The fastest local AI engine for Apple Silicon. 4.2x faster than Ollama, 0.08s cached TTFT, 100% tool calling. 17 tool parsers, prompt cache, reasoning separation, cloud routing. Drop-in OpenAI replacement. Works with Claude Code, Cursor, Aider.
PythonApache-2.0★ 3,392 stars⑂ 388 forkssince Feb 2026View on GitHub ↗
raullenchai/Rapid-MLX holds a health index of 93 out of 100, placing it in the Exceptional band. It scores highest on Engineering Quality (96/100) and lowest on AI Readiness (54/100). It was last updated today. A single contributor accounts for most of its recent work.
93
overall / 100
Exceptional
Software health index
Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean, calibrated against the distribution of the public record so bands carry percentile meaning; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At Risk ceiling of 34.
93
Exceptional93-100The record's top tier (≈ top 5%); essentially all checked criteria met
Excellent80-92Strong across the board; minor gaps
Good65-79Healthy; gaps are limited and manageable
Moderate50-64Acceptable with notable gaps; review recommended
Weak35-49Material weaknesses across several areas
At Risk20-34Significant weaknesses; adoption warrants caution
Critical1-19Severe 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.
The weighted overall 79 is calibrated to 93 on the published index scale (record calibration 2026-08-02).
How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight (4%): agent tooling is a real maintenance signal, but a repository with none can still reach 100/100.
Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
deps.dev does not index pypi:rapid-mlx@0.11.6; advisories assessed against the repository dependency graph instead
More detail
Star and fork history 0 ★ / 388 ⇿
0Stars
388Forks
98Releases
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 5Patch 93
OpenSSF Scorecard 6.1 / 10
6.1aggregate
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 · 2026-08-02 03:25 UTC
The resolved dependency set could not be collected for this report: GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
Raw JSON report machine-readable
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"committed_at": "2026-08-01T14:51:34Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f3bc1d78ba0e6e5d39291250ef5bdf12e6d2b560",
"body": "Co-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>",
"is_bot": false,
"headline": "chore: bump version to 0.11.5",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-08-01T06:01:12Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c1b59a9088bfab75f7690a0f9583b28074fab11a",
"body": "* fix DeepSeek DSML leakage in Responses streams\n\n* address validation feedback\n\n---------\n\nCo-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>",
"is_bot": false,
"headline": "Fix DeepSeek DSML leakage in Responses streams (#1373)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-08-01T04:37:30Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "80fa5eb3614d84e2b48dc6f9909c2215adbbd998",
"body": "* fix(cache): accelerate repeated DeepSeek V4 prompts\n\n* fix(cache): preserve unsegmented prompt snapshots\n\n* fix(cache): scope and confirm N-1 snapshots\n\n* fix(cache): handle aligned internal boundaries\n\n---------\n\nCo-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>",
"is_bot": false,
"headline": "fix(cache): make DeepSeek V4 prefix reuse effective (#1371)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-08-01T01:35:00Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "845270faeb2970afbdce653c02e0cf2073b04491",
"body": "* fix: stabilize DeepSeek V4 Flash 0731 serving\n\n* fix: address DeepSeek V4 review findings\n\n* fix: preserve DeepSeek V4 batched mask semantics\n\n* fix: harden DeepSeek V4 pooling cache edges\n\n---------\n\nCo-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>",
"is_bot": false,
"headline": "fix: stabilize DeepSeek V4 Flash 0731 serving (#1369)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-31T23:58:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c51b7da0c6131df9e6b6a80d2822e57506752b2e",
"body": "… canary (#1250) (#1266)\n\nPhase A (client) of the post-release garbage/empty-rate alert. Adds one\nderived boolean to the request telemetry event: did the completion look\ndegenerate (repetition / single-token collapse) per the LOCAL\nlooks_like_garbage heuristic? This is the signal that catches the #1\n[…]\nor). The server-side per-version aggregation + alert is\nPhase B.\n\nRefs #1250.\n\nCo-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(telemetry): client-side output_degenerate signal for per-version…",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-31T23:48:21Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "98991c46837d61078c122f702140cfac15568a50",
"body": "… (Qwen+Llama)\n\nAdd an L1 release-flow gate: a small-model GPU coherence + tool-call format\nsmoke on the FREE macos-14 hosted runner (real Metal GPU, $0 on a public repo),\nrunning on every PR to catch gross engine/parser breakage before the expensive\nStudio (L2) gate.\n\n- Matrix over two families exe\n[…]\nprove-before-enforce.\n\nExpanding past two families is gated on #1367 (mlx-vlm text-lane bug for the\nonly small Gemma/Mistral models, which are multimodal).\n\nVerified green on the real macos-14 runner.",
"is_bot": false,
"headline": "ci: L1 small-model GPU smoke on free macos-14 — coherence + tool-call…",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-31T21:04:26Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "f91116ba1ecef10bb3c64625871a05d2e498ff4d",
"body": "* fix: support mixed-length DeepSeek V4 batches\n\n* test: skip DeepSeek V4 MLX cases off macOS\n\n---------\n\nCo-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>",
"is_bot": false,
"headline": "fix: support mixed-length DeepSeek V4 batches (#1365)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-31T18:41:07Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b65cddbecbaf3fad371c1093de8c0e5c8caa3fbc",
"body": "* feat: support DeepSeek V4 Flash 0731\n\n* fix: harden DeepSeek V4 streaming boundaries\n\n* fix: load official DeepSeek V4 MXFP checkpoint\n\n* test: document DeepSeek V4 matrix exemption\n\n---------\n\nCo-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>",
"is_bot": false,
"headline": "feat: support DeepSeek V4 Flash 0731 (#1364)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-31T18:21:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "df70f8752f020c56663caadd1e3191d920e31301",
"body": "Re-trigger auto-release for 0.11.4 with the ssh-localhost Tier-1 gate fix on main (PR #1362). pyproject already at 0.11.4; carries the fixed tests/integrations/agent_smoke.sh so the tier1-agent-gate runs the 35B model in a login-session GPU perf state.",
"is_bot": false,
"headline": "chore: bump version to 0.11.4",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-31T14:49:51Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "834103b6c50534d3e12ae1762a3f7cfe3fa361f3",
"body": "Manual-dispatch-only diagnostic to root-cause why 35B large-context\nprefill runs ~100x slower ONLY inside the self-hosted Tier-1 gate runner\n(warmup + all 4 agents time out) vs 3-10s in every interactive test.\n\nProbes, in the real runner execution context:\n- arch / Rosetta translation state\n- MLX de\n[…]\nlash + completion timing\n\nRuns no agents; never touches ~/.codex or ~/.hermes. Shares the gate's\nconcurrency group so it can't overlap a real release gate. Safe to delete\nonce the root cause is fixed.",
