Public recordModerate
Software health reportschema 0.26.0 · metrics 1.13.0 · 2026-07-22 19:55 UTC
meta-pytorch / attention-gym
Helpful tools and examples for working with flex-attention
meta-pytorch/attention-gym holds a health index of 67 out of 100, placing it in the Moderate band. It scores highest on Engineering Quality (82/100) and lowest on AI Readiness (53/100). It was last updated today. A single contributor accounts for most of its recent work.
67
overall / 100Software 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.
67
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)
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
Meta PyTorchOrganization
1,389 followers58 public repossince Jun 2022
This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.
Package ecosystems
| Registry | Package | Version | Downloads / mo | Versions | Last publish |
|---|---|---|---|---|---|
| PyPI | attn_gym | 0.0.4 | 69 | 4 | 418 days ago |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
68
Development activity
74Good
How it's scored
| 36/36 | Push recency — last push 0 days ago |
| 13.8/36 | Commit cadence — 20/52 weeks with commits |
| 14.5/18 | Commit volume — 40 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 15 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 40 |
| human_commit_share | 1 |
| days_since_last_push | 0 |
| active_weeks_last_year | 20 |
Release discipline
60Moderate
How it's scored
| 27/27 | Ships releases — 4 releases published |
| 7.2/36 | Release recency — latest release 418 days ago |
| 19.8/27 | Release cadence — a release every ~98.6 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 4 |
| latest_release_tag | v0.0.4 |
| releases_from_tags | no |
| days_since_latest_release | 418 |
| mean_days_between_releases | 98.6 |
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?
66
Popularity & adoption
72Good
How it's scored
| 50/60 | Stars — 1,211 stars |
| 15.7/25 | Forks — 78 forks |
| 6.2/15 | Watchers — 14 watchers |
Inputs used
| forks | 78 |
| stars | 1,211 |
| watchers | 14 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
85Excellent
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (BSD-3-Clause) |
| 18/18 | CONTRIBUTING guide |
| 13.5/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 0/6.3 | PR template |
Inputs used
| has_readme | yes |
| has_license | yes |
| has_contributing | yes |
| has_issue_template | no |
| has_code_of_conduct | yes |
| has_pull_request_template | no |
Ecosystem adoption (downloads)
31At risk
How it's scored
| 24.6/80 | Monthly downloads — 69 downloads/month across pypi |
| 0/20 | Registry dependents — not reported by this ecosystem |
Inputs used
| packages | attn_gym |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 69 |
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?
61
Maintainer resilience (bus factor)
30At risk
How it's scored
| 9/54 | Bus factor — 1 contributor(s) cover half of all commits |
| 4.5/22.5 | Commit distribution — top contributor authored 80% of commits |
| 13.5/13.5 | Contributor breadth — 20 contributors |
| 3/10 | OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3 |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 20 |
| top_contributor_share | 0.8 |
How it's scored
| 45.2/46.8 | Issue resolution — 97% of issues closed |
| 33.2/38.3 | PR acceptance — 86/99 decided PRs merged |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 2/30 approved changesets -- score normalized to 0 |
Inputs used
| merged_prs | 86 |
| open_issues | 4 |
| closed_issues | 118 |
| issue_closed_ratio | 0.967 |
| closed_unmerged_prs | 13 |
Ownership & stewardship
74Good
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 22.6/25 | Owner reach — 1,389 followers of meta-pytorch |
| 21.1/25 | Track record — 58 public repos, account ~4 yr old |
Inputs used
| followers | 1,389 |
| owner_type | Organization |
| is_verified | — |
| owner_login | meta-pytorch |
| public_repos | 58 |
| account_age_days | 1,504 |
Package maintenance
71Good
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 14/35 | Publish recency — latest publish 418 days ago |
| 12/20 | Version history — 4 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | attn_gym |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 418 |
Engineering Quality
Are baseline engineering and documentation practices in place?
82
Engineering practices
94Excellent
How it's scored
| 24/24 | CI workflows — 5 workflow(s) |
| 24/24 | Tests present |
| 16/16 | Linter config |
| 9.6/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | yes |
| has_precommit_config | yes |
Documentation
65Moderate
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 0/15 | Documentation / homepage site |
| 10/10 | Repository description |
| 0/10 | Topics |
| 0/10 | Wiki |
Inputs used
| topics | — |
| has_wiki | no |
| homepage | — |
| has_readme | yes |
| has_docs_dir | yes |
| has_description | yes |
Security
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
59
Security posture
49At risk
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — no data |
| 2.5/2.5 | CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 2/30 approved changesets -- score normalized to 0 |
| 0.8/2.5 | Contributors — project has 1 contributing companies or organizations -- score normalized to 3 |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | License — license file detected |
| 7.5/7.5 | Maintained — 15 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| 0/5 | Packaging — no data |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 3/5 | SAST — SAST tool is not run on all commits -- score normalized to 6 |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — no data |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 15 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 3 |
| scorecard_aggregate | 4.9 |
Excluded from scoring (no data or not applicable): branch_protection, packaging, signed_releases. Remaining weights renormalized.
Dependency advisories
100Excellent
How it's scored
| 35/35 | Direct dependencies free of known advisories — no direct dependency carries a known advisory |
| 25/25 | Indirect dependencies free of known advisories — no indirect dependency carries a known advisory |
| 0/40 | No advisories left outstanding — no advisory carries a publication date |
Inputs used
| source | osv |
| advisories | 0 |
| affected_packages | 0 |
| assessed_packages | 1 |
| unassessed_packages | 0 |
| affected_by_severity | none |
| direct_affected_packages | 0 |
Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:attn_gym@0.0.4 runtime dependency closure — what installing the published package pulls in — 1 packages. Reachability is not analyzed.
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.
53
Agent context & guidance
85Excellent
How it's scored
| 45/45 | Agent instructions — AGENTS.md, CLAUDE.md |
| 0/15 | Machine-readable docs (llms.txt) |
| 40/40 | Legible commit history — 85 of 100 human commits state their intent (structured subject or explanatory body) |
Inputs used
| has_llms_txt | no |
| legible_history_share | 0.85 |
| agent_instruction_files | AGENTS.md, CLAUDE.md |
| agent_instruction_max_bytes | 2,680 |
How it's scored
| 0/18 | One-command bootstrap |
| 22/22 | Automated tests |
| 11/11 | Lint / format config |
| 0/11 | Static type checking |
| 0/10 | Reproducible environment |
| 0/10 | Demonstrated agent practice — no agent-authored commits among the last 100 |
| 0/8 | Automated maintenance — no automated dependency updates observed |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | — |
| has_dockerfile | no |
| typed_language | no |
| bootstrap_files | — |
| has_devcontainer | no |
| has_linter_config | yes |
| typecheck_configs | — |
| agent_commit_share | 0 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
Code legibility for models
55Moderate
How it's scored
| 0/45 | Type-checkable code — Python without a type-check config |
| 55/55 | Manageable file sizes — 0/62 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 48,779 |
| source_files_sampled | 62 |
| oversized_source_files | 0 |
Machine-readable interfaces
40At risk
How it's scored
| 0/40 | API schema (OpenAPI/GraphQL/proto) |
| 0/20 | MCP server |
| 40/40 | Runnable examples — examples, notebooks |
Inputs used
| example_dirs | examples, notebooks |
| has_mcp_signal | no |
| api_schema_files | — |
Key facts
1,211GitHub stars
20contributors
40commits, last 12 months
0days since last push
4releases
1bus factor
4open 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 ★ / 78 ⇿
0Stars
78Forks
4Releases
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.
Major 0Minor 0Patch 4
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).
| 10 | Binary-Artifacts | no binaries found in the repo |
| n/a | Branch-Protection | internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md |
| 10 | CI-Tests | 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 2/30 approved changesets -- score normalized to 0 |
| 3 | Contributors | project has 1 contributing companies or organizations -- score normalized to 3 |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 15 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| n/a | Packaging | packaging workflow not detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 6 | SAST | SAST tool is not run on all commits -- score normalized to 6 |
| 0 | Security-Policy | security policy file not detected |
| n/a | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
Direct dependencies 1
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| PyPI | torch | — | pyproject.toml |
All dependencies 1
Full resolved dependency set from the GitHub dependency graph: 1 direct and 0 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | torch | — | direct |
Dependency advisories 0
Installing pypi:attn_gym@0.0.4 pulls in 1 packages, direct and transitive: 0 carry known advisories, of which 0 are direct dependencies.
