Public record
Software health reportschema 0.26.0 · metrics 1.13.0 · 2026-07-22 20:56 UTC

ROCm / mori

Modular RDMA Interface

C++ · PythonMIT★ 154 stars⑂ 67 forkssince Apr 2025View on GitHub ↗

ROCm/mori holds a health index of 74 out of 100, placing it in the Good band. It scores highest on Vitality (95/100) and lowest on Security (45/100). It was last updated today. 2 contributors account for most of its recent work.

74
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.

74
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

2,350 followers400 public repossince Aug 2016

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
PyPIamd_mori1.2.256656 days ago

Metrics by category

Vitality

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

95Excellent · 22% of overall
How it's scored
36/36Push recency — last push 0 days ago
34.6/36Commit cadence — 50/52 weeks with commits
18/18Commit volume — 332 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 10 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year332
human_commit_share1
days_since_last_push0
active_weeks_last_year50
How it's scored
27/27Ships releases — 6 releases published
36/36Release recency — latest release 6 days ago
27/27Release cadence — a release every ~21.7 days
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Inputs used
releases_count6
latest_release_tagv1.2.2
releases_from_tagsno
days_since_latest_release6
mean_days_between_releases21.7

Community & Adoption

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

53Moderate · 18% of overall
How it's scored
35.4/60Stars — 154 stars
15.2/25Forks — 67 forks
4.7/15Watchers — 8 watchers
Inputs used
forks67
stars154
watchers8
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (MIT)
0/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
has_contributingno
has_issue_templateno
has_code_of_conductno
has_pull_request_templateyes
How it's scored
36.7/80Monthly downloads — 566 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesamd_mori
dependents
ecosystemspypi
total_downloads
monthly_downloads566
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?

78Good · 24% of overall
How it's scored
25.2/54Bus factor — 2 contributor(s) cover half of all commits
15.2/22.5Commit distribution — top contributor authored 32% of commits
13.5/13.5Contributor breadth — 31 contributors
10/10OpenSSF Scorecard: Contributors — project has 3 contributing companies or organizations -- score normalized to 10
Inputs used
bus_factor2
contributors_sampled31
top_contributor_share0.323
How it's scored
35.4/46.8Issue resolution — 76% of issues closed
34.4/38.3PR acceptance — 372/414 decided PRs merged
6/15OpenSSF Scorecard: Code-Review — Found 13/30 approved changesets -- score normalized to 4
Inputs used
merged_prs372
open_issues15
closed_issues47
issue_closed_ratio0.758
closed_unmerged_prs42
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
24.2/25Owner reach — 2,350 followers of ROCm
25/25Track record — 400 public repos, account ~9 yr old
Inputs used
followers2,350
owner_typeOrganization
is_verified
owner_loginROCm
public_repos400
account_age_days3,622
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 6 days ago
20/20Version history — 5 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesamd_mori
ecosystemspypi
any_deprecatedno
min_days_since_publish6

Engineering Quality

Are baseline engineering and documentation practices in place?

86Excellent · 20% of overall
How it's scored
24/24CI workflows — 7 workflow(s)
24/24Tests present
16/16Linter config
9.6/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configyes
How it's scored
30/30README
25/25Documentation directory
0/15Documentation / homepage site
10/10Repository description
0/10Topics
10/10Wiki
Inputs used
topics
has_wikiyes
homepage
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

45At risk · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
3/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
3/7.5Code-Review — Found 13/30 approved changesets -- score normalized to 4
2.5/2.5Contributors — project has 3 contributing companies or organizations -- score normalized to 10
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
7.5/7.5Maintained — 30 commit(s) and 10 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — no data
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
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 — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
6.8/7.5Vulnerabilities — 1 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate4.5
Excluded from scoring (no data or not applicable): packaging. 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.

69Moderate · 0% of overall
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 100 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share1
agent_instruction_files
agent_instruction_max_bytes
How it's scored
18/18One-command bootstrap — docs/Makefile
22/22Automated tests
11/11Lint / format config
11/11Static type checking — C++ (statically typed)
10/10Reproducible environment — Dockerfile
4/10Demonstrated agent practice — 2 of the last 100 commits agent-authored or agent-credited
0/8Automated maintenance — no automated dependency updates observed
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfiles
has_dockerfileyes
typed_languageyes
bootstrap_filesdocs/Makefile
has_devcontainerno
has_linter_configyes
typecheck_configs
agent_commit_share0.02
toolchain_manifests
dependency_bot_commit_share0
How it's scored
45/45Type-checkable code — C++ (statically typed)
53.4/55Manageable file sizes — 17/582 source files over 60KB
Inputs used
primary_languageC++
largest_source_bytes422,504
source_files_sampled582
oversized_source_files17
How it's scored
40/40API schema (OpenAPI/GraphQL/proto) — src/umbp/distributed/proto/umbp.proto, src/umbp/distributed/proto/umbp_peer.proto, src/umbp/distributed/proto/umbp_standalone.proto
0/20MCP server
40/40Runnable examples — example, examples
Inputs used
example_dirsexample, examples
has_mcp_signalno
api_schema_filessrc/umbp/distributed/proto/umbp.proto, src/umbp/distributed/proto/umbp_peer.proto, src/umbp/distributed/proto/umbp_standalone.proto

Key facts

154GitHub stars
31contributors
332commits, last 12 months
0days since last push
6releases
2bus factor
15open issues
PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • deps.dev does not index pypi:amd_mori@1.2.2; advisories assessed against the repository dependency graph instead
  • No resolved dependencies carried a version and a supported ecosystem

More detail

Star and fork history 0 ★ / 67 ⇿
0Stars
67Forks
6Releases

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.