"is_bot": false,
"headline": "ci(diag): throwaway runner large-ctx latency probe (#1361)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-31T14:03:59Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "7b36ed4833739db37983c0ae2ae423661b59b11c",
"body": "Re-trigger auto-release for 0.11.4 with the hardened tier1-agent-gate (retrying dual-route large-context kernel warmup + job cap 55->90). pyproject is already 0.11.4; this squash subject re-fires detect. Harness/workflow only — no product code. See PR #1360.",
"is_bot": false,
"headline": "chore: bump version to 0.11.4 (#1360)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-31T12:04:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1dbc1274cbb898868def99c0a74096b65fafb341",
"body": "Harness-only: warm the large-context Metal kernel before the timed Tier-1 agents so the first agent request lands on warm kernels — fixes the cold-compile gate hang that stalled the 0.11.4 auto-release. pyproject is already 0.11.4 (#1355); this re-triggers auto-release to run the fixed gate and tag v0.11.4. Engine core byte-identical v0.11.3..main; validated end-to-end (4/4 Tier-1 agents PASS).",
"is_bot": false,
"headline": "chore: bump version to 0.11.4 (#1358)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-31T10:42:07Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "71367c952b77792589906bcc6e4591c48d2a6158",
"body": "Ship 0.11.4 by making tier1-agent-gate reliable: serve the gate model with --no-thinking to bound each hybrid-reasoning turn (thinking-on runaway CoT blew the per-agent budget). Pairs with the serial-execution fix (#1356). Validated end-to-end on the Studio: all four Tier-1 agents PASS, no turn >26s, ~6 min total. Re-triggers auto-release with the fixed gate to tag v0.11.4.",
"is_bot": false,
"headline": "chore: bump version to 0.11.4 (#1357)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-31T09:48:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9491cb8fb4e8ff192ec3e2484f9f0642b5a7eee7",
"body": "Ship 0.11.4 by making the self-hosted tier1-agent-gate reliable: run the four Tier-1 agents serially instead of concurrently (#1348 oversubscribed the single GPU). pyproject already at 0.11.4 (#1355); this merge's subject re-triggers auto-release with the fixed gate. Validated end-to-end on the Studio box: claude 273s / codex 133s / hermes 54s / aider 5s, all PASS, 465s total.",
"is_bot": false,
"headline": "chore: bump version to 0.11.4 (#1356)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-31T08:28:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "73867739602748b158700ef66e9d27cc7e13d2eb",
"body": "Release 0.11.4. Publishes accumulated audio/video features (#1340/#1343/#1346/#1347/#1349) plus release-tooling hardening (#1348/#1354) to PyPI. Bumps pyproject 0.11.3 -> 0.11.4.",
"is_bot": false,
"headline": "chore: bump version to 0.11.4",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-31T06:43:03Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a4520b2a3c48472e44d24a0ee77797fd2f9c7c37",
"body": "…et pre-flight (#1354)\n\nThe local release gauntlet (`make release-check-m3`, scripts/release_check_m3.sh)\nran every live-server gate strictly serially and had a recurring \"bumpy release\"\nfailure mode where a concurrent workflow silently corrupted a run. This makes three\nchanges — a pre-flight guard,\n[…]\nl-fast, #1247); G5 stress\nand G9 latency stay SOLO (their verdicts need an uncontended server); G8 parser\nmicrobench stays serial (pure CPU). No engine or shipped code changes — gauntlet\ntooling only.",
"is_bot": false,
"headline": "perf(release): parallelize light correctness gates + harden M3 gauntl…",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-31T06:33:26Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "da8504a1c8009454c1ad3fc24ee11b3f019925b0",
"body": "#1351 (mine, merged 28 seconds after #1349) said the LTX section's\ncheckpoint \"emits synchronized audio alongside the frames, which the\nother two backends do not\". That was true of the pipeline and false of\nwhat the API returns: #1349 added an unconditional _remove_audio_track()\nat the end of the LT\n[…]\nsound. Also says plainly that\nnone of the three backends return audio, so nobody goes looking for it\non Wan or CogVideoX-Fun either.\n\nCo-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "docs(video): LTX does not return audio — #1349 strips it (#1353)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-31T05:14:15Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "a879bccc3f7fd4bdd25981333fb8b7ec5416f888",
"body": "Three things were wrong or missing after 0.11.3:\n\n- The alias count read \"165+ text aliases + 26 audio across 30+ families\".\n 0.11.3 registers 41 audio, and the 8 video aliases were never counted at\n all. Now \"165 text + 41 audio + 8 video aliases, 214 total\".\n- The video section was titled \"LTX-2\n[…]\nized audio — the one thing the other two backends do not do).\n\nVerified: every alias cited in the README resolves in the registries.\n\nCo-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "docs(readme): README still described the 0.11.1 feature set (#1351)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-31T03:36:04Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "37bb90bac0149b12fa56556707f9f6503c18932a",
"body": "* fix: omit silent audio from LTX videos\n\n* fix: use owned temporary video output\n\n* fix: preserve remux errors during cleanup\n\n* fix: preserve LTX output permissions\n\n---------\n\nCo-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>",
"is_bot": false,
"headline": "fix: omit silent audio from LTX videos (#1349)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-31T03:35:36Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "fd807c0c510b30ea659d9f8636b713db930c7dfb",
"body": "* feat: lock VoiceDesign voices with seeds\n\n* fix: isolate VoiceDesign random sampling\n\n* fix: preserve TTSEngine positional arguments\n\n---------\n\nCo-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>",
"is_bot": false,
"headline": "feat: lock VoiceDesign voices with deterministic seeds (#1347)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-31T03:04:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "bcc5e1573cde27b2757d1ba8922183ee10b2a72f",
"body": "…ix cache\n\nThe Tier-1 agent gate (auto-release.yml, self-hosted Studio, 55-minute job) drove\nClaude Code / Codex / Hermes / Aider through the bug-fix task strictly serially,\nso its wall-clock was ~sum of the four agent runs. Two changes cut that without\nweakening the gate:\n\n1. Run the four agents CO\n[…]\n cache), total wall 311s bounded by the slowest agent instead of the sum\nof the four.\n\nRelease-gate tooling only; no product code paths change.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "perf(release): run the four Tier-1 agents concurrently + disable pref…",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-31T02:58:15Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "99520f3f6811abe9edfbbb4105798462aea7395d",
"body": "* feat: configure audio output format\n\n* fix: preserve native audio and validate codecs\n\n* perf: avoid audio conversion object expansion\n\n* fix: preserve native audio duration metadata\n\n* fix: make audio layout contract explicit\n\n---------\n\nCo-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>",
"is_bot": false,
"headline": "feat: configure audio output sample rate and channels (#1346)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-31T00:50:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4b0b600472955b0755c2566892ef658b6f39038c",