No known advisories affect the assessed dependencies.
An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.
Raw JSON report machine-readable
{
"data": {
"repo": {
"topics": [],
"is_fork": false,
"size_kb": 875,
"has_wiki": false,
"homepage": null,
"languages": {
"Python": 251379
},
"pushed_at": "2026-07-22T00:33:38Z",
"created_at": "2024-07-31T20:31:21Z",
"owner_type": "Organization",
"updated_at": "2026-07-21T22:57:48Z",
"description": "Helpful tools and examples for working with flex-attention",
"is_archived": false,
"is_disabled": false,
"license_spdx": "BSD-3-Clause",
"default_branch": "main",
"license_spdx_raw": "BSD-3-Clause",
"primary_language": "Python",
"significant_languages": [
"Python"
]
},
"owner": {
"blog": "https://pytorch.org",
"name": "Meta PyTorch",
"type": "Organization",
"login": "meta-pytorch",
"company": null,
"location": null,
"followers": 1389,
"avatar_url": "https://avatars.githubusercontent.com/u/107212512?v=4",
"created_at": "2022-06-09T18:30:11Z",
"is_verified": null,
"public_repos": 58,
"account_age_days": 1504
},
"license": {
"state": "standard",
"spdx_id": "BSD-3-Clause",
"raw_spdx": "BSD-3-Clause",
"file_present": true,
"scorecard_found": true,
"profile_has_license": true
},
"activity": {
"releases": [
{
"tag": "v0.0.4",
"kind": "patch",
"published_at": "2025-05-30T19:26:22Z"
},
{
"tag": "v0.0.3",
"kind": "patch",
"published_at": "2024-12-09T19:03:11Z"
},
{
"tag": "v0.0.2",
"kind": "patch",
"published_at": "2024-08-17T00:33:18Z"
},
{
"tag": "v0.0.1",
"kind": "patch",
"published_at": "2024-08-07T21:17:08Z"
}
],
"recent_commits": [
{
"oid": "ecdd322fa51913e09cd93f66cd1dba5db7d2f55b",
"body": null,
"is_bot": false,
"headline": "design (#222)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2026-07-16T00:57:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a473821748271e77a3618288f62e04f68e2dcd87",
"body": null,
"is_bot": false,
"headline": "Support padded VSA tiles in Flex FLASH (#221)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2026-07-15T21:43:08Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5d83614be37267e8c77527b3b61fe345068dc648",
"body": null,
"is_bot": false,
"headline": "Add FlexAttention determinism guide (#219)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2026-07-15T01:22:01Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "153bec7a94504ddc3997a409a8278da3d24dcdce",
"body": null,
"is_bot": false,
"headline": "Add in graphformer (#218)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2026-07-03T17:46:10Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9bc96b278759cf624392c26f327283846b016ed9",
"body": null,
"is_bot": false,
"headline": "Add block-diffusion (#217)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2026-07-03T07:31:17Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "70ab2d6fe07ed04c635cbb766b590022caac9b97",
"body": "Sandwich relative positional bias (arXiv 2212.10356): the position-position\ninner product of sinusoidal embeddings with ALiBi-style per-head compression\nratios.\n\nThe cos sum over frequencies has no closed form and score_mod cannot perform\nreductions, so the bias is precomputed as a 1-D relative-dist\n[…]\nl use).\n\nTests validate against the paper's reference construction (appendix E) on\nCPU/CUDA, compiled flex vs SDPA with the materialized bias including\ngradients, and the flex FLASH backend.\n\nFixes #1",
"is_bot": false,
"headline": "Add Sandwich score mod (#216)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2026-07-03T07:21:56Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "dcd51fecdd50856db80fe81ee06baf1cc86163a4",
"body": "Bidirectional sliding window composed via or_masks with symmetric global\nattention driven by a captured is_global boolean tensor, so global\npositions are data-dependent (CLS, task tokens) rather than a fixed\nprefix. Includes reference-mask tests, a compiled flex vs SDPA\ncorrectness check, and a docs entry.\n\nFixes #3",
"is_bot": false,
"headline": "Add Longformer-style global + sliding window mask (#215)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2026-07-03T01:25:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2ddabe537194a8f217b03e6c8de9d083ef26db59",
"body": "test_mask was called with S=32768 instead of the max_seq_len parameter,\nso custom sequence lengths were silently ignored and crashed when the\ngenerated offsets did not match the hard-coded size.\n\nFixes #124",
"is_bot": false,
"headline": "Fix hard-coded seq len in run_document_masking (#214)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2026-07-03T01:12:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a387e43988ccf8afd24c610a7068b28d784c8d22",
"body": "* Add FastWan e2e example: FlexAttention VSA in a real video model\n\nRuns FastVideo/FastWan2.1-T2V-1.3B-Diffusers (3-step DMD, trained with VSA\nat 0.8 sparsity) with swappable self-attention backends:\n\n- dense: plain SDPA reference\n- upstream: FastVideo vsa kernel at (4,4,4) 64-token cubes\n- flex: at\n[…]\nruns on grids that only divide the\n upstream tiling (e.g. --num_frames 13)\n- compile the flex region once at construction; use match/case for mode\n dispatch\n\n* Default the VSA example to FastWan 14B",
"is_bot": false,
"headline": "Add FastWan e2e example: FlexAttention VSA in a real video model (#213)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2026-07-02T22:54:16Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "ce794b1c109a3898f551a9f268b04f039f7537df",
"body": "FA4 block sparsity requires the mask KV block size to exactly match its KV\ntile size (tile_n, 128 on SM100), so the previous (256, 256) mask from\ncreate_vsa_flash_block_mask was rejected with:\n ValueError: Block sparsity requires sparse_block_size[1]=128 to match tile_n.\n\nEmit BLOCK_SIZE=(tile_nume\n[…]\n SM100).\n\nVerified on B200: test/test_vsa.py (15 passed, incl. the SM100 FLASH test\nthat previously failed) and examples/vsa.py for FLASH/TRITON/default, which\nassert against a dense masked reference.",
"is_bot": false,
"headline": "Fix VSA flex FLASH block mask for FA4's KV tile constraint",
"author_name": "drisspg",
"author_login": "drisspg",
"committed_at": "2026-07-02T21:07:23Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "62163397afdc66528fdc41a7b43ba722e77695b0",
"body": null,
"is_bot": false,
"headline": "add vsa (#211)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2026-06-27T05:18:05Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "222a90baef6028f3af508b396656b8525b758538",
"body": null,
"is_bot": false,
"headline": "add cc support (#210)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2026-06-27T05:09:17Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "eb57539995f017504e3bb373c8318a330d89d8e4",
"body": null,
"is_bot": false,
"headline": "Add jetspec (#209)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2026-06-26T23:27:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7ffd588353c0c7af2cb9173033614f30110367df",
"body": null,
"is_bot": false,
"headline": "Add shared prefix mask (#205)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2026-05-28T03:47:26Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f6a753335cb29d155876e09467cf24778feb713d",
"body": null,
"is_bot": false,
"headline": "Add a packed causal offset specific mask (#204)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2026-05-28T03:47:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "29185740237a6e02c55740be8333cb744abccbd7",
"body": null,
"is_bot": false,
"headline": "actual ring attention example (#200)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2026-04-13T02:03:02Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "dbc8fbff003a08d584857ed44413a10c0f23efc1",
"body": null,
"is_bot": false,
"headline": "cleanup (#199)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2026-04-12T22:01:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f146e4884398badc45139ca11e5b570b906bc54c",
"body": null,
"is_bot": false,
"headline": "Docs site (#198)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2026-04-01T01:50:58Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4ecae904e43f5ac832325af6d693b301c6830ab6",
"body": null,
"is_bot": false,
"headline": "Add ring attention like impl showing direct backward call (#196)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2026-03-31T04:00:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "79bf506b4346726db9c50308864b337569347e95",
"body": "* Add fa4 as a backend\n\n* tweaks\n\n* more\n\n* add activation attention",
"is_bot": false,
"headline": "Script updates + lse trick (#195)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2026-02-08T18:45:35Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f6ff207805fad70e56282a678ffcba7692dfc923",
