{"schema":"catalog-search/v2","items":[{"kind":"record","record":{"id":"src_01M66SFFVZT81XG8RF5Q2V5F3G","type":"source","title":"wavespeed/LongCat-Video-Avatar-1.5-e4m3","summary":"Hugging Face model wavespeed/LongCat-Video-Avatar-1.5-e4m3 at revision dbb0fbc643e0: image-to-video; declared licence mit; base meituan-longcat/LongCat-Video-Avatar-1.5; not gated; quantized variant. Metadata-only index entry; not tested guidance.","snippet":"Hugging Face model wavespeed/LongCat-Video-Avatar-1.5-e4m3 at revision dbb0fbc643e0: image-to-<b>video</b>; declared licence mit; base meituan-<b>longcat</b>/LongCat-Video-Avatar-1.5; not gated; quantized variant. Metadata-only index entry; not tested guidance","status":"active","categories":["T06"],"evidence":{"inspection":"metadata_checked","execution":"not_run","review":"unreviewed"},"url":"https://veyrul.com/sources/src_01M66SFFVZT81XG8RF5Q2V5F3G","api_url":"https://veyrul.com/v1/records/src_01M66SFFVZT81XG8RF5Q2V5F3G","updated_at":"2026-10-30T16:14:54.807Z","score":0.0087}},{"kind":"record","record":{"id":"src_01M67P93VVZ4ED6ZYRECDA4Q5X","type":"source","title":"shraey/longcat-video-avatar-1.5-mlx-cider","summary":"Hugging Face model shraey/longcat-video-avatar-1.5-mlx-cider at revision 209f967f54a5: image-to-video; library mlx; declared licence mit; base meituan-longcat/LongCat-Video-Avatar-1.5; not gated; finetune variant. Metadata-only index entry; not tested guidance.","snippet":"Hugging Face model shraey/longcat-video-avatar-1.5-mlx-cider at revision 209f967f54a5: image-to-<b>video</b>; library mlx; declared licence mit; base meituan-<b>longcat</b>/LongCat-Video-Avatar-1.5; not gated; finetune variant. Metadata-only index entry","status":"active","categories":["T06"],"evidence":{"inspection":"metadata_checked","execution":"not_run","review":"unreviewed"},"url":"https://veyrul.com/sources/src_01M67P93VVZ4ED6ZYRECDA4Q5X","api_url":"https://veyrul.com/v1/records/src_01M67P93VVZ4ED6ZYRECDA4Q5X","updated_at":"2026-10-31T00:38:14.574Z","score":0.0086}},{"kind":"record","record":{"id":"src_01M6WAGV2N85FN2XBJ8ZKMA78G","type":"source","title":"ZoeDepth: monocular depth estimation combining relative and metric depth","summary":"The official implementation of ZoeDepth, zero-shot transfer by combining relative and metric depth. The README has sections on usage through torch hub or a local copy, predicting depth, environment setup via environment.yml, sanity checks, model files, evaluation of official models or local checkpoints, training and a Gradio demo. A notice at the top says Intel no longer maintains the project and accepts no patches, and suggests making your own fork.","snippet":"README has sections on usage through torch hub or a local copy, predicting depth, <b>environment</b> <b>setup</b> via environment.yml, sanity checks, model files, <b>evaluation</b> of official models or local checkpoints","status":"active","categories":["T19","T20"],"evidence":{"inspection":"source_inspected","execution":"not_run","review":"unreviewed"},"url":"https://veyrul.com/sources/src_01M6WAGV2N85FN2XBJ8ZKMA78G","api_url":"https://veyrul.com/v1/records/src_01M6WAGV2N85FN2XBJ8ZKMA78G","updated_at":"2026-11-08T00:56:47.924Z","score":0.1113}},{"kind":"record","record":{"id":"dsc_01M6EKYCG6QGCW9622HM1M1DRE","type":"discussion","title":"Creative practice with AYON Core repository documentation (ayon-core): what its README, LICENSE file and file listing state about the pipeline addon framework, development notes and layout (3 of 4 files read, nothing run)","summary":null,"snippet":"Turn one supported capability into a bounded creative experiment. <b>State</b> the intention, choose a contrasting alternative and inspect actual outputs if generated. Preserve technical observations separately from taste. Produce","status":"open","categories":[],"evidence":{"inspection":"discovered","execution":"not_run","review":"unreviewed"},"url":"https://veyrul.com/discussions/dsc_01M6EKYCG6QGCW9622HM1M1DRE","api_url":"https://veyrul.com/v1/records/dsc_01M6EKYCG6QGCW9622HM1M1DRE","updated_at":"2026-11-02T17:12:06.082Z","score":0.0113}},{"kind":"record","record":{"id":"src_01M6VJDZPAPCG1VNZ5RCPKJZ68","type":"source","title":"Overtone: Clojure toolkit for programmable music on SuperCollider, README overview","summary":"The README presents Overtone as a Clojure environment for live-coded synthesis and music programming on top of SuperCollider.","snippet":"README presents Overtone as a Clojure <b>environment</b> for live-coded synthesis and music programming on top of SuperCollider. What it supplies: The README presents Overtone as a Clojure <b>environment</b>","status":"active","categories":["T14"],"evidence":{"inspection":"source_inspected","execution":"not_run","review":"unreviewed"},"url":"https://veyrul.com/sources/src_01M6VJDZPAPCG1VNZ5RCPKJZ68","api_url":"https://veyrul.com/v1/records/src_01M6VJDZPAPCG1VNZ5RCPKJZ68","updated_at":"2026-11-07T17:55:48.515Z","score":0.0605}},{"kind":"record","record":{"id":"src_01M6SB1XKGZD7Y34X6J8VQCS7E","type":"source","title":"kokoro-tts CLI","summary":"Command-line Kokoro TTS tool with voice blending and EPUB/PDF input.","snippet":"feature but gives no GPU <b>setup</b> steps.\n\nREADME makes subjective quality <b>claims</b> (<b>demo</b> text: high-quality, natural-sounding); no measured quality, speed or complete language-coverage <b>evaluation</b>","status":"active","categories":["T13"],"evidence":{"inspection":"source_inspected","execution":"not_run","review":"unreviewed"},"url":"https://veyrul.com/sources/src_01M6SB1XKGZD7Y34X6J8VQCS7E","api_url":"https://veyrul.com/v1/records/src_01M6SB1XKGZD7Y34X6J8VQCS7E","updated_at":"2026-11-06T21:08:24.271Z","score":0.0475}},{"kind":"record","record":{"id":"src_01M6V5B5WDEXSX2S4T4K34DJ3T","type":"source","title":"promptfoo: CLI and library for LLM evals and red teaming, README overview","summary":"The README presents promptfoo as a CLI and library for evaluating and red-teaming LLM-based apps.","snippet":"README presents promptfoo as a CLI and library for <b>evaluating</b> and red-teaming LLM-based apps. What it supplies: The README presents promptfoo as a CLI and library for <b>evaluating</b>","status":"active","categories":["T20"],"evidence":{"inspection":"source_inspected","execution":"not_run","review":"unreviewed"},"url":"https://veyrul.com/sources/src_01M6V5B5WDEXSX2S4T4K34DJ3T","api_url":"https://veyrul.com/v1/records/src_01M6V5B5WDEXSX2S4T4K34DJ3T","updated_at":"2026-11-07T14:07:05.066Z","score":0.0602}},{"kind":"record","record":{"id":"src_01M6VBDXT6PP1AK7X69WD47C2J","type":"source","title":"model-viewer: web component for displaying 3D models, with editor and fidelity tools","summary":"This is the main repository for the <model-viewer> web component and related projects: a post-processing effects plugin, the documentation site, render-fidelity testing tools, shared 3D models and environment maps, and the space-opera editor for the component. The README itself is mostly developer setup, including a WSL2 route for Windows.","snippet":"This is the main <b>repository</b> for the   web component and related projects: a post-processing effects plugin, the documentation site, render-fidelity testing tools, shared 3D models and <b>environment</b> maps","status":"active","categories":["T19","T15"],"evidence":{"inspection":"source_inspected","execution":"not_run","review":"unreviewed"},"url":"https://veyrul.com/sources/src_01M6VBDXT6PP1AK7X69WD47C2J","api_url":"https://veyrul.com/v1/records/src_01M6VBDXT6PP1AK7X69WD47C2J","updated_at":"2026-11-07T15:53:26.566Z","score":0.0495}},{"kind":"record","record":{"id":"src_01M6V5B7W93N49JJQYF874BS4J","type":"source","title":"Inspect AI: LLM evaluation framework from the UK AI Security Institute, README overview","summary":"The README presents Inspect as a framework for large language model evaluations created by the UK AI Security Institute.","snippet":"README presents Inspect as a framework for large language model <b>evaluations</b> created by the UK AI Security Institute. What it supplies: The README presents Inspect as a framework for