"body": "vllm_mlx/audio/aliases.json registers 41 aliases across 12 families.\ndocs/guides/audio.md documented 7 of those families and 28 aliases —\nQwen3-TTS (8), F5-TTS, SenseVoice (2) and Qwen3-ForcedAligner (2) were\nabsent from the alias table, the header bullets and the model tables,\ndespite having shippe\n[…]\nches modes\n\nVerified programmatically: all 41 registry aliases now appear in the\nguide, and all 12 families are named in the header.\n\nCo-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "docs(audio): the guide was missing five whole model families (#1345)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-31T00:30:19Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "93289002fff9b16c90f9a6d7ef651d14a0f39f5a",
"body": "* feat: expose video capability limits\n\n* fix: align advertised Wan sizes with limits\n\n---------\n\nCo-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>",
"is_bot": false,
"headline": "feat: expose video capability limits (#1343)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-31T00:09:34Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ae3d8e9d05d2094fe777366d71109f1b62ec7dfb",
"body": "…out headroom (#1344)\n\nThe Tier-1 agent gate (auto-release.yml) false-negated the 0.11.3 cut 4/4 — not\non a product regression, but on two defects in its own harness.\n\n1. `agents {codex,hermes} --setup` was called without `--base-url`, so setup\n probed the default localhost:8000 (empty in this run\n[…]\n6-35b-8bit @ 0.11.3:\nall four Tier-1 agents (Claude Code, Codex, Hermes, Aider) PASS.\n\nRelease-gate tooling only; no product code paths change.\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(release): agent-smoke hermes/codex --base-url + cold-compile time…",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-31T00:01:40Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "b9bc50bf19ebcb58b0c0c239218ff9233fded70a",
"body": "* feat: expose video motion controls\n\n* fix: preserve video backend defaults\n\n* fix: honor CogVideoX frame controls\n\n* test: cover conditioning strength upload\n\n* fix: validate LTX temporal controls\n\n* test: cover CogVideoX workload ceiling\n\n* fix: make frames the temporal source of truth\n\n---------\n\nCo-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>",
"is_bot": false,
"headline": "feat: expose video motion controls on /v1/videos (#1340)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-30T23:17:57Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ae147252d0616a227d369c407a38833f6f5ce569",
"body": "Cuts the 0.11.3 release (= intended 0.11.2 payload + agent-gate serve-budget fix #1341). Triggers auto-release.yml.",
"is_bot": false,
"headline": "chore: bump version to 0.11.3",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-30T22:15:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "83f2e2e34f0dab97c872c3ffcd1af53c6ecc45b9",
"body": "…d start (#1341)\n\nThe Tier-1 agent gate (auto-release.yml) serves the default 35B hybrid model\n(Qwen3.6-35B-A3B, GatedDeltaNet) into a fresh venv. Its first cold serve on the\nStudio compiles the hybrid GatedDeltaNet Metal kernels, which pushes cold start\nto ~240s — right on the old 240s serve-ready \n[…]\nob timeout with room for\nthe four agent runs. A genuine never-binds hang still fails.\n\nRelease-gate tooling only; no product code paths change.\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(release): widen agent-smoke serve-ready budget for 35B hybrid col…",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-30T22:12:39Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "5d0571db6c9f6b217a16c8322f84ce818c828fa1",
"body": "Cuts the 0.11.2 release (audio + video generation wave + KV-quant/scheduler quality work, 33 commits since v0.11.1). Triggers auto-release.yml.",
"is_bot": false,
"headline": "chore: bump version to 0.11.2",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-30T21:34:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "db05ce1215e95a9b5bc4d2e6216e7e83cc1e7798",
"body": "G12 (scripts/release_check_m3_random.py) reached completion for the first time\nduring the 0.11.2 cut and false-failed — none of the failures a product\nregression (the 0.11.2 range touches no parser/inference code). Two gate\ncalibration defects were surfaced and are fixed here:\n\n- Stale per-round tim\n[…]\nchange. The deeper\nsize-based-eligibility redesign (and the still-in-pool reasoning model\ndeepseek-r1-8b-4bit) is tracked in a follow-up issue.\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(release): calibrate G12 random-coverage gate (#1332)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-30T21:31:19Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "1c0a20b69828e7cd2b627cc9af47b8537fea818f",
"body": "The consolidated `bench --tier harness` step of release_check_m3.sh\nfalse-fails the release gauntlet on the hermes profile in three ways,\nall surfaced during the 0.11.2 cut. None is a product regression.\n\n- test_hermes_code_review ran away past 600s: the open-ended prompt\n drives the 9B gauntlet mo\n[…]\nstays untouched for\n non-gauntlet/standalone callers. Env-overridable.\n\nTest-harness / release-gauntlet only; no production code paths change.\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(release): stabilize G7b hermes gauntlet profile (#1330)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-30T19:43:24Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "03e7341338e97493fd22ca1229454c98ccdf96e2",
"body": "Co-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>",
"is_bot": false,
"headline": "fix(video): bundle CogVideoX runtime (#1329)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-30T17:44:30Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c2878a0f2a1ab5ea91bb2b76b8d5692063d52caf",
"body": "* test(batching): warm concurrent kernel shapes\n\n* test(batching): tolerate subsecond timing noise\n\n---------\n\nCo-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>",
"is_bot": false,
"headline": "test(batching): warm concurrent kernel shapes (#1328)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-30T17:30:32Z",
"body_truncated": false,
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{
"oid": "d114b350ed668b76fa23f90c657419e6a73ce2cf",
"body": "* fix(audio): harden async generation lanes\n\n* fix(audio): satisfy route contract checks\n\n* test(audio): make F5 soundfile fake hermetic\n\n---------\n\nCo-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>",
"is_bot": false,
"headline": "fix(audio): harden async generation lanes (#1327)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-30T17:20:52Z",
"body_truncated": false,
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{
"oid": "8973a004956071a06b1162bb44a78e48dde378cb",
"body": "test_hermes_read_file passed hermes only the file basename, which the\n9B gauntlet model (qwen3.5-9b-4bit) cannot reliably resolve against its\nworking directory. It non-deterministically either asks a clarifying\nquestion and never reads the file (marker absent -> FAIL) or launches an\nagentic file sea\n[…]\n(os.getcwd(), ...))\ninstead of the basename. Still exercises hermes -> read_file tool -> echo\ncontents; only removes path-resolution ambiguity.\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(test): hermes read_file passes absolute path (#1326)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-30T17:15:18Z",
"body_truncated": true,
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{
"oid": "87dca1be70d7bfca7a77c6594037d937d7b6b469",