"body": null,
"is_bot": false,
"headline": "switch to prek (#193)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2026-01-13T04:07:57Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "fe851b3472baf4fada00f40901fd3261e357a041",
"body": null,
"is_bot": false,
"headline": "Update limitations (#192)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2026-01-13T04:03:26Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "18042c3c6c980cef1791e5527327e42f29a1384a",
"body": "* update-scripts\n\n* Add some more configs",
"is_bot": false,
"headline": "update-scripts (#188)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2026-01-13T03:07:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "672e59b9e26910ef339607d5ff17335aa5c56bf0",
"body": "* Fix get_mask_mod and get_score_mod to use correct batch indices, in order to properly compute attention on the right input sequences\n\n* Removed conditional in mask mod and score mod\n\n* Apply pre-commit changes",
"is_bot": false,
"headline": "Fix get_mask_mod and get_score_mod to use correct batch indices (#190)",
"author_name": "Muhammad Shahir Abdurrahman",
"author_login": "man2machine",
"committed_at": "2026-01-08T04:01:36Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a8e73e5bef3795e523516ad8bdde31d5e177278c",
"body": "/attention-gym/examples# python benchmark.py\r\nTraceback (most recent call last):\r\nFile \"/root/attention-gym/examples/benchmark.py\", line 53, in <module>\r\nflex_attention = torch.compile(_flex_attention, dynamic=False, mode=\"max-autotune-no-cudagraphs\")\r\n^^^^^^^^^^^^^^^\r\nNameError: name '_flex_attention' is not defined. Did you mean: 'flex_attention'?",
"is_bot": false,
"headline": "fix variable name error (#191)",
"author_name": "Li Dong",
"author_login": "donglixp",
"committed_at": "2026-01-06T17:45:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "34ea78d0d5c383da83582985ef6ce966edc711c9",
"body": "stack-info: PR: https://github.com/meta-pytorch/attention-gym/pull/186, branch: drisspg/stack/26",
"is_bot": false,
"headline": "Add bwd to flash exmample (#186)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2025-12-22T16:49:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9296bb44e2c83e9db70d2431d26c461f784728d4",
"body": null,
"is_bot": false,
"headline": "Update bench (#183)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2025-12-18T21:54:34Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0e9f966daa60749611d8769e8655c6831857bb54",
"body": null,
"is_bot": false,
"headline": "better impl (#182)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2025-12-16T00:54:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "cc1e34e3edbe79bd39553ab8e1b3874e7e004ce0",
"body": null,
"is_bot": false,
"headline": "Add small exmaple script on use flex flash (#181)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2025-12-03T00:24:50Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "319f5e0a2a6dcc4799021b64cc16feb1e7aacaee",
"body": null,
"is_bot": false,
"headline": "Add option for AOTI backend for AOT precompile (#177)",
"author_name": "James Wu",
"author_login": "jamesjwu",
"committed_at": "2025-11-18T20:38:25Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a3c2a579ccf0e628dc29821dd9fa4f400e3ae0d0",
"body": null,
"is_bot": false,
"headline": "Explain subtle flag (#180)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2025-11-14T18:33:32Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1313b59204ebb64974d9f7b6f647cc574343daf7",
"body": null,
"is_bot": false,
"headline": "Add scripts (#178)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2025-11-13T21:16:02Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9dfdce38877f0b5f505df53bf1153ba80c557cbb",
"body": null,
"is_bot": false,
"headline": "Add grabber script (#169)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2025-11-12T16:08:25Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "101a7a9653a43b8b33240cedbcb38e71d3cedc43",
"body": "* Example script using aoti\n\n* Add flex_aoti\n\n* add flex\n\n* Add aot flex script not aoti",
"is_bot": false,
"headline": "Example script using aoti (#176)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2025-11-07T19:50:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0236f317aec884ff7415ea3fdd370899a9089f8c",
"body": null,
"is_bot": false,
"headline": "tweaks (#175)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2025-11-06T01:33:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "dc39d5dd9fae526c81c0ffca001be97670fbcd4f",
"body": null,
"is_bot": false,
"headline": "[doc] renaming argument to solve mismatch with description. (#170)",
"author_name": "Ambroise Odonnat",
"author_login": "ambroiseodt",
"committed_at": "2025-10-23T16:56:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6e36dd9f18997fdf1562a896df035540f33e3f0d",
"body": null,
"is_bot": false,
"headline": "Add test script (#168)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2025-10-17T18:05:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d955666e83acbb0e272d3e35db4cdba77a3c31f6",
"body": "* Update git ignore\n\n* updates to script",
"is_bot": false,
"headline": "tweaks (#164)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2025-09-10T01:50:35Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "af7ba103597d8a220b0a05047d981460b754d644",
"body": "* Replace 'pytorch-labs' with 'meta-pytorch' in 2 files\n\n* Replace 'pytorch-labs' with 'meta-pytorch' in 2 files",
"is_bot": false,
"headline": "[EZ] Replace `pytorch-labs` with `meta-pytorch` (#162)",
"author_name": "Zain Rizvi",
"author_login": "ZainRizvi",
"committed_at": "2025-08-22T23:34:02Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "066913c495b2ac2ed00877a90f6cb19a8e25e7d5",
"body": null,
"is_bot": false,
"headline": "Update flex-perf-script (#160)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2025-08-14T01:14:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "14fd5f446136cee27d3f36a3366db4e359b8a62a",
"body": "stack-info: PR: https://github.com/pytorch-labs/attention-gym/pull/158, branch: drisspg/stack/23",
"is_bot": false,
"headline": "add marimo notebook on debugging (#158)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2025-07-18T02:42:25Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "189dc56bb477d39f53c3b0f7a8cf03f51654cbf6",
"body": null,
"is_bot": false,
"headline": "Add script + configs (#157)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2025-07-17T03:20:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2dd65a45ee87c43e061a4e957a80a37258c9d610",
"body": null,
"is_bot": false,
"headline": "Add test workflow (#156)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2025-07-15T00:17:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "82b4371f4e51563021173b9ce5a41be1a5f88a4c",
"body": null,
"is_bot": false,
"headline": "Add causal specific bm generator (#155)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2025-07-15T00:12:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "fe29a1d7f4d18bbecb0888b18ba723b725b3935f",
"body": "stack-info: PR: https://github.com/pytorch-labs/attention-gym/pull/154, branch: drisspg/stack/19",
"is_bot": false,
"headline": "Add max memory usage to bench (#154)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2025-07-14T17:02:34Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "46f7c8cff6c42dd357c479943ad6f6ba44b14509",
"body": "stack-info: PR: https://github.com/pytorch-labs/attention-gym/pull/153, branch: drisspg/stack/18",
"is_bot": false,
"headline": "Update bench (#153)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2025-07-11T18:49:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "bd54fcdae7cb33d5b5384628abc76116c7e33ec8",
"body": "stack-info: PR: https://github.com/pytorch-labs/attention-gym/pull/152, branch: drisspg/stack/17",
"is_bot": false,
"headline": "Fix format (#152)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2025-07-11T18:01:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "913eabe977d51161164c282e84897f447ba42b3d",
"body": null,
"is_bot": false,
"headline": "Fix bench_block_mask so it can run. (#150)",
"author_name": "Lucas Beyer",
"author_login": "lucasb-eyer",
"committed_at": "2025-07-11T17:59:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b184f2a152932bcd23e3db79ce90408a037d1cca",
"body": "stack-info: PR: https://github.com/pytorch-labs/attention-gym/pull/151, branch: drisspg/stack/16",
"is_bot": false,
"headline": "pre-commit (#151)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2025-07-11T17:33:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5e9df080b8b75af7364f8a05a858308f94422ab1",