01325385063756732025-082026-022026-07
Major 0Minor 3Patch 3
OpenSSF Scorecard 4.5 / 10
4.5aggregate

Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).Scorecard v5.5.0 · 2026-07-22 20:56 UTC

10Binary-Artifactsno binaries found in the repo
4Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
4Code-ReviewFound 13/30 approved changesets -- score normalized to 4
10Contributorsproject has 3 contributing companies or organizations -- score normalized to 10
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 10 issue activity found in the last 90 days -- score normalized to 10
n/aPackagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
9Vulnerabilities1 existing vulnerabilities detected
All dependencies 15

Full resolved dependency set from the GitHub dependency graph: 0 direct and 15 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
PyPIcmakeindirect
PyPIcythonindirect
PyPImyst-parserindirect
PyPIninjaindirect
PyPIprettytableindirect
PyPIpybind11indirect
PyPIpygmentsindirect
PyPIpytest-assumeindirect
PyPIsetuptoolsindirect
PyPIsetuptools-scmindirect
PyPIsphinxindirect
PyPIsphinx-autodoc-typehintsindirect
PyPIsphinx-copybuttonindirect
PyPIsphinx-rtd-themeindirect
PyPIsphinxcontrib-napoleonindirect
Dependency advisories not assessed

Advisory matching could not run for this report: No resolved dependencies carried a version and a supported ecosystem