"body": "Co-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>",
"is_bot": false,
"headline": "fix(video): preserve Python 3.10 core compatibility (#1325)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-30T16:55:30Z",
"body_truncated": false,
"is_coding_agent": false
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{
"oid": "8c16e8aa5516f879c4e30e556ed7e12aeb3a9931",
"body": "…pes (#1324)\n\nThe G0a output-coherence sweep boots each release-fleet model with\n`--no-thinking` and exact-matches a terse golden answer within a small\ntoken budget. `deepseek-r1-32b-4bit` scores 0/6 -- not because it is\nbroken, but because it is a DeepSeek-R1-Distill reasoning model that does\nnot h\n[…]\nptance and integration\ncoverage (the 56-cell matrix is unchanged).\n\nThe flag is retired once the coherence gate is reasoning-aware.\n\nRefs #1323\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(release): exclude DeepSeek-R1 from the coherence sweep in all sco…",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-30T15:45:41Z",
"body_truncated": true,
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{
"oid": "5533791cc76353a021bbe985e378933d33f9857d",
"body": "…ons (#1317)\n\nRebase of feat/align-route-hardening onto main (afe41c41), resolving the\noverlap with #1299 (word-timestamps) and #1301 (in-place alignment):\n\n- `_run_stt_request` is now ASR-only. Its former in-place `align()`\n branch is deleted; forced alignment is dispatched separately by\n `create\n[…]\ntask-cancellation shutdown sweeps and absorbs\n repeated cancels.\n- ci.yml apple-silicon allowlist gains test_forced_alignment_route_hardening.\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(audio): harden the forced-alignment lane on /v1/audio/transcripti…",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-30T15:08:58Z",
"body_truncated": true,
"is_coding_agent": true
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{
"oid": "08a9eaeaf8ea102474856e8339a03aa8b54015fa",
"body": "Co-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>",
"is_bot": false,
"headline": "feat(video): add Wan 2.1 and 2.2 generation (#1322)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-30T14:36:31Z",
"body_truncated": false,
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},
{
"oid": "afe41c41dddf77dc28b0afb96470c71dca732e7c",
"body": "…ls [skip-version-bump] (#1319)\n\n* fix(cli): stop weightless-stub notice mis-firing on cached video models [skip-version-bump]\n\n`rapid-mlx serve <video-alias>` printed a false \"config cached but its\nmodel weights are missing — serving will start by downloading the missing\nweights first\" on EVERY sta\n[…]\nrectory-named component and symlink-to-directory component both\nstay stubs.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(cli): stop weightless-stub notice mis-firing on cached video mode…",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-30T06:11:03Z",
"body_truncated": true,
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{
"oid": "b410fe0ac627ece6305f57aecaaad7707beab645",
"body": "…ion-bump] (#1321)\n\n`tests/test_model_sizes.py::test_every_audio_alias_has_a_manifest_entry`\nis RED on `main` — a release blocker. The IndexTTS zero-shot voice\ncloning aliases (#1318) point at `mlx-community/IndexTTS-1.5` but the\nsize manifest was never regenerated, so the audio-alias coverage test\n\n[…]\n interpreter) at its sorted\nposition — the exact value + placement `gen_model_sizes.py` would\nproduce. One-line diff; no other entries touched.\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(models): add IndexTTS-1.5 to model_sizes.json manifest [skip-vers…",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-30T06:08:50Z",
"body_truncated": true,
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{
"oid": "0090a392c7b996749d97f02eea9fc5270b1ba422",
"body": "…] (#1320)\n\nThe Kokoro espeak self-test repair (#1312/#1314) added RAPID_MLX_ESPEAK_LIB\nand RAPID_MLX_ESPEAK_DATA path-override knobs to audio/probe.py but never\nallowlisted them in ALLOWED_RAPID_MLX_ENV_VARS, leaving\ntest_no_routing_shaped_rapid_mlx_env_vars RED on main (a release blocker).\n\nThese \n[…]\nelf-test — they never select a model, parser, or routing tier. Allowlist\nthem with a comment per the test's own guidance for non-routing knobs.\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "test: allowlist RAPID_MLX_ESPEAK_LIB/DATA env vars [skip-version-bump…",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-30T05:58:31Z",
"body_truncated": true,
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{
"oid": "125945cd04bcf4a1f8af626502d6765a7120c032",
"body": "Co-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>",
"is_bot": false,
"headline": "feat(audio): add IndexTTS zero-shot voice cloning (#1318)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-30T05:27:46Z",
"body_truncated": false,
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{
"oid": "e0f37a6107c9536b4d925813f3cc337858387861",
"body": "`main` has carried `MusicEngine` and the vendored Stable Audio 3 tree since\n#1307, but with no HTTP surface: the only way to reach text→music was to\nimport the class. This adds the route, ported from PR #1300 (which landed on\nthe now-retired `mvp/content-farm-local` branch and never reached `main`).\n[…]\ning from the same\nsource PR is a separate change against the same file.\n\nCo-authored-by: Raullen Chai <nextmindsfoundation@gmail.com>\nCo-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(audio): expose MusicEngine over HTTP — POST /v1/audio/music (#1316)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-30T05:07:09Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "5ef40e850dfaccfad94195d99637a6dc1ec18d6d",
"body": "…version-bump] (#1299)\n\nWhy: this is the STT/captions lane of the audio-POC absorption. The\ncontent-farm automation tier needs OpenAI-compatible caption/subtitle\nplumbing — word-level timings let downstream tooling build karaoke-style\ncaptions and precise subtitle cuts without a second forced-alignm\n[…]\non-empty, monotonic `words[]` with\nexactly `{word, start, end}` keys. `scripts/dev_test.py unit`,\n`ruff check`, and `ruff format --check` pass.\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(audio): word-level timestamps on /v1/audio/transcriptions [skip-…",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-30T04:56:42Z",
"body_truncated": true,
"is_coding_agent": true
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{
"oid": "394e5cc731e3949474e494270e4b1f6838db35ad",
"body": "Co-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>",
"is_bot": false,
"headline": "fix video upload body-limit response (#1315)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-30T04:32:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1ac339113d8687b61ad932dd63b69efc23eb8c98",
"body": "…-out [skip-version-bump] (#1314)\n\n* fix(audio): harden Kokoro espeak probe against 500s + candidate crowd-out [skip-version-bump]\n\nFollow-up to #1312. Two robustness gaps in the espeak readiness probe:\n\n1. _probe_espeak_readiness could let unexpected exceptions from\n _discover_system_espeak (file\n[…]\n false negative.\n\nTests reworked: anti-diagonal order, sweep iterates all candidates, malformed\ncandidate skipped, single-data covers all libs, single-lib covers all data,\nproduct truncated to budget.",
"is_bot": false,
"headline": "fix(audio): harden Kokoro espeak probe against 500s + candidate crowd…",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-30T03:43:57Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "0605a71829f25da3aad2d5070219635977bde93d",