"body": "stack-info: PR: https://github.com/pytorch-labs/attention-gym/pull/147, branch: drisspg/stack/15",
"is_bot": false,
"headline": "Fix ruff (#147)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2025-06-23T23:27:35Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a836257430cd9684e5d0ad9f10e2f3aa512ec88d",
"body": null,
"is_bot": false,
"headline": "Support SVG spatial and temporal mask (#146)",
"author_name": "Haocheng Xi",
"author_login": "haochengxi",
"committed_at": "2025-06-23T23:18:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b9e260f15930c81fbbf54f5e927fb09b355d772d",
"body": "ghstack-source-id: 3165f821a599678e1349dbcc452a45cff267f8a1\nPull-Request-resolved: https://github.com/pytorch-labs/attention-gym/pull/136\n\nstack-info: PR: https://github.com/pytorch-labs/attention-gym/pull/144, branch: drisspg/stack/13",
"is_bot": false,
"headline": "Add benchmark for measuring create_block_mask creation time (#144)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2025-06-10T22:16:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "80e3d3b6c6ca9dc0bd94eb60eabbcaa720231cf3",
"body": "stack-info: PR: https://github.com/pytorch-labs/attention-gym/pull/143, branch: drisspg/stack/12",
"is_bot": false,
"headline": "Add claude md files (#143)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2025-06-05T14:09:30Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "87a9b932ec2c3a5c3eaf7a689022185abb002349",
"body": "stack-info: PR: https://github.com/pytorch-labs/attention-gym/pull/142, branch: drisspg/stack/11",
"is_bot": false,
"headline": "Fix publsih (#142)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2025-05-30T19:20:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5466332b26e063c87e41f1282111fed3ba4fa2bd",
"body": "stack-info: PR: https://github.com/pytorch-labs/attention-gym/pull/141, branch: drisspg/stack/10",
"is_bot": false,
"headline": "add benchmark (#141)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2025-05-30T19:15:34Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1de7070680905341e23b4bbde7bc61bf8346e426",
"body": "* Add Sliding Tile Attention impl\n\n* Fix format",
"is_bot": false,
"headline": "Add Sliding Tile Attention impl (#140)",
"author_name": "tmux",
"author_login": "yibozhong",
"committed_at": "2025-05-28T17:50:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "24cfc76773604905e8251a1abaae33ae69dd2968",
"body": null,
"is_bot": false,
"headline": "Proper doc string deepseek ref in latent_attention.py (#139)",
"author_name": "Pavel T",
"author_login": "curlup",
"committed_at": "2025-05-23T22:10:17Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6a65742f797c0837200516589b721703b42b2ab3",
"body": "stack-info: PR: https://github.com/pytorch-labs/attention-gym/pull/134, branch: drisspg/stack/9",
"is_bot": false,
"headline": "Make matplotlib lazy (#134)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2025-04-11T20:56:03Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "15201f402531f188e4115756b824d0c3a1b81f84",
"body": "stack-info: PR: https://github.com/pytorch-labs/attention-gym/pull/132, branch: drisspg/stack/8",
"is_bot": false,
"headline": "add batchify mask-mod (#132)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2025-04-05T19:12:58Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "001b36d625aceae8a03f59241113e4797122db1d",
"body": null,
"is_bot": false,
"headline": "Fix natten x y dims (#128)",
"author_name": "Fernando Cossio",
"author_login": "fcossio",
"committed_at": "2025-03-18T21:19:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "41a96b6cbb0a2cc0aa89523f8bc1783bcb4a88c4",
"body": null,
"is_bot": false,
"headline": "Change import structure (#125)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2025-03-09T23:49:05Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "bf70245667249dc1051bfd6182ab2671fd056245",
"body": "stack-info: PR: https://github.com/pytorch-labs/attention-gym/pull/113, branch: drisspg/stack/6",
"is_bot": false,
"headline": "Add example for showcasing how to do multi-latent Attention (#113)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2025-02-18T20:20:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "af82ef0aea9896c42dfe980c52eb826781b7192e",
"body": null,
"is_bot": false,
"headline": "fix ci (#114)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2025-02-08T02:19:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "630cae22271f4ec1350f8204e0b2d3c21078f90d",
"body": null,
"is_bot": false,
"headline": "Add option for cauasl (#107)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2025-01-26T19:14:25Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "41ef5bff15033269b8cd8a012214a637345c1ddd",
"body": null,
"is_bot": false,
"headline": "adapt paged attention implementation from pytorch (#105)",
"author_name": "Boyuan Feng",
"author_login": "BoyuanFeng",
"committed_at": "2025-01-15T19:53:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "232f8c6954b552707c455266f03f9abc68e2ce35",
"body": "* e2e example for paged attention",
"is_bot": false,
"headline": "Add end-to-end example for paged attention (#104)",
"author_name": "Boyuan Feng",
"author_login": "BoyuanFeng",
"committed_at": "2025-01-15T01:01:26Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2e4d04aa1c500879400ba2547e106f135fd5a4c1",
"body": null,
"is_bot": false,
"headline": "Fix typos: `casual` -> `causal` (#102)",
"author_name": "Andrew Gu",
"author_login": "awgu",
"committed_at": "2025-01-10T17:18:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a710e189d601cb2c7c7676fa95582626da44775b",
"body": null,
"is_bot": false,
"headline": "Reduce memory usage (#100)",
"author_name": "Yichen Yan",
"author_login": "oraluben",
"committed_at": "2025-01-05T01:56:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "60f0f87efb44540092553ee19402106c3a8bf3fa",
"body": null,
"is_bot": false,
"headline": "Add `tabulate` used in example to dependencies (#99)",
"author_name": "Yichen Yan",
"author_login": "oraluben",
"committed_at": "2025-01-03T04:23:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "54e4fc77892773e0522ccd79c69e6e8d5cf5f584",
"body": "stack-info: PR: https://github.com/pytorch-labs/attention-gym/pull/91, branch: drisspg/stack/4",
"is_bot": false,
"headline": "Remove persisted credential (#91)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2024-12-13T06:09:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "dabfa8beffcc8bffac883872ef07a25da093f60d",
"body": "stack-info: PR: https://github.com/pytorch-labs/attention-gym/pull/90, branch: drisspg/stack/3",
"is_bot": false,
"headline": "Fix Ruff (#90)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2024-12-12T19:58:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b32a6b5c46dd96aaa19a1c26e2cbe226e1152373",
"body": "* Add natten with static tiling\n\n* move natten correctness test to test folder",
"is_bot": false,
"headline": "Add natten with static tiling & Morton Curve (#87)",
"author_name": "Joy Juechu Dong",
"author_login": "joydddd",
"committed_at": "2024-12-12T19:51:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "290c1e74d156f633061b0b6cd78bd6427e4b4842",
"body": null,
"is_bot": false,
"headline": "fix alibi bias (#86)",
"author_name": "Kashif Rasul",
"author_login": "kashif",
"committed_at": "2024-12-03T12:40:36Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "bbf437e9ea7d802c0ee71d067787f7b57605f9ff",
"body": "stack-info: PR: https://github.com/pytorch-labs/attention-gym/pull/85, branch: drisspg/stack/3\r\n\r\nCo-authored-by: sngkim <sangkim.dev@gmail.com>",
"is_bot": false,
"headline": "Add Dilated Sliding Window mask_mod (#85)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2024-11-24T20:06:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "36f8bd5ded5b3469f7892099590bb2405cc8f744",
"body": "stack-info: PR: https://github.com/pytorch-labs/attention-gym/pull/64, branch: drisspg/stack/1",
"is_bot": false,
"headline": "Fix typo in readme (#64)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2024-10-23T17:15:03Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "54755782172e89045bc908365f18ab75ae685708",
"body": "stack-info: PR: https://github.com/pytorch-labs/attention-gym/pull/61, branch: drisspg/stack/1",
"is_bot": false,
"headline": "Fix Format (#61)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2024-10-21T23:26:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0e0b44d6edea8d1f7b15db9dada0b83f4f481dfb",
"body": null,
"is_bot": false,
"headline": "Fix minor typo in example (#57)",
"author_name": "ZincCat",
"author_login": "zinccat",
"committed_at": "2024-10-21T23:24:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f7c93ded4abf9fd8d7dc9d8bcbf57e420b891e2d",