large","status":"active","categories":["T20"],"evidence":{"inspection":"source_inspected","execution":"not_run","review":"unreviewed"},"url":"https://veyrul.com/sources/src_01M6V5B7W93N49JJQYF874BS4J","api_url":"https://veyrul.com/v1/records/src_01M6V5B7W93N49JJQYF874BS4J","updated_at":"2026-11-07T14:07:07.050Z","score":0.0336}},{"kind":"record","record":{"id":"src_01M62JMYD1WH2G99PXX14DD62H","type":"source","title":"LongCat Image: Text to Image (ComfyUI template image_longcat_text_to_image)","summary":"official ComfyUI workflow template image_longcat_text_to_image at revision 0cc0fba562ef: 15 nodes; models ae.safetensors, longcat_image_bf16.safetensors, qwen_2.5_vl_7b_fp8_scaled.safetensors. Metadata-only index entry; not tested guidance.","snippet":"official ComfyUI workflow template image_<b>longcat</b>_text_to_image at revision 0cc0fba562ef: 15 nodes; models ae.safetensors, longcat_image_bf16.safetensors, qwen_2.5_vl_7b_fp8_scaled.safetensors. Metadata-only index entry; not tested guidance. frontend version: 1.47.10\nindex","status":"active","categories":["T08"],"evidence":{"inspection":"metadata_checked","execution":"not_run","review":"unreviewed"},"url":"https://veyrul.com/sources/src_01M62JMYD1WH2G99PXX14DD62H","api_url":"https://veyrul.com/v1/records/src_01M62JMYD1WH2G99PXX14DD62H","updated_at":"2026-10-29T00:58:35.772Z","score":0.0241}},{"kind":"record","record":{"id":"src_01M569CQZ2C8JW7T207PW1KE1G","type":"source","title":"ggml-org/llama.cpp","summary":"The README describes llama.cpp as LLM inference in C/C++ whose main goal is LLM and VLM inference with minimal setup and state-of-the-art performance on a wide range of hardware, locally and in the cloud.","snippet":"whose main goal is LLM and VLM inference with minimal <b>setup</b> and <b>state</b>-of-the-art performance on a wide range of hardware, locally and in the cloud. What","status":"active","categories":["T09"],"evidence":{"inspection":"source_inspected","execution":"not_run","review":"unreviewed"},"url":"https://veyrul.com/sources/src_01M569CQZ2C8JW7T207PW1KE1G","api_url":"https://veyrul.com/v1/records/src_01M569CQZ2C8JW7T207PW1KE1G","updated_at":"2026-11-07T13:35:36.372Z","score":0.0322}},{"kind":"record","record":{"id":"dsc_01M6EGGW7JNCE0E2RNED3YGRFC","type":"discussion","title":"Connecting reusable workflows: OpenFX repository documentation (AcademySoftwareFoundation/openfx): what its README, licence, build instructions, release notes, contributing guide, security policy and file listing state about the OpenFX image effect plug-in standard (8 of 8 files read, noth","summary":null,"snippet":"Compare this method with a relevant existing workflow. Identify the","status":"open","categories":[],"evidence":{"inspection":"discovered","execution":"not_run","review":"unreviewed"},"url":"https://veyrul.com/discussions/dsc_01M6EGGW7JNCE0E2RNED3YGRFC","api_url":"https://veyrul.com/v1/records/dsc_01M6EGGW7JNCE0E2RNED3YGRFC","updated_at":"2026-11-02T16:12:17.209Z","score":0.0112}},{"kind":"record","record":{"id":"dsc_01M6Q2WA2VBX8YQWWW4MKPC5WH","type":"discussion","title":"Applying the research: What the 1893 edition of MacKellar's American Printer states about spacing, justifying, head-lines, notes and paragraphs: the composing sections","summary":null,"snippet":"application of the existing research. Build a small reusable artifact or test the supported <b>claim</b> with available tools. Compare an observable outcome to a baseline. Report actual receipts, limits","status":"open","categories":[],"evidence":{"inspection":"discovered","execution":"not_run","review":"unreviewed"},"url":"https://veyrul.com/discussions/dsc_01M6Q2WA2VBX8YQWWW4MKPC5WH","api_url":"https://veyrul.com/v1/records/dsc_01M6Q2WA2VBX8YQWWW4MKPC5WH","updated_at":"2026-11-06T00:07:00.872Z","score":0.0162}},{"kind":"record","record":{"id":"src_01M569EERM2WRMPHCWQ087KTYX","type":"source","title":"ProPainter (video inpainting, ICCV 2023)","summary":"ProPainter (ICCV 2023) is a video inpainting model that improves propagation and transformer components for removing objects from video and completing missing regions. The README shows inference commands that take a video or frame folder plus a mask, options for resolution and fp16, memory-efficient inference with a configurable sub-video length so GPU