"body": "* feat(video): add experimental CogVideoX-Fun backend\n\n* fix(video): address CogVideoX review findings\n\n* fix(video): clean partial CogVideoX outputs\n\n* test(video): cover CogVideoX worker boundaries\n\n* fix(video): bound CogVideoX worker shutdown\n\n* fix(video): clean cancelled CogVideoX results\n\n---------\n\nCo-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>",
"is_bot": false,
"headline": "feat(video): add experimental CogVideoX-Fun backend (#1313)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-30T03:41:50Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9b82423c9f7a8b9f704051b862f2a00b04823682",
"body": "…skip-version-bump] (#1312)\n\nOn a fresh `pip install 'rapid-mlx[audio]'`, the espeak-ng dylib shipped by\n`espeakng-loader` can fail to locate its `espeak-ng-data` (the compiled data\npath points at the wheel's CI build dir). misaki's English G2P falls back to\nespeak for out-of-dictionary words, so th\n[…]\nst\n`RemoteDisconnected`-crashed the server; post-fix it returns valid 24 kHz\naudio and the server survives. New hermetic tests cover bundled-ok,\nsystem-repair, and unfixable-503 branches plus caching.",
"is_bot": false,
"headline": "fix(audio): repair Kokoro espeak G2P instead of crashing the worker […",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-30T03:15:14Z",
"body_truncated": true,
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},
{
"oid": "65e3f3a1ef0f775c9e76606b30e353dc8c4ef486",
"body": "…udio 3) [draft POC] (#1307)\n\n* feat(audio): MusicEngine — local text-to-music via vendored MLX Stable Audio 3\n\nThird audio lane alongside TTSEngine/STTEngine: text->music/SFX, fully local on\nApple Silicon. Vendors Stability's official torch-free MLX Stable Audio 3\n(vllm_mlx/audio/sa3/, +680K source\n[…]\nns (e.g. 0.003s) to 0.00 (empty\n clip). Add regression tests for both.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(audio): MusicEngine — local text-to-music (vendored MLX Stable A…",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-30T00:35:54Z",
"body_truncated": true,
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{
"oid": "19ae69b89617bc6a19f41a1f7fa5aeb58a52fa29",
"body": "…gn) (#1309)\n\nAdd the VoiceDesign sibling of the qwen3_tts family: the voice is authored\nin natural language via the OpenAI instructions field (mapped to mlx_audio's\nmandatory generate_voice_design instruct arg) instead of a named speaker.\nVoiceDesign checkpoints reuse the qwen3_tts loader/generate \n[…]\nariant detection, mandatory-instruct forwarding + fallback,\n and the describe voice surface on engine and route\n\nNo version bump.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(audio): Qwen3-TTS VoiceDesign (natural-language voice/style desi…",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-30T00:13:37Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "46bc30e643361d07b420229b662e63321956cfbd",
"body": "…licit paths (#1310)\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(pr_validate): pass --force-exclude so ruff honors excludes on exp…",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-30T00:02:02Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "7e358d75cb65662b20024f568aed259856fddcaf",
"body": "* feat(audio): SenseVoice Chinese STT family [draft POC]\n\nAdd the FunAudioLLM SenseVoice Small model as a new STT family alongside\nWhisper (multilingual) and Parakeet (English), giving Chinese/Asian ASR a\ndedicated fast option. SenseVoice is a ~234M non-autoregressive CTC model\n(strong on zh/yue/ja/\n[…]\nct\n\n* test(audio): cover SenseVoice metadata override\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\nCo-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>",
"is_bot": false,
"headline": "feat(audio): add MLX-native SenseVoice STT (#1308)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-29T23:37:08Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "ed7871d8d948dd78b08387e9eabb495f371bc357",
"body": "…ce cloning [skip-version-bump] (#1303)\n\nExposes Chatterbox's exaggeration (emotion/intensity) knob + zero-shot ref_audio cloning end-to-end over POST /v1/audio/speech: adds the exaggeration request field (bounded, Chatterbox-only), forwards it and ref_audio through a dedicated chatterbox engine branch (never leaks voice/speed/lang_code), and admits Chatterbox to the clone-capability gate. Codex CLEAN; pr_validate MERGE-SAFE; merged result re-ran full unit gate green.",
"is_bot": false,
"headline": "feat(audio): Chatterbox expressiveness (exaggeration) + zero-shot voi…",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-29T23:01:25Z",
"body_truncated": false,
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},
{
"oid": "927ae4aacb7771bcf2cff1fe0042121f1a5bb51f",
"body": "…downmix, channel bound) (#1304)\n\nAddresses PR #1297 codex review findings on the merged F5-TTS path plus\nhardening surfaced during review. No version bump.\n\n- Silent/near-silent reference: the RMS-normalization step\n `aud * TARGET_RMS / rms` divides by ~0 (NaN/inf) or amplifies noise to\n full sca\n[…]\nmory\nio.BytesIO (no predictable temp path), and speed is already wired into\nestimated_duration() and self.model.sample(speed=...).\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(audio): harden F5-TTS _generate_f5 (silent-ref RMS floor, stereo …",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-29T22:54:43Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "ac395408269fe5c90a92ac569b7323f3e5c6d4c2",
"body": "…-bump] (#1301)\n\nForced alignment (audio + KNOWN transcript -> per-character start/end times) via Qwen3-ForcedAligner, exposed over POST /v1/audio/transcriptions with an optional 'text' field (dispatches to align() for aligner models; back-compat transcribe path unchanged). Segments flow through exi\n[…]\ne_json/srt/vtt serializers. Guards fail fast (aligner-without-text, text-vs-non-aligner) before upload drains. Codex CLEAN; pr_validate MERGE-SAFE; merged result re-ran unit gate green (14296 passed).",
"is_bot": false,
"headline": "feat(audio): forced-alignment STT (Qwen3-ForcedAligner) [skip-version…",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-29T22:37:23Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "d9a2c5b8059c9da108b1faaae0a986ce2e7fc3f7",
"body": "…p] (#1305)\n\nZero-shot Chinese/multilingual voice cloning via Qwen3-TTS Base, wired end-to-end through POST /v1/audio/speech (ref_audio + ref_text inline base64). Adds route clone-capability gating, model_sizes manifest entry, and full HTTP-path tests. Codex CLEAN; pr_validate MERGE-SAFE.",
"is_bot": false,
"headline": "feat(audio): Qwen3-TTS Base zero-shot voice cloning [skip-version-bum…",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-29T22:27:32Z",
"body_truncated": false,
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},
{
"oid": "2cfa146686a4a0e4fa6d2b127c5e94062ac2a9e1",
"body": "## Why\nThe `voxcpm` alias (`mlx-community/VoxCPM1.5`) advertised \"Chinese/English\nhigh-quality TTS\", but empirically the current MLX port is broken for\nChinese: Chinese input produces Thai-script gibberish plus long runaway\ngeneration. The registry therefore steered users toward a language path\nthat\n[…]\n structured metadata / needs model weights + eval path).\n\n## AI-assisted\nThis change was drafted and validated with AI assistance.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(audio): de-advertise broken voxcpm Chinese support (#1302)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-29T22:21:32Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "3529e39495fb341fb4ddae3ffaf346d909316c30",