"body": "stack-info: PR: https://github.com/pytorch-labs/attention-gym/pull/52, branch: drisspg/stack/1",
"is_bot": false,
"headline": "Fix import of transformmodindex on nightly (#52)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2024-10-15T03:17:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "75867424a1d4391bff49527029d3612a09dd67e2",
"body": null,
"is_bot": false,
"headline": "Use hatch vcs for versioning (#24)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2024-08-17T00:31:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "043a4a39d9b6214fb73833f1bca25b0fb8a4fde0",
"body": null,
"is_bot": false,
"headline": "Update softcapping.py (#23)",
"author_name": "Horace He",
"author_login": "Chillee",
"committed_at": "2024-08-16T21:05:49Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5e0d1b8053a19b339ddf7c8015f2c4e02bf5b92c",
"body": null,
"is_bot": false,
"headline": "NATTEN example (#16)",
"author_name": "Birch-san",
"author_login": "Birch-san",
"committed_at": "2024-08-14T05:01:56Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9128c27c25301d992c4fcf22e5b0015c9b0ee5c9",
"body": null,
"is_bot": false,
"headline": "Fix a typo (#13)",
"author_name": "Sang Kim",
"author_login": "kim-sangyeon",
"committed_at": "2024-08-12T00:11:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "bf80fecf39edee616be620ed6204aec786403b9a",
"body": null,
"is_bot": false,
"headline": "Remove gh release (#7)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2024-08-07T21:22:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b977b2bac650701f8d602ae1083a74a0b5f71fcd",
"body": null,
"is_bot": false,
"headline": "add pypi tag publish flow (#6)",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2024-08-07T21:16:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2ad3232041beca3a9b599beb753e532a242218a2",
"body": null,
"is_bot": false,
"headline": "Fix link in README.md (#4)",
"author_name": "ZincCat",
"author_login": "zinccat",
"committed_at": "2024-08-07T19:20:57Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "21f12351b4af46cc755b422aa9417f382ac50d6f",
"body": null,
"is_bot": false,
"headline": "clean up doc string",
"author_name": "drisspg",
"author_login": "drisspg",
"committed_at": "2024-08-07T03:01:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "757b03dc9d69f19340716c10bdb4355ec49c8c4c",
"body": null,
"is_bot": false,
"headline": "add approx softcap",
"author_name": "drisspg",
"author_login": "drisspg",
"committed_at": "2024-08-07T02:59:48Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "738268eae279c48dc8c4d1c6f40b3cfaec648831",
"body": null,
"is_bot": false,
"headline": "update ruff format",
"author_name": "drisspg",
"author_login": "drisspg",
"committed_at": "2024-08-06T20:40:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8b6361893f43bb265f4c7bcf577ab46eab52dcd5",
"body": null,
"is_bot": false,
"headline": "Update README.md",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2024-08-06T19:07:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "75ab8c8ab403c6f810f7f9e46384c2c51f9cdf90",
"body": null,
"is_bot": false,
"headline": "Update README.md",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2024-08-05T01:39:09Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3d77b2069687199a604ad2f6c72c36d535d8cd56",
"body": null,
"is_bot": false,
"headline": "Update README.md",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2024-08-05T01:29:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0be5f59b8319e0e1140a7ecc176f0656f5b7d765",
"body": null,
"is_bot": false,
"headline": "Update README.md",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2024-08-05T01:28:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b1f3f36163dd7f565e129a48f51944dbf8542b3a",
"body": null,
"is_bot": false,
"headline": "Update README.md",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2024-08-05T01:25:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6086bbfbb5cc4a435d63c140504ee621499ce70d",
"body": null,
"is_bot": false,
"headline": "Update README.md",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2024-08-05T01:09:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d9ce9d52a91e0f393e4f9bfbd2dd02e6e37c50d9",
"body": null,
"is_bot": false,
"headline": "Update README.md",
"author_name": "Driss Guessous",
"author_login": "drisspg",
"committed_at": "2024-08-05T01:08:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "511d418a1244c4a9f2c387b6ee7b4bde72f842e6",
"body": null,
"is_bot": false,
"headline": "add flamingo mask",
"author_name": "drisspg",
"author_login": "drisspg",
"committed_at": "2024-08-02T04:13:33Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4bbcd9a9c262be2c4d5a7365bfc522d41a67923a",
"body": null,
"is_bot": false,
"headline": "add tanh",
"author_name": "drisspg",
"author_login": "drisspg",
"committed_at": "2024-08-02T04:00:17Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "60c387bb9632165af8783fa46faa631af554b5ba",
"body": null,
"is_bot": false,
"headline": "add notebook",
"author_name": "drisspg",
"author_login": "drisspg",
"committed_at": "2024-08-02T02:14:36Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8a7f2299a5cff3fd17e89c1aad7b30a7b7deb3d9",
"body": null,
"is_bot": false,
"headline": "little cleanup",
"author_name": "drisspg",
"author_login": "drisspg",
"committed_at": "2024-08-01T03:13:30Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1288ac6cf0e8abaf090deac7fe782e30033a8209",
"body": null,
"is_bot": false,
"headline": "readme changes",
"author_name": "drisspg",
"author_login": "drisspg",
"committed_at": "2024-08-01T01:26:06Z",
"body_truncated": false,
"is_coding_agent": false
}
],
"releases_count": 4,
"commits_last_year": 40,
"latest_release_at": "2025-05-30T19:26:22Z",
"latest_release_tag": "v0.0.4",
"releases_from_tags": false,
"days_since_last_push": 0,
"active_weeks_last_year": 20,
"days_since_latest_release": 418,
"mean_days_between_releases": 98.6
},
"community": {
"has_readme": true,
"has_license": true,
"has_description": true,
"has_contributing": true,
"health_percentage": 62,
"has_issue_template": false,
"has_code_of_conduct": true,
"has_pull_request_template": false
},
"ecosystem": {
"packages": [
{
"name": "attn_gym",
"exists": true,
"license": null,
"keywords": [
"License :: OSI Approved :: BSD License",
"Operating System :: OS Independent",
"Programming Language :: Python :: 3"
],
"ecosystem": "pypi",
"matches_repo": null,
"registry_url": "https://pypi.org/project/attn_gym/",
"is_deprecated": false,
"latest_version": "0.0.4",
"repository_url": null,
"versions_count": 4,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": 69,
"first_published_at": "2024-08-07T21:17:59.666823Z",
"latest_published_at": "2025-05-30T19:26:59.739718Z",
"latest_version_yanked": null,
"days_since_latest_publish": 418
}
]
},
"popularity": {
"forks": 78,
"stars": 1211,
"watchers": 14,
"fork_history": {
"days": [
{
"date": "2024-08-07",
"count": 1
},
{
"date": "2024-08-08",
"count": 3
},
{
"date": "2024-08-10",
"count": 1
},
{
"date": "2024-08-12",
"count": 1
},
{
"date": "2024-08-13",
"count": 1
},
{
"date": "2024-08-16",
"count": 1
},
{
"date": "2024-08-19",
"count": 1
},
{
"date": "2024-08-20",
"count": 1
},
{
"date": "2024-08-21",
"count": 1
},
{
"date": "2024-09-03",
"count": 1
},
{
"date": "2024-09-19",
"count": 1
},
{
"date": "2024-09-26",
"count": 1
},
{
"date": "2024-09-29",
"count": 1
},
{
"date": "2024-09-30",
"count": 1
},
{
"date": "2024-10-06",
"count": 1
},
{
"date": "2024-10-21",
"count": 1
},
{
"date": "2024-10-27",
"count": 1
},
{
"date": "2024-11-06",
"count": 1
},
{
"date": "2024-11-09",
"count": 1
},
{
"date": "2024-12-02",
"count": 1
},
{
"date": "2024-12-10",
"count": 1
},
{
"date": "2024-12-17",
"count": 1
},
{
"date": "2024-12-28",
"count": 1
},
{
"date": "2025-01-03",
"count": 1
},
{
"date": "2025-01-08",
"count": 1
},
{
"date": "2025-01-12",
"count": 1
},
{
"date": "2025-01-13",
"count": 2
},
{
"date": "2025-02-03",
"count": 1
},
{
"date": "2025-02-26",
"count": 1
},
{
"date": "2025-03-03",
"count": 1
},
{
"date": "2025-03-18",
"count": 1
},
{
"date": "2025-03-26",
"count": 1
},
{
"date": "2025-03-29",
"count": 1
},
{
"date": "2025-04-03",
"count": 1
},
{
"date": "2025-04-08",
"count": 1
},
{
"date": "2025-04-15",
"count": 1
},
{
"date": "2025-04-16",
"count": 1
},
{
"date": "2025-04-23",
"count": 1
},
{
"date": "2025-05-08",
"count": 1
},
{
"date": "2025-05-23",
"count": 1
},
{
"date": "2025-05-28",
"count": 1
},
{
"date": "2025-06-02",
"count": 1
},
{
"date": "2025-06-05",
"count": 1
},
{
"date": "2025-06-06",
"count": 1
},
{
"date": "2025-06-23",
"count": 1
},
{
"date": "2025-06-29",
"count": 1
},
{
"date": "2025-07-02",
"count": 1
},
{