Raw JSON report machine-readable
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          "is_bot": false,
          "headline": "feat(umbp): tunable read leases and tighter master lease default (#452)",
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        {
          "oid": "e4e731d05880d755180177e390786d22383eaea2",
          "body": "Add NIC firmware/driver version recommendations for cross-node MORI (EP over RDMA / IBGDA), where the wrong version is a common failure reason. env_check.sh now checks the detected firmware against known-good/known-bad ranges:\n\n* AINIC >= 1.117.5-a-45 (1.117.1 branch lacks IBGDA support)\n* Broadcom solid on 235.2.86.x / 237.1.137.x (231.x too old),\n* Mellanox needs no version check\n\nREADME and the deploy-mori skill doc are updated with the same guidance.",
          "is_bot": false,
          "headline": "(tools)  Add NIC firmware version checks + mori check CI step (#471)",
          "author_name": "QizhouZhang97",
          "author_login": "QizhouZhang97",
          "committed_at": "2026-07-16T02:11:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "21a924693379a99d4f65659288c345f7dff496f2",
          "body": "… (#465)\n\n- Extend the existing blockwise-FP8 (E4M3, per-block max-scale) combine to\n  the AsyncLL path, which previously only had the lossy direct-cast fp8.\n- Add UseFp8BlockwiseQuant to the AsyncLL combine kernels (SendCopy quantizes\n  to [fp8 | f32 scales], RecvCopy dequant-accumulates via the ve\n[…]\ns, and select them in combine(); reuses the\n  intra-node blockwise helpers.\n- gsm8k (DeepSeek-R1-MXFP4): blockwise 0.947 vs bf16 0.967 vs direct-cast\n  0.873 — bf16-level accuracy at half the payload.",
          "is_bot": false,
          "headline": "feat(ep): add blockwise-FP8 combine to the AsyncLL (low-latency) path…",
          "author_name": "Rita Brugarolas",
          "author_login": "rbrugaro-amd",
          "committed_at": "2026-07-15T07:04:01Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "caf28e1b571226bba36fd9ac9778db3a94a4cd54",
          "body": "The JIT hash only covered the top-level .hip + include/mori, so editing an\n#included TU (dispatch_combine/*.cpp, ep_common.hip) reused a stale .hsaco.\nNow hash the whole src/ops tree and include .hip files.",
          "is_bot": false,
          "headline": "fix(jit): invalidate kernel cache on #included source changes (#469)",
          "author_name": "Bryan Shan",
          "author_login": "Oseltamivir",
          "committed_at": "2026-07-15T07:03:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "594442da4e974a2ce1ff82c3694b04ba007b3ab1",
          "body": null,
          "is_bot": false,
          "headline": "ci(cco): move runner to MI355X-AINIC (#477)",
          "author_name": "jhchouuu",
          "author_login": "jhchouuu",
          "committed_at": "2026-07-15T05:31:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "57dbea2b343db06178bcb373e610996d67391788",
          "body": null,
          "is_bot": false,
          "headline": "fix(cco): serialize handle import under the VMM process lock (#476)",
          "author_name": "jhchouuu",
          "author_login": "jhchouuu",
          "committed_at": "2026-07-15T05:02:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ade9fd97e115f1dcdec312fb7c7d11f58a2de9ac",
          "body": null,
          "is_bot": false,
          "headline": "feat[io]: add fabric (UALink scale-up) transfer backend (#467)",
          "author_name": "Niko Ma",
          "author_login": "maning00",
          "committed_at": "2026-07-14T14:12:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c7794b116539f5f8c1baa612429dee2ebf52c08f",
          "body": null,
          "is_bot": false,
          "headline": "fix(cco): deterministic release of per-op symmetric memory (#474)",
          "author_name": "jhchouuu",
          "author_login": "jhchouuu",
          "committed_at": "2026-07-14T11:21:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a0583cd27a6a82d94ef8565df6c7f9fb0df108dd",
          "body": "…down (#473)",
          "is_bot": false,
          "headline": "ci: prevent GPU VRAM leaks via tini reaping + graceful container tear…",
          "author_name": "jhchouuu",
          "author_login": "jhchouuu",
          "committed_at": "2026-07-14T11:21:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4890fd9d4a4c0e2776f5c3768c5b35d7185fdb78",
          "body": null,
          "is_bot": false,
          "headline": "tune(cco): re-tune MI355X (gfx950) EP8 schedule for vec4 combine (#472)",
          "author_name": "jhchouuu",
          "author_login": "jhchouuu",
          "committed_at": "2026-07-14T08:58:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "42fa6f1bb9dc5aea0d8342126850212bd376f853",
          "body": "*- gfx1250 (wave32) port of the cco-LSA dispatch/combine op (+ fp4 pk8 cvt).\n- Cross-node LSA over UALink fabric: auto-detect vPOD, fabric-handle peer mapping.\n- vec4 combine gather + per-shape gfx1250 EP4/EP8 tuning (topk 8/6).\n- Asymmetric dispatch/combine dtype; split disp_out from out_tok.\n- Fix\n[…]\nderegister uses global pe; load_v4i32_nt align 4; CCO CI BUILD_UMBP=OFF.\n- Validated on MI355X (17/17 intranode) and gfx1250 (EP4 + cross-node EP8 bf16).\n\nCo-authored-by: kawhil-amd <kaiclian@amd.com>",
          "is_bot": false,
          "headline": "feat(EPv2): gfx1250 + cross-node fabric support (#466)",
          "author_name": "jhchouuu",
          "author_login": "jhchouuu",
          "committed_at": "2026-07-14T04:15:22Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "cf169af3c32da3a699fcfa4d281a9ed3f417a674",
          "body": null,
          "is_bot": false,
          "headline": "fix: fix umbp tests error (#470)",
          "author_name": "QizhouZhang97",
          "author_login": "QizhouZhang97",
          "committed_at": "2026-07-14T04:10:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6f072775a73518440b29be60e85dda70db63ca43",
          "body": "Blockwise-FP8 combine already halves the intra-node MoE combine payload.\nFP4 (E2M1) halves it again — 2 values/byte vs 1 — and combine is\ntransport-bound in decode, so this improves decode throughput/latency\nwhile keeping accuracy.\n\n- Dedicated `Fp4BlockwiseQuant` quant type (`quant_type=\"fp4_blockw\n[…]\nlockwise\n  max-scale) and packed-FP4 dequant via native gfx950\n  `cvt_scalef32_pk_f32_fp4`; codec unified into templated helpers.\n- Fail-fast arch guard (gfx950 only) + hardened kernel-name selection.",
          "is_bot": false,
          "headline": "feat(ep): add blockwise FP4 (E2M1) combine transport  (#461)",
          "author_name": "karverma-amd",
          "author_login": "karverma-amd",
          "committed_at": "2026-07-14T02:08:45Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "060c682fd8f1faac34848dd0038d0a9cdb5df69a",
          "body": "ops-v2 intranode EP dispatch/combine on mori-cco LSA (intra-node P2P over the\nsymmetric VA) with FlyDSL device kernels — mori-parity, swapping the mori-shmem\nprovider for cco-LSA (peer addrs via cco.Window.lsa_ptr, no host P2P tables).\n\n- Combine gather (P2P read) + scatter (_nop2p); dispatch with d\n[…]\n  (CCO_UNCACHED_WINDOW=0 reverts).\n- CI: EP8 pytest + graph-mode bench smoke in ci_cco.yml.\n\nTest/bench-only (not yet exported from mori.ops). Verified on MI308X / MI325X\n(gfx942) and MI355X (gfx950).",
          "is_bot": false,
          "headline": "feat(EPv2): [preview] FlyDSL intranode MoE dispatch/combine (#448)",
          "author_name": "jhchouuu",
          "author_login": "jhchouuu",
          "committed_at": "2026-07-10T08:44:57Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "4230b6aff852624573619d5b870f7ad2b03b3e7e",
          "body": "The MI355X_AINIC internode job uses podman and occasionally hits \"invalid internal status\" at podman build, caused by stale pause-process state from a previous run.\n\n* FIX * : add a podman system migrate || true step before Build CI image to self-heal without manual intervention.",
