_instructions_stub",
                    "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": "50 of 82 human commits state their intent (structured subject or explanatory body)",
                "points": 32.5,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 50,
                      "sampled": 82
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 51,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0.05,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.06
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 11,
                "status": "met",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "5 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 5,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "6 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 6,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 54,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 276830,
              "source_files_sampled": 223,
              "oversized_source_files": 5
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "5/223 source files over 60KB",
                "points": 53.8,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 223,
                      "oversized": 5
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          }
        ],
        "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"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-25T08:58:33.400396Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/s/SWE-bench/SWE-smith.svg",
  "full_name": "SWE-bench/SWE-smith",
  "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 v0.27.0 — full methodology · metrics wiki.

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