"date": "2025-07-06",
"count": 1
},
{
"date": "2025-07-11",
"count": 1
},
{
"date": "2025-07-28",
"count": 1
},
{
"date": "2025-07-30",
"count": 1
},
{
"date": "2025-08-24",
"count": 1
},
{
"date": "2025-09-11",
"count": 1
},
{
"date": "2025-10-08",
"count": 1
},
{
"date": "2025-10-16",
"count": 1
},
{
"date": "2025-10-23",
"count": 1
},
{
"date": "2025-10-26",
"count": 1
},
{
"date": "2025-11-10",
"count": 1
},
{
"date": "2025-12-01",
"count": 1
},
{
"date": "2025-12-03",
"count": 1
},
{
"date": "2025-12-17",
"count": 1
},
{
"date": "2025-12-26",
"count": 1
},
{
"date": "2026-01-06",
"count": 2
},
{
"date": "2026-01-07",
"count": 1
},
{
"date": "2026-02-13",
"count": 1
},
{
"date": "2026-02-21",
"count": 1
},
{
"date": "2026-03-03",
"count": 1
},
{
"date": "2026-03-12",
"count": 1
},
{
"date": "2026-03-16",
"count": 1
},
{
"date": "2026-03-17",
"count": 1
},
{
"date": "2026-04-04",
"count": 1
},
{
"date": "2026-04-05",
"count": 1
},
{
"date": "2026-05-05",
"count": 1
},
{
"date": "2026-07-16",
"count": 1
}
],
"complete": true,
"collected": 78,
"total_forks": 78
},
"star_history": null,
"open_issues_and_prs": 8
},
"ai_readiness": {
"has_nix": false,
"example_dirs": [
"examples",
"notebooks"
],
"has_llms_txt": false,
"has_dockerfile": false,
"has_mcp_signal": false,
"bootstrap_files": [],
"api_schema_files": [],
"has_devcontainer": false,
"typecheck_configs": [],
"toolchain_manifests": [],
"largest_source_bytes": 48779,
"source_files_sampled": 62,
"oversized_source_files": 0,
"agent_instruction_files": [
"AGENTS.md",
"CLAUDE.md"
],
"agent_instruction_max_bytes": 2680
},
"dependencies": {
"manifests": [
"pyproject.toml"
],
"advisories": {
"error": null,
"scope": "published_package",
"source": "osv",
"findings": [],
"collected": true,
"malicious": [],
"truncated": false,
"by_severity": {},
"advisory_count": 0,
"affected_count": 0,
"assessed_count": 1,
"malicious_count": 0,
"assessed_package": "pypi:attn_gym@0.0.4",
"unassessed_count": 0,
"direct_affected_count": 0
},
"ecosystems": [
"pypi"
],
"dependencies": [
{
"name": "torch",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
}
],
"all_dependencies": {
"error": null,
"source": "github-sbom",
"packages": [
{
"name": "torch",
"direct": true,
"version": null,
"ecosystem": "pypi"
}
],
"collected": true,
"truncated": false,
"total_count": 1,
"direct_count": 1,
"indirect_count": 0
}
},
"maintainership": {
"issues": {
"open_prs": 4,
"merged_prs": 86,
"open_issues": 4,
"closed_ratio": 0.967,
"closed_issues": 118,
"closed_unmerged_prs": 13
},
"bus_factor": 1,
"bot_contributors": 0,
"top_contributors": [
{
"type": "User",
"login": "drisspg",
"commits": 88,
"avatar_url": "https://avatars.githubusercontent.com/u/32754868?v=4"
},
{
"type": "User",
"login": "BoyuanFeng",
"commits": 2,
"avatar_url": "https://avatars.githubusercontent.com/u/23176869?v=4"
},
{
"type": "User",
"login": "zinccat",
"commits": 2,
"avatar_url": "https://avatars.githubusercontent.com/u/52513999?v=4"
},
{
"type": "User",
"login": "oraluben",
"commits": 2,
"avatar_url": "https://avatars.githubusercontent.com/u/5031346?v=4"
},
{
"type": "User",
"login": "yibozhong",
"commits": 1,
"avatar_url": "https://avatars.githubusercontent.com/u/181932888?v=4"
},
{
"type": "User",
"login": "ZainRizvi",
"commits": 1,
"avatar_url": "https://avatars.githubusercontent.com/u/4468967?v=4"
},
{
"type": "User",
"login": "kim-sangyeon",
"commits": 1,
"avatar_url": "https://avatars.githubusercontent.com/u/55663336?v=4"
},
{
"type": "User",
"login": "curlup",
"commits": 1,
"avatar_url": "https://avatars.githubusercontent.com/u/338607?v=4"
},
{
"type": "User",
"login": "man2machine",
"commits": 1,
"avatar_url": "https://avatars.githubusercontent.com/u/40589352?v=4"
},
{
"type": "User",
"login": "lucasb-eyer",
"commits": 1,
"avatar_url": "https://avatars.githubusercontent.com/u/1476029?v=4"
}
],
"contributors_sampled": 20,
"top_contributor_share": 0.8
},
"quality_signals": {
"has_ci": true,
"has_tests": true,
"ci_workflows": [
"claude-code.yml",
"docs.yml",
"prek.yml",
"publish-to-pypi.yml",
"test.yml"
],
"has_docs_dir": true,
"linter_configs": [],
"has_editorconfig": false,
"has_linter_config": true,
"has_precommit_config": true
},
"security_signals": {
"lockfiles": [],
"scorecard": {
"checks": [
{
"name": "Binary-Artifacts",
"score": 10,
"reason": "no binaries found in the repo",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
},
{
"name": "Branch-Protection",
"score": null,
"reason": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
},
{
"name": "CI-Tests",
"score": 10,
"reason": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
},
{
"name": "CII-Best-Practices",
"score": 0,
"reason": "no effort to earn an OpenSSF best practices badge detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
},
{
"name": "Code-Review",
"score": 0,
"reason": "Found 2/30 approved changesets -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
},
{
"name": "Contributors",
"score": 3,
"reason": "project has 1 contributing companies or organizations -- score normalized to 3",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
},
{
"name": "Dangerous-Workflow",
"score": 10,
"reason": "no dangerous workflow patterns detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
},
{
"name": "Dependency-Update-Tool",
"score": 0,
"reason": "no update tool detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
},
{
"name": "Fuzzing",
"score": 0,
"reason": "project is not fuzzed",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
},
{
"name": "License",
"score": 10,
"reason": "license file detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
},
{
"name": "Maintained",
"score": 10,
"reason": "15 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
},
{
"name": "Packaging",
"score": null,
"reason": "packaging workflow not detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
},
{
"name": "Pinned-Dependencies",
"score": 0,
"reason": "dependency not pinned by hash detected -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
},
{
"name": "SAST",
"score": 6,
"reason": "SAST tool is not run on all commits -- score normalized to 6",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
},
{
"name": "Security-Policy",
"score": 0,
"reason": "security policy file not detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
},
{
"name": "Signed-Releases",
"score": null,
"reason": "no releases found",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
},
{
"name": "Token-Permissions",
"score": 0,
"reason": "detected GitHub workflow tokens with excessive permissions",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
},
{
"name": "Vulnerabilities",
"score": 10,
"reason": "0 existing vulnerabilities detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
}
],
"commit": "ecdd322fa51913e09cd93f66cd1dba5db7d2f55b",
"ran_at": "2026-07-22T19:54:58Z",
"aggregate_score": 4.9,
"scorecard_version": "v5.5.0"
},
"has_codeql_workflow": false,
"has_security_policy": false,
"has_dependabot_config": false
},
"contribution_flow": {
"collected": true,
"ci_last_run_at": "2026-07-22T18:34:01Z",
"oldest_open_prs": [
{
"number": 148,
"created_at": "2025-07-02T08:17:02Z",
"last_comment_at": "2025-07-11T18:01:16Z",
"last_comment_author": "drisspg"
},
{
"number": 202,
"created_at": "2026-05-05T17:58:24Z",
"last_comment_at": "2026-05-21T13:00:21Z",
"last_comment_author": "ishaannk"
},
{
"number": 223,
"created_at": "2026-07-17T21:23:12Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 225,
"created_at": "2026-07-22T18:33:43Z",
"last_comment_at": "2026-07-22T18:33:49Z",
"last_comment_author": "meta-cla"
}
],
"last_merged_pr_at": "2026-07-16T00:57:16Z",
"ci_last_conclusion": "SKIPPED",
"oldest_open_issues": [
{
"number": 19,
"created_at": "2024-08-15T02:18:40Z",
"last_comment_at": "2025-03-25T09:41:26Z",
"last_comment_author": "alxndrTL"
},
{
"number": 25,
"created_at": "2024-08-17T08:15:08Z",
"last_comment_at": "2024-08-22T06:28:34Z",
"last_comment_author": "Chillee"
},
{
"number": 201,
"created_at": "2026-05-05T17:33:45Z",
"last_comment_at": "2026-05-05T18:04:55Z",
"last_comment_author": "ishaannk"
},
{
"number": 208,
"created_at": "2026-05-30T22:10:29Z",
"last_comment_at": "2026-06-16T04:45:35Z",
"last_comment_author": "drisspg"
}
]
}
},
"config": {
"disabled_metrics": [],
"disabled_categories": [],
"disabled_components": {}
},
"source": {
"url": "https://github.com/meta-pytorch/attention-gym",
"host": "github.com",
"name": "attention-gym",
"owner": "meta-pytorch"
},
"metrics": {
"overall": {
"key": "overall",
"band": "moderate",
"name": "Overall health",
"note": null,
"notes": [],
"value": 67,
"inputs": {
"security": 59,
"vitality": 68,
"community": 66,
"governance": 61,
"engineering": 82
},