          "is_bot": false,
          "headline": "ci: recover podman state before internode build on MI355X_AINIC (#462)",
          "author_name": "QizhouZhang97",
          "author_login": "QizhouZhang97",
          "committed_at": "2026-07-10T06:10:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "91d1710e1afabd0c0c4cd29d7044a2f1823e24cf",
          "body": "- MappedHandleAllowedAgent::~MappedHandleAllowedAgent() early-returned for CPU agents without releasing the DRM FD, leaking one per hipMemUnmap.\nBackport fix from rocr: Fix ROCr MappedHandle holding DRM FD after destruction rocm-systems#4363 (commit e27ce55c5)\n- Add process-wide recursive_mutex serializing all VMM calls (hipMemCreate/Map/Unmap/Release/SetAccess/AddressReserve/Free). ROCR races on concurrent\nhsa_amd_vmem_map / hipMemSetAccess from SPMT callers which leads to crash",
          "is_bot": false,
          "headline": "fix(cco): fix hip vmm memory leak and crash (#455)",
          "author_name": "kawhil-amd",
          "author_login": "kawhil-amd",
          "committed_at": "2026-07-08T09:46:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7c4122e629fe1b12396d605efda33200e4dcedc5",
          "body": "- the develop branch build is incompatible with certain ROCm versions; use the native runtime instead\n\n* add flydsl pip install to Dockerfile.cco",
          "is_bot": false,
          "headline": "feat(cco): update mori-cco dockerfile (#458)",
          "author_name": "kawhil-amd",
          "author_login": "kawhil-amd",
          "committed_at": "2026-07-08T05:46:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "51b0b09b8065e30475f6312780fbcc20f141e404",
          "body": null,
          "is_bot": false,
          "headline": "fix: only define true/false for C in bnxt_re_hsi.h (#457)",
          "author_name": "Pavel Emeliyanenko",
          "author_login": "pemeliya",
          "committed_at": "2026-07-08T00:57:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5ca551a2f3a11bb710dca74a79e61ecefd58ddaf",
          "body": null,
          "is_bot": false,
          "headline": "ci(cco): enable cco python test (#456)",
          "author_name": "kawhil-amd",
          "author_login": "kawhil-amd",
          "committed_at": "2026-07-07T13:28:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a0c52deed69e76b58c11def63c4299305a6303b4",
          "body": "…ABUF_REG (#453)\n\n- Fix bnxt throughput regression from the dmabuf-first MR registration in #355\n- RegisterRdmaMemoryRegionAuto now tries ibv_reg_mr first (fast path on bnxt)\n  and falls back to dmabuf; both failing aborts with a combined error\n- Add MORI_ENABLE_DMABUF_REG to opt into dmabuf-first (falling back to\n  ibv_reg_mr), replacing the old MORI_DISABLE_DMABUF_REG flag",
          "is_bot": false,
          "headline": "perf(rdma): default to ibv_reg_mr, opt into dmabuf via MORI_ENABLE_DM…",
          "author_name": "jhchouuu",
          "author_login": "jhchouuu",
          "committed_at": "2026-07-07T01:25:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ba07dce95e0b86280d22ecb05b9785a459cf2953",
          "body": "- Add CCO: a self-contained GPU communication layer with explicit communicator\n  handles (no global singleton), covering LSA intra-node P2P, GDA cross-node\n  RDMA, and SDMA\n- Host + device API: Communicator / DevComm / teams / symmetric windows, LSA\n  barrier session, GDA put/get/signal/counter, com\n[…]\ndocker/Dockerfile.cco (source-patched CLR/ROCR for the symmetric\n  VMM path), and docs/MORI-CCO-GUIDE.md\n\nCo-authored-by: QizhouZhang97 <qizzhang@amd.com>\nCo-authored-by: kawhil-amd <kaiclian@amd.com>",
          "is_bot": false,
          "headline": "feat(cco): add Collective Communication Object (CCO) module (#449)",
          "author_name": "jhchouuu",
          "author_login": "jhchouuu",
          "committed_at": "2026-07-06T15:46:19Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "930b7eab3ad5f87a2b488f99ca75ddcd83309eb6",
          "body": null,
          "is_bot": false,
          "headline": "fix: Cap max_send_wr to 32767 for ionic (#451)",
          "author_name": "Niko Ma",
          "author_login": "maning00",
          "committed_at": "2026-07-06T07:17:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4ac2b01525151295130683b15e5b8e220c67e743",
          "body": "* feat(umbp): cache remote fetches into local DRAM (dual-scheme)\n\nMake the cache_remote_fetches flag live on dual-scheme main. After a\nsuccessful remote DRAM fetch, PoolClient re-caches the block into this\nnode's local exportable DRAM tier and publishes it (KvEvent::ADD via\nExecuteLocalPut -> Commit\n[…]\nre-commit hook (matches the file's existing style).\n\n* perf(umbp): optimize remote recache enqueue\n\n* fix(umbp): keep remote recache DRAM-only\n\n---------\n\nCo-authored-by: Wu, Yutong <yutongwu@amd.com>",
          "is_bot": false,
          "headline": "feat(umbp): cache remote fetches into local DRAM (dual-scheme) (#442)",
          "author_name": "inkcherry",
          "author_login": "inkcherry",
          "committed_at": "2026-07-06T07:07:04Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "264b152693566a26f90ae3511a3361d933a607ba",
          "body": "Move ci runner to bnxt_325_108",
          "is_bot": false,
          "headline": "(CI): move ci runner to 325->108 (#447)",
          "author_name": "QizhouZhang97",
          "author_login": "QizhouZhang97",
          "committed_at": "2026-07-03T10:42:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6e58fe8584895f5915b1f3faca31f774d25cb29a",
          "body": "…_REG (#355)",
          "is_bot": false,
          "headline": "feat(rdma): add dmabuf-first MR registration with MORI_DISABLE_DMABUF…",
          "author_name": "jhchouuu",
          "author_login": "jhchouuu",
          "committed_at": "2026-07-01T12:39:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ca32484d5339f85a093679b86e25f5745a65c3f8",
          "body": null,
          "is_bot": false,
          "headline": "perf(io): eliminate SQ full spin with futex admission (#439)",
          "author_name": "Niko Ma",
          "author_login": "maning00",
          "committed_at": "2026-07-01T06:01:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "87f24b4c52af84148432a5204d0c4893a0e98185",
          "body": "feat(ccl): add param-contiguous SDMA allgather\n\nAdd a param-contiguous SDMA allgather path for FSDP zero-copy output while keeping the existing rank-major allgather path unchanged.",
          "is_bot": false,
          "headline": "feat(ccl): add param-contiguous SDMA allgather",
          "author_name": "wuyl1",
          "author_login": "wuyl1",
          "committed_at": "2026-06-30T13:18:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1c2377b43e1c636c2eab87bbdb1bfbb8615ec861",
          "body": "migrate bnxt 300x CI to 325 platform, CI pass & nightly pass",
          "is_bot": false,
          "headline": "(CI) migrate bnxt 300x CI to 325 platform (#438)",
          "author_name": "QizhouZhang97",
          "author_login": "QizhouZhang97",
          "committed_at": "2026-06-30T09:57:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "908ccbad86698eb3de709b2be9be993d909f06fb",
          "body": null,
          "is_bot": false,
          "headline": "feat(shmem): bind ranks to GPU-local CPUs by default (#401)",
          "author_name": "jhchouuu",
          "author_login": "jhchouuu",
          "committed_at": "2026-06-29T15:43:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3f0c261c31409a7343912ea50e0068bd1f9dbabe",
          "body": "…(#440)",
          "is_bot": false,
          "headline": "perf(umbp): reduce master RPC latency under load, add kv-event bench …",
          "author_name": "Wu, Yutong",
          "author_login": "isytwu",