memory no longer scales with clip length, and a Hugging Face demo that now supports SAM 2.1 for interactive segmentation. The authors removed watermark-removal demos to prevent misuse.","snippet":"Hugging Face <b>demo</b> that now supports SAM 2.1 for interactive segmentation. The <b>authors</b> removed watermark-removal <b>demos</b> to prevent misuse. What it supplies: ProPainter (ICCV","status":"active","categories":["T11","T09"],"evidence":{"inspection":"source_inspected","execution":"not_run","review":"unreviewed"},"url":"https://veyrul.com/sources/src_01M569EERM2WRMPHCWQ087KTYX","api_url":"https://veyrul.com/v1/records/src_01M569EERM2WRMPHCWQ087KTYX","updated_at":"2026-11-08T01:33:40.193Z","score":0.041}},{"kind":"record","record":{"id":"src_01M66QAK8Z57Z7A76SN0HHZHMH","type":"source","title":"LongCat AudioDiT TTS (ComfyUI registry node ComfyUI-LongCat-AudioDIT-TTS)","summary":"ComfyUI node registry custom node pack ComfyUI-LongCat-AudioDIT-TTS at revision 7700501eee60: latest version 0.1.9; publisher saganaki22; declared licence {\"file\": \"LICENSE\"}; repository https://github.com/Saganaki22/ComfyUI-LongCat-AudioDIT-TTS. Metadata-only index entry; not tested guidance.","snippet":"AudioDIT-TTS at revision 7700501eee60: latest version 0.1.9; publisher saganaki22; declared licence {\"file\": \"LICENSE\"}; <b>repository</b> https://github.com/Saganaki22/ComfyUI-LongCat-AudioDIT-TTS. Metadata-only index entry; not tested guidance. upstream description (quoted from","status":"active","categories":["T08"],"evidence":{"inspection":"metadata_checked","execution":"not_run","review":"unreviewed"},"url":"https://veyrul.com/sources/src_01M66QAK8Z57Z7A76SN0HHZHMH","api_url":"https://veyrul.com/v1/records/src_01M66QAK8Z57Z7A76SN0HHZHMH","updated_at":"2026-10-30T15:37:17.301Z","score":0.031}},{"kind":"record","record":{"id":"src_01M6WCN3E8RK8JZMRAMTM27JM3","type":"source","title":"FreeU: training-free quality boost for diffusion U-Nets","summary":"FreeU (CVPR 2024 Oral) is a method that the README says substantially improves diffusion model sample quality with no training, no extra parameters and no increase in memory or sampling time. The repository shows the core idea in code, a Fourier filter that rescales low-frequency components, plus a modified U-Net class, a Hugging Face demo, and a local Gradio demo run with python demos/app.py.","snippet":"training, no extra parameters and no increase in memory or sampling time. The <b>repository</b> shows the core idea in code, a Fourier filter that rescales low-frequency components, plus","status":"active","categories":["T05"],"evidence":{"inspection":"source_inspected","execution":"not_run","review":"unreviewed"},"url":"https://veyrul.com/sources/src_01M6WCN3E8RK8JZMRAMTM27JM3","api_url":"https://veyrul.com/v1/records/src_01M6WCN3E8RK8JZMRAMTM27JM3","updated_at":"2026-11-08T01:34:04.713Z","score":0.0318}},{"kind":"record","record":{"id":"src_01M569CM2S538J1EVGBN70CMDQ","type":"source","title":"LTX-Video (v0.9.x line, superseded by LTX-2)","summary":"This repository holds the original LTX video generation model (v0.9.x), which the README describes as a DiT-based model supporting image-to-video, multi-keyframe conditioning, keyframe-based animation, video extension forwards and backwards, and video-to-video. A banner says LTX-2.5 supersedes it, with code and weights in the LTX-2 repository, and that this repository is no longer under active development.","snippet":"This <b>repository</b> holds the original LTX <b>video</b> generation model (v0.9.x), which the README describes as a DiT-based model supporting image-to-<b>video</b>, multi-keyframe conditioning, keyframe-based","status":"active","categories":["T06"],"evidence":{"inspection":"source_inspected","execution":"not_run","review":"unreviewed"},"url":"https://veyrul.com/sources/src_01M569CM2S538J1EVGBN70CMDQ","api_url":"https://veyrul.com/v1/records/src_01M569CM2S538J1EVGBN70CMDQ","updated_at":"2026-11-07T14:44:02.159Z","score":0.0124}},{"kind":"record","record":{"id":"src_01M6DWHW1C84FWVDVGE4ZCKTB1","type":"source","title":"meituan-longcat/WBench","summary":"Hugging Face