"components": []
},
"categories": [
{
"key": "vitality",
"band": "moderate",
"name": "Vitality",
"value": 68,
"weight": 0.22,
"metrics": [
{
"key": "development_activity",
"band": "good",
"name": "Development activity",
"note": null,
"notes": [],
"value": 74,
"inputs": {
"commits_last_year": 40,
"human_commit_share": 1,
"days_since_last_push": 0,
"active_weeks_last_year": 20
},
"components": [
{
"key": "push_recency",
"name": "Push recency",
"detail": "last push 0 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "push_recency",
"params": {
"days": 0
}
}
],
"max_points": 36
},
{
"key": "commit_cadence",
"name": "Commit cadence",
"detail": "20/52 weeks with commits",
"points": 13.8,
"status": "partial",
"details": [
{
"code": "commit_cadence_weeks",
"params": {
"weeks": 20
}
}
],
"max_points": 36
},
{
"key": "commit_volume",
"name": "Commit volume",
"detail": "40 commits in the last year",
"points": 14.5,
"status": "partial",
"details": [
{
"code": "commits_last_year",
"params": {
"count": 40
}
}
],
"max_points": 18
},
{
"key": "openssf_scorecard_maintained",
"name": "OpenSSF Scorecard: Maintained",
"detail": "15 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "release_discipline",
"band": "moderate",
"name": "Release discipline",
"note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"openssf_scorecard_signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 60,
"inputs": {
"releases_count": 4,
"latest_release_tag": "v0.0.4",
"releases_from_tags": false,
"days_since_latest_release": 418,
"mean_days_between_releases": 98.6
},
"components": [
{
"key": "ships_releases",
"name": "Ships releases",
"detail": "4 releases published",
"points": 27,
"status": "met",
"details": [
{
"code": "releases_published",
"params": {
"count": 4
}
}
],
"max_points": 27
},
{
"key": "release_recency",
"name": "Release recency",
"detail": "latest release 418 days ago",
"points": 7.2,
"status": "partial",
"details": [
{
"code": "release_recency",
"params": {
"days": 418
}
}
],
"max_points": 36
},
{
"key": "release_cadence",
"name": "Release cadence",
"detail": "a release every ~98.6 days",
"points": 19.8,
"status": "partial",
"details": [
{
"code": "release_cadence",
"params": {
"gap": 98.6
}
}
],
"max_points": 27
},
{
"key": "openssf_scorecard_signed_releases",
"name": "OpenSSF Scorecard: Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
}
]
},
{
"key": "abandonment",
"band": "excellent",
"name": "Abandonment",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"cap": null,
"state": "maintained",
"guards": [],
"signals": [],
"red_flag": false,
"multiplier_pct": 100,
"declared_reason": null,
"unverified_reason": null,
"unanswered_open_prs": null,
"unanswered_open_issues": null,
"days_since_last_merged_pr": null,
"days_since_last_human_commit": 6,
"days_since_last_human_commit_is_floor": false
},
"components": [
{
"key": "project_is_still_maintained",
"name": "Project is still maintained",
"detail": "last human commit 6 days ago",
"points": 100,
"status": "met",
"details": [
{
"code": "abandonment_maintained",
"params": {
"days": 6
}
}
],
"max_points": 100
}
]
}
],
"description": "Is the project alive — is code being written and are releases shipping?"
},
{
"key": "community",
"band": "moderate",
"name": "Community & Adoption",
"value": 66,
"weight": 0.18,
"metrics": [
{
"key": "popularity",
"band": "good",
"name": "Popularity & adoption",
"note": null,
"notes": [],
"value": 72,
"inputs": {
"forks": 78,
"stars": 1211,
"watchers": 14,
"growth_state": "unverified",
"growth_factor_pct": 100,
"growth_unverified_reason": "no_history"
},
"components": [
{
"key": "stars",
"name": "Stars",
"detail": "1,211 stars",
"points": 50,
"status": "partial",
"details": [
{
"code": "stars",
"params": {
"count": 1211
}
}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "78 forks",
"points": 15.7,
"status": "partial",
"details": [
{
"code": "forks",
"params": {
"count": 78
}
}
],
"max_points": 25
},
{
"key": "watchers",
"name": "Watchers",
"detail": "14 watchers",
"points": 6.2,
"status": "partial",
"details": [
{
"code": "watchers",
"params": {
"count": 14
}
}
],
"max_points": 15
}
]
},
{
"key": "community_health",
"band": "excellent",
"name": "Community health",
"note": null,
"notes": [],
"value": 85,
"inputs": {
"has_readme": true,
"has_license": true,
"has_contributing": true,
"has_issue_template": false,
"has_code_of_conduct": true,
"has_pull_request_template": false
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 22.5,
"status": "met",
"details": [],
"max_points": 22.5
},
{
"key": "license",
"name": "License",
"detail": "recognized license (BSD-3-Clause)",
"points": 22.5,
"status": "met",
"details": [
{
"code": "license_standard",
"params": {}
},
{
"code": "license_spdx",
"params": {
"spdx": "BSD-3-Clause"
}
}
],
"max_points": 22.5
},
{
"key": "contributing_guide",
"name": "CONTRIBUTING guide",
"detail": null,
"points": 18,
"status": "met",
"details": [],
"max_points": 18
},
{
"key": "code_of_conduct",
"name": "Code of conduct",
"detail": null,
"points": 13.5,
"status": "met",
"details": [],
"max_points": 13.5
},
{
"key": "issue_template",
"name": "Issue template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.2
},
{
"key": "pr_template",
"name": "PR template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.3
}
]
},
{
"key": "ecosystem_adoption",
"band": "at_risk",
"name": "Ecosystem adoption (downloads)",
"note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"registry_dependents"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 31,
"inputs": {
"packages": [
"attn_gym"
],
"dependents": null,
"ecosystems": "pypi",
"total_downloads": null,
"monthly_downloads": 69
},
"components": [
{
"key": "monthly_downloads",
"name": "Monthly downloads",
"detail": "69 downloads/month across pypi",
"points": 24.6,
"status": "partial",
"details": [
{
"code": "downloads_monthly",
"params": {
"count": 69,
"ecosystems": "pypi"
}
}
],
"max_points": 80
},
{
"key": "registry_dependents",
"name": "Registry dependents",
"detail": "not reported by this ecosystem",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_reported_by_this_ecosystem",
"params": {}
}
],
"max_points": 20
}
]
}
],
"description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
},
{
"key": "governance",
"band": "moderate",
"name": "Sustainability & Governance",
"value": 61,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "at_risk",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 30,
"inputs": {
"bus_factor": 1,
"contributors_sampled": 20,
"top_contributor_share": 0.8
},
"components": [
{
"key": "bus_factor",
"name": "Bus factor",
"detail": "1 contributor(s) cover half of all commits",
"points": 9,
"status": "partial",
"details": [
{
"code": "bus_factor",
"params": {
"count": 1
}
}
],
"max_points": 54
},
{
"key": "commit_distribution",
"name": "Commit distribution",
"detail": "top contributor authored 80% of commits",
"points": 4.5,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 80
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "20 contributors",
"points": 13.5,
"status": "met",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 20
}
}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 1 contributing companies or organizations -- score normalized to 3",
"points": 3,
"status": "partial",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "good",
"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
"value": 78,
"inputs": {
"merged_prs": 86,
"open_issues": 4,
"closed_issues": 118,
"issue_closed_ratio": 0.967,
"closed_unmerged_prs": 13
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "97% of issues closed",
"points": 45.2,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 97
}
}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "86/99 decided PRs merged",
"points": 33.2,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 86,
"decided": 99
}
}
],
"max_points": 38.25
},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "Found 2/30 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "good",
"name": "Ownership & stewardship",
"note": null,
"notes": [],
"value": 74,
"inputs": {
"followers": 1389,
"owner_type": "Organization",
"is_verified": null,
"owner_login": "meta-pytorch",
"public_repos": 58,
"account_age_days": 1504
},
"components": [
{
"key": "ownership_backing",
"name": "Ownership backing",
"detail": "organization-owned",
"points": 30,
"status": "met",
"details": [
{
"code": "owner_organization",
"params": {}
}
],
"max_points": 30
},
{
"key": "verified_domain",
"name": "Verified domain",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "owner_reach",
"name": "Owner reach",
"detail": "1,389 followers of meta-pytorch",