          "committed_at": "2026-06-29T14:13:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f8c2d0c8186746b553882122db08f74bb045aff4",
          "body": "… (#429)\n\n- Replace hard-coded mi300xOamMap with KFD's per-link RecSdmaEngIdMask;\n  keep the static map as fallback.\n- Round-robin channels across recommended engines; loopback uses a\n  general engine.\n- Bit-for-bit equivalent to the old map on MI300X.\n- SDMA queues created with PRIORITY_MAXIMUM (was NORMAL).",
          "is_bot": false,
          "headline": "feat(sdma): use KFD recommended engine mask for SDMA engine selection…",
          "author_name": "Pavel Emeliyanenko",
          "author_login": "pemeliya",
          "committed_at": "2026-06-29T14:05:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "877672b93dc9fb2169514cc46deb707fd6cba5fe",
          "body": "The old reconstruction misread a stale 16-bit CQE behind cons as a 64K wrap, pushing doneIdx ~64K past postIdx, so quiet returned early and inflated bandwidth (8MB ~120 GB/s). Now we rebuild via the forward 16-bit delta, bounded by the in-flight window (postIdx - cons, <65536), dropping stale reads. Verified: 0 spikes over 100+ runs.",
          "is_bot": false,
          "headline": "(bugfix)Fix MLX5 collapsed-CQ bandwidth spikes (#435)",
          "author_name": "QizhouZhang97",
          "author_login": "QizhouZhang97",
          "committed_at": "2026-06-29T13:04:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "de49c838ad8bb875963e1c4bec579e521eb8ba8e",
          "body": "…ate repeated loads (#412)",
          "is_bot": false,
          "headline": "perf(ep): improve intranode dispatch kernel load balancing and elimin…",
          "author_name": "kawhil-amd",
          "author_login": "kawhil-amd",
          "committed_at": "2026-06-29T09:07:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8db9f5ad32ba83d0c01274fdaac78be2e70682d2",
          "body": null,
          "is_bot": false,
          "headline": "feat(io): Enable worker chunking for GPU single-NIC sessions (#436)",
          "author_name": "Niko Ma",
          "author_login": "maning00",
          "committed_at": "2026-06-29T08:52:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0a7c99e234f040e4c20999cfbc5abd76504e982e",
          "body": null,
          "is_bot": false,
          "headline": "Harden RDMA control-plane resilience (#432)",
          "author_name": "Niko Ma",
          "author_login": "maning00",
          "committed_at": "2026-06-29T02:35:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bc5e96ee75f2295938ea8dd443c6f70abd80bfcd",
          "body": "…ptimization (#419)\n\n  - Fix Flush(): was a no-op; KV placement events now drain immediately via heartbeat condvar wakeup instead of waiting for the next interval tick.\n  - Hot-path optimization (BatchLookupForRouteGet): single steady_clock read per batch threaded through per-key lease/LRU bumps; fa\n[…]\n\n  - BatchResolveKeysResponse hoists batch-invariant buffer descriptors and page_size out of per-key entries, with omit_descs to suppress after first hydration. Encode/decode in batch_resolve_codec.h.",
          "is_bot": false,
          "headline": "Feature: add umbp benchmark / distributed mode flush API / hot-path o…",
          "author_name": "TianDi101",
          "author_login": "TianDi101",
          "committed_at": "2026-06-26T07:50:38Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "37fb0a398619f34338711f14164677e822fb9eac",
          "body": null,
          "is_bot": false,
          "headline": "fix(io): set QP max_inline_data for notification SENDs (#424)",
          "author_name": "Amir Akbarzadeh",
          "author_login": "amirakb89",
          "committed_at": "2026-06-26T04:04:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e31d426a13e96e1cbff96a1c904d291aefe8c46a",
          "body": "…ion (#396)\n\nSigned-off-by: Rita Brugarolas Brufau <rita.brugarolasbrufau@amd.com>",
          "is_bot": false,
          "headline": "feat(ep): add AccumNum=9 vec8 intranode combine for shared-expert fus…",
          "author_name": "Rita Brugarolas",
          "author_login": "rbrugaro-amd",
          "committed_at": "2026-06-25T02:26:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "844799ef25b12f7b7ea9f6dab3b6f4930354ee07",
          "body": null,
          "is_bot": false,
          "headline": "Doc: add mori sglang news (#423)",
          "author_name": "billishyahao",
          "author_login": "billishyahao",
          "committed_at": "2026-06-24T09:10:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2e87e4f7181f1fe1c27f118f67f8939138515378",
          "body": "Make mori check robust to NIC naming and missing tooling\n\nDetect RDMA NICs by PCI vendor id (0x1dd8 ionic, 0x14e4 bnxt) instead of IB device names, which are unreliable — ionic cards may appear as ionic_*, roceensp*, etc. Added a nicctl availability probe: when nicctl is absent or cannot enumerate t\n[…]\nhe bandwidth checks still run. Also added pciutils (provides lspci, required by nicctl) and sudo to the deploy-mori skill's base package install, since their absence was the root cause of the failures",
          "is_bot": false,
          "headline": "(bugfix) fix tool bug when tested in 714 docker (#418)",
          "author_name": "QizhouZhang97",
          "author_login": "QizhouZhang97",
          "committed_at": "2026-06-24T09:08:43Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f1813831dfff4731a4a058461540e96c5221d102",
          "body": null,
          "is_bot": false,
          "headline": "fix(io): RDMA QP load imbalance (#420)",
          "author_name": "Niko Ma",
          "author_login": "maning00",
          "committed_at": "2026-06-23T07:37:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6242de7abd401940d7f21660aa0fef84e55b7abe",
          "body": "…red-CI flakiness (#417)",
          "is_bot": false,
          "headline": "test(umbp): use kernel-assigned ports in distributed tests to fix sha…",
          "author_name": "Wu, Yutong",
          "author_login": "isytwu",
          "committed_at": "2026-06-23T07:24:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "79e465f99d86730b723d36ab3a880d26a986332c",
          "body": "Fix MORI build + multi-process topology crash on ROCm 7.14\nSummary\nTwo fixes that let MORI build and run on ROCm 7.14 (no regression on 7.2).\n\n1. CMake: missing numa::numa target\nROCm 7.14's hsakmt-config.cmake declares that hsakmt::hsakmt links numa::numa, but ships no find_package/finder to define\n[…]\ntialized HIP — its NEEDED libamdhip64 then resolves to the already-loaded copy by SONAME instead of pulling in a second HIP runtime.\n\nAn optional MORI_ROCM_SMI_PATH env var overrides the library path.",
          "is_bot": false,
          "headline": "(bugfix) mori bug on RoCM714 (#414)",
          "author_name": "QizhouZhang97",
          "author_login": "QizhouZhang97",
          "committed_at": "2026-06-23T06:16:00Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "1f8fd82db3a481cc844b6c6c83f20181f828c7fb",
          "body": "- Per-pair RDMA transfer merge (get + put): collapse pages sharing a (localMR, remoteMR) pair into one BatchRead/BatchWrite with a single TransferStatus/uid; per-pair failures map back to per-key. Also fixes an unlocked dram_memories read race and exposes RDMA knobs via MORI_IO_* env.\n- BatchGet: sp\n[…]\n in-flight window, staging stays per-peer serial, slot commit/abort finalized at wait.\n- Cleanup: regroup the Put/Get hot paths into clear sections; best-effort logging on BatchAbortSlots RPC failure.",
          "is_bot": false,
          "headline": "perf(umbp): optimize PoolClient BatchPut/BatchGet (#403)",
          "author_name": "Wu, Yutong",
          "author_login": "isytwu",
          "committed_at": "2026-06-22T09:57:22Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "1db01d81647fd75e1518f91ab17db77e68ef62f1",