"body": "* feat(video): add MLX-native LTX-2.3 generation\n\n* fix(video): serialize jobs without executor starvation\n\n* fix(video): harden job cleanup and cancellation\n\n* fix(video): make queue lifecycle cancellation-safe\n\n* fix(video): detach cleanup from cancellation\n\n* fix(video): bound generation workload\n[…]\no): accept OpenAI 720p sizes\n\n* fix(video): bound ffmpeg crop time\n\n* fix(video): guard multipart admission before parsing\n\n---------\n\nCo-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>",
"is_bot": false,
"headline": "feat(video): add MLX-native LTX-2.3 generation (#1298)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-29T22:04:43Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "59f44d2e30ff560ca5974f18082eb1ce743f73e3",
"body": "* feat(audio): wire F5-TTS (pure-MLX) — Chinese expressive TTS + zero-shot cloning\n\nFills the Chinese expressive/cloneable-TTS gap the demo probe surfaced (Qwen3-TTS\nis clear-but-flat, Chatterbox English-only, IndexTTS/CosyVoice don't load).\nf5-tts-mlx is a standalone PURE-MLX package (no torch) — E\n[…]\nim batched F5 output correctly\n\n* fix(audio): bound F5 reference decoding\n\n* test(audio): pin decoded F5 waveform contract\n\n---------\n\nCo-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>",
"is_bot": false,
"headline": "feat(audio): wire F5-TTS Chinese cloning (#1297)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-29T19:59:18Z",
"body_truncated": true,
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{
"oid": "2c6847127cb05b6531aaaffb2e52418c23d533e0",
"body": "…ersion-bump] (#1296)\n\nTwo P3 loose ends found dogfooding main:HEAD (0.11.1 → all 24 PRs since 0.11.1).\n\n#1294 — scripts/kv_quant_quality_gate.py crashed with a raw mlx ValueError when\na model's head_dim was not divisible by the requested KV-quant group size (the\ndefault 64 vs Phi-3's head_dim=96), \n[…]\n to the on-macOS chip detection (already via\nthe sysctl fallback). Advisory tooling only. Regression tests pin both.\n\nCloses #1294\nCloses #1295\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: kv-quant gate head_dim guard + chip_tier dangling import [skip-v…",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-29T17:35:27Z",
"body_truncated": true,
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{
"oid": "668d47a7b0cec0a1cfe85cf999b5807018d0455b",
"body": "…ump] (#1293)\n\nCloses #1286. Adds a Size column to `rapid-mlx models` (text+audio) and a Download-size line to `rapid-mlx info <alias>`, sourced from a checked-in model_sizes.json manifest (offline, instant). Codex 0/0/0; full CI green.",
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"headline": "feat(cli): show model download size in models listing [skip-version-b…",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-29T15:05:31Z",
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"oid": "e1878506a5df0f613e9340d252bc84a12e8445ff",
"body": "* Remove legacy branding from public surfaces\n\n* Preserve benchmark and upstream provenance\n\n* Limit branding guard to public text files\n\n---------\n\nCo-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>",
"is_bot": false,
"headline": "Remove legacy branding from public surfaces (#1292)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-29T14:11:15Z",
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"oid": "7f38e696ae2142037c548a79b6b0adf986a164f5",
"body": "Co-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>",
"is_bot": false,
"headline": "refactor: remove unused cloud routing (#1290)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-29T05:08:45Z",
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"oid": "46beeab6ee85be3ddf8c3370f76c2df474793794",
"body": "…ier [skip-version-bump] (#1289)\n\n* feat(quality): KV-quant differential quality gate + chip-tier classifier [skip-version-bump]\n\nAbsorb-list #4 + #5. Advisory (measure-first), offline, model-download-free.\n\n#4: scripts/kv_quant_quality_gate.py runs the SAME model twice on the SAME\nprompts (bf16-KV \n[…]\n to True.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(quality): KV-quant differential quality gate + chip-tier classif…",
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"committed_at": "2026-07-29T04:57:03Z",
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"oid": "84ffef0753b55a521efdfa01ad84b3860beadfb4",
"body": "Co-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>",
"is_bot": false,
"headline": "refactor: remove unused vLLM platform prototype (#1288)",
"author_name": "Raullen Chai",
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"committed_at": "2026-07-29T04:01:16Z",
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"oid": "541b5b3225061912e7436bf4d483590316d57dde",
"body": "* feat(audio): add Qwen3-TTS CustomVoice with emotion control\n\nWire Alibaba's Qwen3-TTS 1.7B CustomVoice into the TTS lane. It ships\nmultilingual predefined speakers (Chinese: Vivian/Serena/Uncle_Fu/Dylan/\nEric, English: Ryan/Aiden) and — unlike the existing Kokoro/VibeVoice/etc\nfamilies — supports \n[…]\nith a separate CustomVoice-accepted case (codex).\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(audio): add Qwen3-TTS CustomVoice with emotion control (#1287)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-29T03:35:08Z",
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"oid": "c45666a2a51d7508302b6ded75160a9001e5b879",
"body": "…rim-lie [skip-version-bump] (#1285)\n\nClose two latent correctness gaps in prefix-cache reuse gating, plus a\nsibling instance in the legacy trie cache. All are defense-in-depth: no\nreachable class is in aliases.json, and the fix has ZERO behavior change\nfor currently-supported models.\n\nGAP 1 (produc\n[…]\ns so allowlist drift or an mlx_lm rename of the one\nhostable class is caught.\n\nCo-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(cache): lock sliding-window prefix reuse against ChunkedKVCache t…",
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"author_login": "raullenchai",
"committed_at": "2026-07-29T03:34:29Z",
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"oid": "3ae9eb54128a5e3fb4fdb5c898a3d5cc4da07937",
"body": "* fix(cli): ship official rmlx short command\n\n* fix(installer): expose rmlx on PATH\n\n---------\n\nCo-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>",
"is_bot": false,
"headline": "fix(cli): ship official rmlx short command (#1284)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-29T00:31:15Z",
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"oid": "80ec3c30e55eb3408f7464941b56f41cad1656f7",
"body": "* feat(scheduler): architecture-aware per-token KV byte estimate (skip-version-bump)\n\nRoute the D-METAL-CAP admission projection through a new pure-function KV\nfootprint estimator (`vllm_mlx/kv_estimation.py`) that classifies each layer\ninstead of counting every layer as a full-growth attention laye\n[…]\nallback).\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(scheduler): architecture-aware per-token KV byte estimate (#1276)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-28T22:53:25Z",
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"oid": "decad552d261b01ea3862ee45c8bcd8697b580b2",