"points": 22.6,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 1389,
"login": "meta-pytorch"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "58 public repos, account ~4 yr old",
"points": 21.1,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 58
}
},
{
"code": "account_age_years",
"params": {
"years": 4
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "good",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 71,
"inputs": {
"packages": [
"attn_gym"
],
"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 418
},
"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 418 days ago",
"points": 14,
"status": "partial",
"details": [
{
"code": "publish_recency",
"params": {
"days": 418
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "4 published versions",
"points": 12,
"status": "partial",
"details": [
{
"code": "published_versions",
"params": {
"count": 4
}
}
],
"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": "good",
"name": "Engineering Quality",
"value": 82,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "excellent",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 94,
"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": "5 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 5
}
}
],
"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": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
"points": 20,
"status": "met",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "moderate",
"name": "Documentation",
"note": null,
"notes": [],
"value": 65,
"inputs": {
"topics": [],
"has_wiki": false,
"homepage": null,
"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": null,
"points": 0,
"status": "missed",
"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": 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": "moderate",
"name": "Security",
"value": 59,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "at_risk",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Branch-Protection, Packaging, Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"branch_protection",
"packaging",
"signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 49,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 15,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 3,
"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": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
"detail": "Found 2/30 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 1 contributing companies or organizations -- score normalized to 3",
"points": 0.8,
"status": "partial",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "no update tool detected",
"points": 0,
"status": "missed",
"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": "15 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow 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 6",
"points": 3,
"status": "partial",
"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": "dependency_advisories",
"band": "excellent",
"name": "Dependency advisories",
"note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:attn_gym@0.0.4 runtime dependency closure — what installing the published package pulls in — 1 packages. Reachability is not analyzed.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"no_advisories_left_outstanding"
]
}
},
{
"code": "weights_renormalized",
"params": {}
},
{
"code": "advisories_scope_published",
"params": {
"package": "pypi:attn_gym@0.0.4",
"assessed": 1
}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 100,
"inputs": {
"source": "osv",
"advisories": 0,
"affected_packages": 0,
"assessed_packages": 1,
"unassessed_packages": 0,
"affected_by_severity": "none",
"direct_affected_packages": 0
},
"components": [
{
"key": "direct_dependencies_free_of_known_advisories",
"name": "Direct dependencies free of known advisories",
"detail": "no direct dependency carries a known advisory",
"points": 35,
"status": "met",
"details": [
{
"code": "no_direct_advisories",
"params": {}
}
],
"max_points": 35
},
{
"key": "indirect_dependencies_free_of_known_advisories",
"name": "Indirect dependencies free of known advisories",
"detail": "no indirect dependency carries a known advisory",
"points": 25,
"status": "met",
"details": [
{
"code": "no_indirect_advisories",
"params": {}
}
],
"max_points": 25
},
{
"key": "no_advisories_left_outstanding",
"name": "No advisories left outstanding",
"detail": "no advisory carries a publication date",
"points": 0,
"status": "excluded",
"details": [
{
"code": "advisories_no_publication_date",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "malicious_dependencies",
"band": "excellent",
"name": "Malicious dependencies",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"source": "osv",
"meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
"packages": [],
"red_flag": false,
"assessed_packages": 1,
"malicious_packages": 0,
"direct_malicious_packages": 0,
"withdrawn_malicious_packages": 0,
"installable_malicious_packages": 0
},
"components": [
{
"key": "no_dependency_reported_as_a_malicious_package",
"name": "No dependency reported as a malicious package",
"detail": "no dependency is reported as a malicious package",
"points": 100,
"status": "met",
"details": [
{
"code": "no_malicious_dependencies",
"params": {}
}
],
"max_points": 100
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "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": 7
},
"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": 53,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "excellent",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 85,
"inputs": {
"has_llms_txt": false,
"legible_history_share": 0.85,
"agent_instruction_files": [
"AGENTS.md",
"CLAUDE.md"
],
"agent_instruction_max_bytes": 2680
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "AGENTS.md, CLAUDE.md",
"points": 45,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "AGENTS.md, CLAUDE.md"
}
}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
"name": "Legible commit history",
"detail": "85 of 100 human commits state their intent (structured subject or explanatory body)",
"points": 40,
"status": "met",
"details": [
{
"code": "legible_history",
"params": {
"legible": 85,
"sampled": 100
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "at_risk",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 33,
"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,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0
},
"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": "no agent-authored commits among the last 100",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_authored_commits",
"params": {
"sampled": 100
}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "no automated dependency updates observed",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_dependency_automation",
"params": {}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "moderate",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 55,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 48779,
"source_files_sampled": 62,
"oversized_source_files": 0
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python without a type-check config",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_typecheck_config_language",
"params": {
"language": "Python"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "0/62 source files over 60KB",
"points": 55,
"status": "met",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 62,
"oversized": 0
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "at_risk",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"example_dirs": [
"examples",
"notebooks"
],
"has_mcp_signal": false,
"api_schema_files": []
},
"components": [
{
"key": "api_schema_openapi_graphql_proto",
"name": "API schema (OpenAPI/GraphQL/proto)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 40
},
{
"key": "mcp_server",
"name": "MCP server",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "runnable_examples",
"name": "Runnable examples",
"detail": "examples, notebooks",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "examples, notebooks"
}
}
],
"max_points": 40
}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
"metrics_version": "1.13.0"
},
"warnings": [
"Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
],
"report_type": "repository",
"generated_at": "2026-07-22T19:55:27.720630Z",
"schema_version": "0.26.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/m/meta-pytorch/attention-gym.svg",
"full_name": "meta-pytorch/attention-gym",
"license_state": "standard",
"license_spdx": "BSD-3-Clause"
}Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.
Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v1.13.0, schema v0.26.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.