          "body": "…(#386)\n\nSummary\nAdd Broadcom NetXtreme-E (bnxt / Thor2) support to mori check and mori setup, previously ionic-only.\n\nenv_check.sh\nAuto-detect bnxt vs ionic via PCI vendor ID; run vendor-specific checks for firmware, driver, userspace lib, QoS/PFC, and DCQCN\nReplace hardcoded GID index (-x 1, link-\n[…]\nection for 2-TC vs 3-TC layout\nExtract shared QoS constants (ROCE_PRIO, ROCE_DSCP, ROCE_BW) used by both vendors\n\ndeploy-mori skill\nAdd MPI deps to base install; remove unsupported ConnectX references",
          "is_bot": false,
          "headline": "(tools) add Broadcom (bnxt) support to env_check.sh and env_setup.sh …",
          "author_name": "QizhouZhang97",
          "author_login": "QizhouZhang97",
          "committed_at": "2026-06-18T06:23:21Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "28eb3c70a08a2fe8e3a277d789f4edf6463f1ed0",
          "body": null,
          "is_bot": false,
          "headline": "feat(umbp): pluggable master eviction strategy (#399)",
          "author_name": "Wu, Yutong",
          "author_login": "isytwu",
          "committed_at": "2026-06-18T04:33:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fbde9ae2c46c28fef47d986c8caa46607996fb53",
          "body": null,
          "is_bot": false,
          "headline": "Fix(io): RDMA chunking for oversized multi-SGE WRs (#409)",
          "author_name": "Niko Ma",
          "author_login": "maning00",
          "committed_at": "2026-06-18T04:09:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "227250cefa65be4f9e3d702fb70c2a22bc3b90b2",
          "body": null,
          "is_bot": false,
          "headline": "feat(ep): optimize warp id allocation under dispatch ll kernel (#408)",
          "author_name": "kawhil-amd",
          "author_login": "kawhil-amd",
          "committed_at": "2026-06-18T02:54:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "241b56ad180fc9cb59018f63372d4bf504a9e491",
          "body": "…(#405)\n\nTidy up includes in core/ and application/ and split host code from device code.\ncore/ no longer drags host-only headers (verbs.h / mlx5dv.h / hsakmt) into device builds.\n\n- core/ no longer includes application/; shared bits moved down into core/\n- device-safe WcStatus mirror + vendored mlx\n[…]\nootstrap, host RDMA primitives, duplicate warp/lane helpers\n- host-only *_dv.h moved to application/; core/utils.hpp -> core/utils/utils.hpp\n- bnxt WQE segments written as single 128-bit stores (perf)",
          "is_bot": false,
          "headline": "refactor(core,application): include hygiene + host/device separation …",
          "author_name": "jhchouuu",
          "author_login": "jhchouuu",
          "committed_at": "2026-06-17T09:28:33Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "5db792f12778bc4b57c417602582c172f5241a6a",
          "body": "…eted (#404)",
          "is_bot": false,
          "headline": "fix(shmem): public RDMA quiet returned before the caller's WQEs compl…",
          "author_name": "jhchouuu",
          "author_login": "jhchouuu",
          "committed_at": "2026-06-17T07:43:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "69eba795a377326b4c4739d1d320058414458b07",
          "body": "…amework streams (#402)\n\nSigned-off-by: Chengze Fan <fancz2002@gmail.com>",
          "is_bot": false,
          "headline": "fix(jit): reuse the already-loaded libamdhip64 to avoid HIP 709 on fr…",
          "author_name": "Chengze Fan",
          "author_login": "zx3xyy",
          "committed_at": "2026-06-17T02:22:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b29c56c7c386de37f8965574763459692be35439",
          "body": "… PSN (#395)\n\n- Add BnxtCollapsedCqDrain (one-CQE mode): reconstruct doneIdx from CQE[0], single drainer per QP; mirrors mlx5.\n- Drop WorkQueueHandle::outstandingWqe[65536] (−512 KB/WQ on GPU); reconstruct completions arithmetically.\n- Fix bnxt PSN accounting for mixed per-lane transfer sizes (warp-wide sum + exclusive prefix sum).",
          "is_bot": false,
          "headline": "refactor(bnxt): collapsed-CQ drain, drop outstandingWqe, fix per-lane…",
          "author_name": "jhchouuu",
          "author_login": "jhchouuu",
          "committed_at": "2026-06-16T09:47:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "070164292d9380e4def3c940653866285d20d54c",
          "body": "…#389)",
          "is_bot": false,
          "headline": "feat(io/rdma): reuse thread-local scratch buffers on batch hot path (…",
          "author_name": "Stary",
          "author_login": "staryxchen",
          "committed_at": "2026-06-16T03:46:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fe5ea2be9a86e42871ea8242823b3af516cfe3b2",
          "body": "…-affinity knobs (#382)",
          "is_bot": false,
          "headline": "feat(umbp): improve BatchRoutePut placement with select-algo and node…",
          "author_name": "Wu, Yutong",
          "author_login": "isytwu",
          "committed_at": "2026-06-16T02:42:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "974dccefb3f4db92ceb1ff0d269eebfbe46520b4",
          "body": "* perf(umbp/dram): multi-threaded batch read + AVX2 NT CopyBlock\n\nOverride DRAMTier::ReadBatchIntoPtr with a parallel CopyBlock path\n(UMBP_DRAM_READ_THREADS threads, default 8, capped to hardware\nconcurrency) and advertise batch_read so LocalStorageManager dispatches\nthe batched L3->L2 read instead \n[…]\ng-format hook (mirrors-clang-format v20.1.8, BasedOnStyle: Google,\nColumnLimit 100). No functional change.\n\n---------\n\nCo-authored-by: Cursor <cursoragent@cursor.com>\nCo-authored-by: 123 <123@amd.com>",
          "is_bot": false,
          "headline": "Perf/umbp dram parallel copy (#392)",
          "author_name": "figo",
          "author_login": "zhangfei829",
          "committed_at": "2026-06-15T12:00:53Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "edc18f106c159ced43841b7e04498cbc16764bbc",
          "body": "… fallback (#387)",
          "is_bot": false,
          "headline": "fix: detect same physical node by MORI_NODE_ID/boot_id, with hostname…",
          "author_name": "Wu, Yutong",
          "author_login": "isytwu",
          "committed_at": "2026-06-12T05:07:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3a901b28dddcfd9ac975fde02e0bcdad83c8926f",
          "body": "…(#381)",
          "is_bot": false,
          "headline": "fix(topo): recognize VGA (0x0300) and 3D (0x0302) PCI classes as GPU …",
          "author_name": "jlochhead",
          "author_login": "jlochhead",
          "committed_at": "2026-06-11T15:07:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "636cfc7b6c8d0e8d904627bd448748c02617c6fd",
          "body": null,
          "is_bot": false,
          "headline": "ci: add CodeQL SAST workflow and fix all high-severity findings (#385)",
          "author_name": "jhchouuu",
          "author_login": "jhchouuu",
          "committed_at": "2026-06-11T14:27:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "26b40dbcf9d9fd603a10df57bb3134b6ed2f44df",
          "body": "- Change default qpPerTransfer = 4 to avoid AINIC resource overflow\n- Add logs for rdma transport implementation",
          "is_bot": false,
          "headline": "Fix: umbp qp per transfer default value & add logs (#384)",
          "author_name": "TianDi101",
          "author_login": "TianDi101",
          "committed_at": "2026-06-11T08:38:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "746408a890feeac35e008a1a99b865a5c50ad1f5",
          "body": "* feat(rdma): add rail affinity support for endpoint connection\n\n---------\n\nSigned-off-by: staryxchen <staryxchen@tencent.com>",
          "is_bot": false,
          "headline": "feat(io): add rail affinity for RDMA endpoint connection (#370)",
          "author_name": "Stary",
          "author_login": "staryxchen",