"body": "…Connectors 0 tools) (#1281)\n\n* fix(mcp): handle mcp 1.x→2.0 camelCase→snake_case model attr rename\n\nmcp 2.0 renamed InitializeResult/Tool/CallToolResult Python attributes from\ncamelCase to snake_case (camelCase kept only as a serialization alias). The\ndev/CI env pins mcp 1.x, but a fresh sidecar bu\n[…]\noreply@anthropic.com>\n\n* fix(mcp): cover chat runtime SDK 2 fields\n\n---------\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>\nCo-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>",
"is_bot": false,
"headline": "fix(mcp): handle mcp 1.x→2.0 camelCase→snake_case model attr rename (…",
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"author_login": "raullenchai",
"committed_at": "2026-07-28T22:32:24Z",
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{
"oid": "12c5b9b13e7db0e21bc9f02430dc3da3112fcfa9",
"body": "* docs: RELEASE.md + emergency force_release escape hatch\n\n- RELEASE.md at repo root documents the full pipeline for colleagues: how to\n cut a release (merge a version-bump commit), the detect -> tier1-agent-gate\n -> release flow, the self-hosted Studio runner (+ security model), what to do\n when\n[…]\nforced path unless GITHUB_REF == refs/heads/main.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "docs: RELEASE.md + emergency force_release escape hatch (#1283)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-28T22:13:55Z",
"body_truncated": true,
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"oid": "52fbcdc0ace7ebf0a314edb85aeb50519b2c1957",
"body": "* fix(mllm): accept mlx-vlm native KV caches\n\n* test(mllm): exercise missing vision dependency\n\n---------\n\nCo-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>",
"is_bot": false,
"headline": "fix(mllm): accept mlx-vlm native KV caches (#1277)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-28T22:13:27Z",
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"oid": "f3ed3225092dfbcc2cc79ae077b58fa713a175f8",
"body": "…ate) (#1282)\n\nSplit auto-release.yml into detect -> tier1-agent-gate -> release. The release\njob now `needs: [tier1-agent-gate]`, so a version bump cannot tag/publish\nunless the four Tier-1 agents (Claude Code / Codex / Hermes / Aider) re-verify\ngreen on the self-hosted Apple-Silicon runner (the St\n[…]\n on the Studio runner via the manual\nagent-gate.yml (#1280). The gate-blocks-release path exercises on the next\nreal version bump.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "ci(release): gate auto-release on Tier-1 agent smoke (Phase 2, hard g…",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-28T22:00:52Z",
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"oid": "20237227a644da004c9c736da98ed27e5389d32a",
"body": "…(#1280)\n\n* ci: Tier-1 agent gate on self-hosted Apple Silicon (Phase 1, manual)\n\nRe-verify the 4 Tier-1 (flagship) agents — Claude Code, Codex, Hermes, Aider\n— end-to-end against a real local model on Apple Silicon. GitHub-hosted\nrunners structurally cannot do this (no Metal, no weights, no agent b\n[…]\nadroom; a passing run still finishes in ~5-8 min.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "ci: Tier-1 agent gate on self-hosted Apple Silicon (Phase 1, manual) …",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-28T21:42:19Z",
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"oid": "2ca0c22ede18461ce2544577934d51330c559c21",
"body": "…-2 (#1278)\n\nThe website integration matrix now distinguishes 4 Tier-1 agents from the\nrest, but the README branded all 11 as 'Tier-1 Support', so the two\nsurfaces contradicted each other. Reframe:\n- '## Tier-1 Support' -> '## Agent Support'; '#tier-1-support' anchor\n reference updated to '#agent-s\n[…]\nrdian per wire); the other seven are Tier-2 (matrix\n wire-verified, on-demand). Keeps the '11 wire-verified every release' claim.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "docs(readme): reconcile agent tiers — 11 supported, 4 Tier-1 + 7 Tier…",
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"author_login": "raullenchai",
"committed_at": "2026-07-28T20:15:00Z",
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"oid": "f17290e9b1ebdf14597d0ba964e3c41b550719d3",
"body": "Co-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>",
"is_bot": false,
"headline": "test(auth): harden route success assertions (#1275)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-28T17:46:58Z",
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"oid": "9bddf755a637caed96a62d10fabce0231f4da45c",
"body": "Co-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>",
"is_bot": false,
"headline": "docs(patches): require production-path install tests (#1274)",
"author_name": "Raullen Chai",
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"committed_at": "2026-07-28T17:43:37Z",
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"oid": "793ee446c10395dde8783e26394b8bf4ec01ee96",
"body": "…vation funnel, #1272) (#1273)\n\nLights up the `/admin` activation funnel's last pending stage (\"Server\nfirst run\") and makes the first-run wizard's contribution attributable.\nBoth new fields are session METADATA booleans on `session_start` — derived\nfrom session context, never from a prompt or gener\n[…]\netry-worker\nrollup of distinct first_session/day, then landing `/admin` flips the stage\npending→live with a liveKey.\n\nCloses #1272\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(telemetry): first_session + auto_selected on session_start (acti…",
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"author_login": "raullenchai",
"committed_at": "2026-07-28T17:37:09Z",
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"oid": "3b994a4b96ba838b67d84f04a11180fe3ddb6837",
"body": "…271)\n\n* harden API key comparisons\n\n* test skip auth imports without MLX\n\n---------\n\nCo-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>",
"is_bot": false,
"headline": "fix(auth): reject malformed API keys without timing short-circuit (#1…",
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"committed_at": "2026-07-28T17:05:14Z",
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"oid": "594a4754b16ec93e5b83991edd5e5b78efb4219c",
"body": "* fix MTP runtime status display\n\n* test skip MTP status check without MLX\n\n* fix explicit MTP status for unknown profiles\n\n---------\n\nCo-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>",
"is_bot": false,
"headline": "fix(mtp): show explicit runtime mode in profile summary (#1270)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-28T16:49:45Z",
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"oid": "47f285f7d189c644dc6bcfb7b1f72a39d4dfb4db",
"body": "Co-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>",
"is_bot": false,
"headline": "fix doctor audio version check (#1269)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-28T16:43:05Z",
"body_truncated": false,
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{
"oid": "36b9bb98901bf3b06ca886bd1d800023156fca14",
"body": "Exclude only generated random IDs from the caller-agent privacy scan so UUID substrings cannot cause false failures while the rest of the telemetry envelope remains covered.",
"is_bot": false,
"headline": "test(telemetry): scope caller-agent leak assertion (#1268)",
"author_name": "Raullen Chai",
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"committed_at": "2026-07-28T15:31:38Z",
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"oid": "67f0e34c253aa5e5f9d0125227e890d9ce00fb0d",
"body": "Move per-entry persistence detail to DEBUG while keeping concise save/load summaries at INFO.\n\nCloses #1257.",
"is_bot": false,
"headline": "fix(cache): summarize prefix persistence logs (#1267)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-28T15:24:43Z",