          "committed_at": "2026-06-11T03:19:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "452ff976f593294df26f5c73586a1ba3d6b385be",
          "body": "…e (#380)",
          "is_bot": false,
          "headline": "test(umbp): align distributed tests with current API and regroup CMak…",
          "author_name": "Wu, Yutong",
          "author_login": "isytwu",
          "committed_at": "2026-06-10T15:24:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6370be63f1204c145cdea6688c7e21a326437c1b",
          "body": null,
          "is_bot": false,
          "headline": "test(io): add --target-dev-offset to MORI-IO benchmark (#379)",
          "author_name": "Niko Ma",
          "author_login": "maning00",
          "committed_at": "2026-06-10T12:56:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f5f4b286ea502d507a2ebc39ea3574dadb2e6952",
          "body": "… 0xff (#378)",
          "is_bot": false,
          "headline": "fix(topology): avoid infinite loop on PCI bridge with subordinate bus…",
          "author_name": "jhchouuu",
          "author_login": "jhchouuu",
          "committed_at": "2026-06-10T09:33:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a14e6992ffa95478e83127fe2672afff2840856f",
          "body": "…(#373)\n\n- Add ibv_shim.cpp for loading libibverbs at runtime\n- MORI_IBVERBS_LIB env var for optiaoal runtime libibverbs loading",
          "is_bot": false,
          "headline": "feat(rdma): load libibverbs at runtime via dlopen instead of linking …",
          "author_name": "jhchouuu",
          "author_login": "jhchouuu",
          "committed_at": "2026-06-09T08:48:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ff70d073a129f850624c74f9d2e38f25549d6c4b",
          "body": "* Enhance sentinel handling in dispatch and combine operations\n\n- Implement logic to skip processing for negative expert IDs in both intra-node and inter-node dispatch functions.\n- Update the test suite to support various patterns of sentinel injection, ensuring that dispatched and combined outputs \n[…]\nhed indices\n\n* Add routing handle tests to CI and nightly workflows\n\n* Fix formatting\n\n* Address PR comments\n\n* Fix formatting\n\n* Fix formatting\n\n* Fix formatting dispatch combine ll\n\n* Merge clean up",
          "is_bot": false,
          "headline": "Add Training support to MORI (#335)",
          "author_name": "sudhu2k",
          "author_login": "sudhu2k",
          "committed_at": "2026-06-09T07:15:26Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "bf99bdf18fc69887a346913ca01c315c2aa9bd4c",
          "body": "- Enable UMBP by default while keeping SPDK opt-in via BUILD_UMBP_SPDK.\n- Move UMBP Python tests under tests/python/umbp and add MORI-side UMBP coverage.\n- add UMBP python tests to nightly test-wheel job\n\nCo-authored-by: jhchouuu <jiahzhou@amd.com>",
          "is_bot": false,
          "headline": "chore: Enable UMBP by default and isolate UMBP tests (#372)",
          "author_name": "Niko Ma",
          "author_login": "maning00",
          "committed_at": "2026-06-08T13:09:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b9c08ca9ac1c9ffe4aa4a6ecc09ebbc58374989e",
          "body": "…n shared runners (#368)\n\n* Initial plan\n\n* Fix UMBP client metrics test port allocation flake\n\n* Harden UMBP metrics test port selection\n\n---------\n\nCo-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Stabilize `umbp_client_metrics` by eliminating test port collisions o…",
          "author_name": "Copilot",
          "author_login": "Copilot",
          "committed_at": "2026-06-08T07:20:06Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "9874777c80e60fd245c68bf890f83a310567df2d",
          "body": "* fix(ep): guard all dispatch kernels against out-of-range expert id\n\nEvery dispatch kernel derives the destination rank as\npe = indices[i] / numExpertPerRank and requires 0 <= pe < worldSize. This is\nguarded only by a debug assert (e.g. internode_v1.cpp:387/:493) which the\ndefault Release build com\n[…]\nsts that modeled kernel\npredicates instead of exercising the real dispatch path.\n\nNet change is now only the device-side out-of-range guard in\ninternode_v1 / intranode / internode / low_latency_async.",
          "is_bot": false,
          "headline": "fix(ep): guard dispatch kernels against out-of-range expert id (#363)",
          "author_name": "inkcherry",
          "author_login": "inkcherry",
          "committed_at": "2026-06-08T05:45:50Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "158c7e8335a0b19b3f1f422ff134d7869252135e",
          "body": "…tecture (#257)\n\nCo-authored-by: TianDi101 <ditian12@amd.com>\nCo-authored-by: Niko Ma <nima@amd.com>",
          "is_bot": false,
          "headline": "Refactor(umbp): introduce IUMBPClient interface for dual-scheme archi…",
          "author_name": "Wu, Yutong",
          "author_login": "isytwu",
          "committed_at": "2026-06-08T03:26:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "42e895472b08e9848ef09ec458420c95e6add5ec",
          "body": "…node-v1 (#366)\n\n- Fix mlx5-RoCE internode-v1 silent corruption: combine overwrote dispatch's in-flight send source `staging`; dispatch now uses a dedicated `dispatchStaging` buffer.\n- Add mlx5 collapsed CQ (cc=1/oi=1): track completions via `CQE[0].wqe_counter`; final per-pe quiet waits for live `postIdx`, recycle gate keeps a snapshot.\n- Allocate GPU control structures (CQ/QP/doorbell/atomic ibuf) uncached; device-scope fences in the CQ drain.\n- Drop dead `outstandingWqe` writes on mlx5/psd.",
          "is_bot": false,
          "headline": "fix(ep): mlx5 collapsed CQ + dedicated dispatch send buffer for inter…",
          "author_name": "jhchouuu",
          "author_login": "jhchouuu",
          "committed_at": "2026-06-05T09:48:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d87651c998296c5bddbeefc4cc525b58663b1636",
          "body": null,
          "is_bot": false,
          "headline": "fix(io): make io worker cpu pinning opt-in via MORI_CORE_OFFSET (#364)",
          "author_name": "Wu, Yutong",
          "author_login": "isytwu",
          "committed_at": "2026-06-05T04:20:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "11b3c203d4eb18cf11b545965c3da3853ad9baec",
          "body": "…ent (#346)\n\nMotivation\nAdd a deploy-mori skill that automates end-to-end MORI deployment inside a Docker container on AINIC (Pensando DSC) hosts.\n\nTechnical Details\nNew skill at .claude/skills/deploy-mori/SKILL.md or .cursor/skills/deploy-mori/SKILL.md covering container startup, base package installation, ainic bundle detection, rdma-core build, nicctl install, and MORI source install.\n\nCo-authored-by: Qizhou Zhang <qizzhang@smci355-ccs-aus-n06-21.prov.aus.ccs.cpe.ice.amd.com>",
          "is_bot": false,
          "headline": "(Skills) Add a claude skill to help setup fresh ionic docker environm…",
          "author_name": "QizhouZhang97",
          "author_login": "QizhouZhang97",
          "committed_at": "2026-06-05T02:25:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1e857cfd7475962e2da4f8aab8e8011a662f98c5",
          "body": "… (#362)\n\n- Honor MORI_RDMA_TC / MORI_RDMA_SL on DEVX QPs (set DSCP + eth_prio).\n- Default UDP sport to fixed LID|0xC000; MORI_MLX5_ENABLE_UDP_SPORT=1\n  to rotate per-qpId for ECMP spread.\n- Fix teardown order + free leaked CQ/DBR buffers.\n- Clamp log_rra_max / log_sra_max to HCA per-QP cap.",
          "is_bot": false,
          "headline": "fix(mlx5): program RoCE QoS and make UDP sport selectable on DEVX QPs…",
          "author_name": "jhchouuu",
          "author_login": "jhchouuu",
          "committed_at": "2026-06-04T14:55:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6445dcc20609a8cae1b5429acfb73013a4d85c0d",
          "body": null,
          "is_bot": false,
          "headline": "ci: bump ROCm base images from 7.2.1 to 7.2.4 (#361)",
          "author_name": "jhchouuu",
          "author_login": "jhchouuu",
          "committed_at": "2026-06-04T13:03:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e94694c79ad1ff78ca8cfeefccad0bcda2a24c95",
          "body": null,
          "is_bot": false,
          "headline": "fix(io): bind worker threads within allowed cpuset (#358)",
          "author_name": "Wu, Yutong",
          "author_login": "isytwu",
          "committed_at": "2026-06-04T03:27:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "398197b796d8364f3a7368d199ec50bc3a8811ba",
          "body": null,
          "is_bot": false,
          "headline": "feat(io): single-transfer chunking + adaptive multi-NIC striping (#351)",
          "author_name": "Niko Ma",
          "author_login": "maning00",
          "committed_at": "2026-06-03T08:35:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "30f2b973fb24c99f12daaf6861ca222d5c135b58",
          "body": "… tokens (#333)",
          "is_bot": false,
          "headline": "perf(ep): optimize dispatch intranode kernel perf in cases with small…",
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                      "count": 1,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 6 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 6
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "5 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 5
                    }
                  }
                ],
                "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": 86,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "excellent",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 94,
            "inputs": {
              "has_ci": true,
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              "has_editorconfig": false,
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            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "7 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 7
                    }
                  }
                ],
                "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": "good",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 75,
            "inputs": {
              "topics": [],
              "has_wiki": true,
              "homepage": null,
              "has_readme": true,
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            "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",
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                "points": 0,
                "status": "missed",
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                "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": 45,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Packaging. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
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                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 45,
            "inputs": {
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              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 4.5
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
                "points": 3,
                "status": "partial",
                "details": [],
                "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 13/30 approved changesets -- score normalized to 4",
                "points": 3,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 3 contributing companies or organizations -- score normalized to 10",
                "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": "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": "30 commit(s) and 10 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 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": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "1 existing vulnerabilities detected",
                "points": 6.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 2
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 69,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 1,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
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                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "100 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 100,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 76,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": true,
              "typed_language": true,
              "bootstrap_files": [
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              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0.02,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "docs/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "docs/Makefile"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 11,
                "status": "met",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "C++ (statically typed)",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
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                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "2 of the last 100 commits agent-authored or agent-credited",
                "points": 4,
                "status": "partial",
                "details": [
                  {
                    "code": "agent_authored_commits",
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                      "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": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 98,
            "inputs": {
              "primary_language": "C++",
              "largest_source_bytes": 422504,
              "source_files_sampled": 582,
              "oversized_source_files": 17
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "C++ (statically typed)",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "C++"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "17/582 source files over 60KB",
                "points": 53.4,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 582,
                      "oversized": 17
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "good",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 80,
            "inputs": {
              "example_dirs": [
                "example",
                "examples"
              ],
              "has_mcp_signal": false,
              "api_schema_files": [
                "src/umbp/distributed/proto/umbp.proto",
                "src/umbp/distributed/proto/umbp_peer.proto",
                "src/umbp/distributed/proto/umbp_standalone.proto"
              ]
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": "src/umbp/distributed/proto/umbp.proto, src/umbp/distributed/proto/umbp_peer.proto, src/umbp/distributed/proto/umbp_standalone.proto",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "src/umbp/distributed/proto/umbp.proto, src/umbp/distributed/proto/umbp_peer.proto, src/umbp/distributed/proto/umbp_standalone.proto"
                    }
                  }
                ],
                "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": "example, examples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "example, examples"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "deps.dev does not index pypi:amd_mori@1.2.2; advisories assessed against the repository dependency graph instead",
    "No resolved dependencies carried a version and a supported ecosystem"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-22T20:56:47.019028Z",
  "schema_version": "0.26.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/r/ROCm/mori.svg",
  "full_name": "ROCm/mori",
  "license_state": "standard",
  "license_spdx": "MIT"
}

Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.

Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v1.13.0, schema v0.26.0 — full methodology · metrics wiki.

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