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"oid": "798dd1f05cf6284eee0bb5a840c0b38ea854a140",
"body": "…laky) (#1232)\n\nEliminate a random UUID substring false positive in the telemetry leak test while keeping the assertion scoped to the user-derived session payload.",
"is_bot": false,
"headline": "fix(telemetry): scope session_start leak check to session sub-dict (f…",
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"body": "Co-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "chore: bump version to 0.11.1 (#1265)",
"author_name": "Raullen Chai",
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"committed_at": "2026-07-28T05:27:41Z",
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"is_bot": false,
"headline": "test(release): restore benchmark baselines (#1264)",
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"committed_at": "2026-07-28T04:01:24Z",
"body_truncated": false,
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"oid": "ae89aac6b2af434f869b0439769243a98378dd3e",
"body": "…rs (#1263)\n\nFirst-impression cold-start polish (batched into the pending 0.11.1; skip-version-bump).\n\n## What\n- **P1 — dead air.** A `⠋ Resolving <model> …` spinner now covers the ~3.4s of\n silent HF round-trips (download-gate size probe + disk-space check + mirror\n metadata + catalog fetch) befo\n[…]\nic regression test. The e2e test was also rewritten to assert the real\nsuppress-progress discrimination without forcing feature support.\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)",
"is_bot": false,
"headline": "fix(first-run): kill cold-start dead air + mute leaked HF progress ba…",
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"committed_at": "2026-07-28T00:05:35Z",
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"is_bot": false,
"headline": "feat(release): centralize fleet coverage (#1262)",
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"committed_at": "2026-07-27T23:26:13Z",
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"oid": "e94059cdf1fb1f4902ba41483fae3bee3deea004",
"body": "…uick Start step (#1261)\n\nTwo Quick Start changes, both aligning the README with the rest of the\nproduct's touchpoints:\n\n1. Flip step 1 to lead with the `curl … install.sh | bash` one-liner\n (recommended), Homebrew second. The website hero and /download page\n both already lead with curl — it's t\n[…]\n\n (claude-code preferred); this brings the README to parity so the\n 60-second path ends at a working, fully local Claude Code.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "docs(readme): curl-first install + first-class \"launch claude-code\" Q…",
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"author_login": "raullenchai",
"committed_at": "2026-07-27T22:45:19Z",
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"oid": "b56871c0d35e000a19bb7324da85b37adca9f635",
"body": "…260)\n\n* fix(first-run): silence HF unauthenticated-download advisory (#3)\n\nhuggingface_hub logs a server-sent X-HF-Warning header (\"You are sending\nunauthenticated requests to the HF Hub. Please set a HF_TOKEN ...\") at\nWARNING level from huggingface_hub.utils._http on the first anonymous\nfile downl\n[…]\nible (1).\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(first-run): silence HF unauthenticated-download advisory (#3) (#1…",
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"committed_at": "2026-07-27T19:46:53Z",
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"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "branch_protection",
"name": "Branch-Protection",
"detail": "branch protection not enabled on development/release branches",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "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 0/30 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 11 contributing companies or organizations",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "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 28 issue activity found in the last 90 days -- score normalized to 10",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 2",
"points": 1,
"status": "partial",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is not run on all commits -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "5 out of the last 5 releases have a total of 5 signed artifacts.",
"points": 6,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 6.8,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "0 existing vulnerabilities detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "exceptional",
"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"
],
"commit_weight_rule": {
"min_commits": 50,
"min_commit_share": 0.1
},
"review_only_matches": 0,
"below_threshold_exposures": [],
"assessed_self_published_locations": 15
},
"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": 54,
"weight": 0.04,
"metrics": [
{
"key": "ai_agent_context",
"band": "weak",
"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": [
{
"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": "moderate",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 63,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [],
"has_dockerfile": false,
"typed_language": false,
"bootstrap_files": [
"Makefile",
"mise.toml"
],
"has_devcontainer": false,
"has_linter_config": true,
"typecheck_configs": [],
"agent_commit_share": 0.38,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": "Makefile, mise.toml",
"points": 18,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "Makefile, mise.toml"
}
}
],
"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": "38 of the last 100 commits agent-authored or agent-credited",
"points": 10,
"status": "met",
"details": [
{
"code": "agent_authored_commits",
"params": {
"count": 38,
"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 2",
"points": 2,
"status": "partial",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "moderate",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 51,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 404100,
"source_files_sampled": 897,
"oversized_source_files": 61
},
"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": "61/897 source files over 60KB",
"points": 51.3,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 897,
"oversized": 61
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "moderate",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 60,
"inputs": {
"example_dirs": [
"examples"
],
"has_mcp_signal": true,
"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": 20,
"status": "met",
"details": [],
"max_points": 20
},
{
"key": "runnable_examples",
"name": "Runnable examples",
"detail": "examples",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "examples"
}
}
],
"max_points": 40
}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
}
],
"metrics_version": "2.2.0"
},
"warnings": [
"Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
"GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository",
"deps.dev does not index pypi:rapid-mlx@0.11.6; advisories assessed against the repository dependency graph instead"
],
"report_type": "repository",
"generated_at": "2026-08-02T03:25:43.520121Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/r/raullenchai/Rapid-MLX.svg",
"full_name": "raullenchai/Rapid-MLX",
"license_state": "standard",
"license_spdx": "Apache-2.0"
}
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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 v2.2.0, schema v0.27.0 — full methodology · metrics wiki.