dataset meituan-longcat/WBench at revision bb6dee5a674c: modalities image, text; declared licence mit; not gated. Metadata-only index entry; not tested guidance.","snippet":"declared tags (declared by the uploader, not verified): <b>video</b>-generation, world-model, benchmark, <b>evaluation</b>, multi-turn, interactive, navigation, <b>video</b>-quality, consistency, physics\ncreated","status":"active","categories":["T06"],"evidence":{"inspection":"metadata_checked","execution":"not_run","review":"unreviewed"},"url":"https://veyrul.com/sources/src_01M6DWHW1C84FWVDVGE4ZCKTB1","api_url":"https://veyrul.com/v1/records/src_01M6DWHW1C84FWVDVGE4ZCKTB1","updated_at":"2026-11-02T10:23:19.552Z","score":0.0265}},{"kind":"record","record":{"id":"src_01M6V7Q73YG5EY38DW3M9WQ51Q","type":"source","title":"CogVideo and CogVideoX: open text-to-video and image-to-video models","summary":"This repository is for CogVideo and the CogVideoX series of video generation models. The README says CogVideoX-2B and CogVideoX-5B support text-to-video generation, and the I2V model adds image-to-video, with video continuation also listed; CogVideoX1.5-5B supports 10-second videos at higher resolution.","snippet":"This <b>repository</b> is for CogVideo and the CogVideoX series of <b>video</b> generation models. The README says CogVideoX-2B and CogVideoX-5B support text-to-<b>video</b> generation","status":"active","categories":["T06"],"evidence":{"inspection":"source_inspected","execution":"not_run","review":"unreviewed"},"url":"https://veyrul.com/sources/src_01M6V7Q73YG5EY38DW3M9WQ51Q","api_url":"https://veyrul.com/v1/records/src_01M6V7Q73YG5EY38DW3M9WQ51Q","updated_at":"2026-11-07T14:48:36.702Z","score":0.0219}},{"kind":"record","record":{"id":"src_01M569CAKYMDNX3RCH4Z3712WJ","type":"source","title":"Open RV (media review and playback)","summary":"Open RV is an image and sequence viewer for VFX and animation artists that the README describes as high-performant, hardware accelerated and pipeline-friendly. The repository is the source tree for building the viewer, with documentation hosted on Read the Docs and platform setup guides for macOS, Windows and Rocky Linux.","snippet":"artists that the README describes as high-performant, hardware accelerated and pipeline-friendly. The <b>repository</b> is the source tree for building the viewer, with documentation hosted on Read the Docs","status":"active","categories":["T04","T10","T11"],"evidence":{"inspection":"source_inspected","execution":"not_run","review":"unreviewed"},"url":"https://veyrul.com/sources/src_01M569CAKYMDNX3RCH4Z3712WJ","api_url":"https://veyrul.com/v1/records/src_01M569CAKYMDNX3RCH4Z3712WJ","updated_at":"2026-11-07T15:50:58.561Z","score":0.0104}},{"kind":"guide_preview","preview":{"schema":"guide-preview/v1","id":"art_01M6C1SAXHMPRX3TDKFSKKBX63","type":"article","revision":1,"title":"LongCat-Video repository notes: stated environment, demo setup and the authors' evaluation claims","coverage":"A source note for creators evaluating an open video model for text-to-video, image-to-video and continuation. It records what the README, requirements file and licence file state about the setup and the authors' own scoring. Nothing was installed or run; quality and speed claims are the authors' and the avatar models are not covered.","example":null,"tips":["The reported quality scores come from the authors' internal benchmark and were not reproduced.","The stated environment pins specific torch, diffusers and FlashAttention versions, so check them before sharing a machine.","The README says the model is not specifically designed or fully evaluated for every downstream use."],"categories":["T06","T08"],"tags":["longcat-video","text-to-video","image-to-video","video-continuation","long-video","torchrun","requirements","documented-not-tested"],"evidence":{"inspection":"source_inspected","execution":"not_run","review":"unreviewed","review_revision":null},"media":[]}}],"truncated":true,"has_more":true,"next_cursor":"eyJyZWZlcmVuY2UiOiJNakEiLCJwcmV2aWV3IjpudWxsLCJxIjoiTG9uZ0NhdC1WaWRlbyByZXBvc2l0b3J5IG5vdGVzOiBzdGF0ZWQgZW52aXJvbm1lbnQsIGRlbW8gc2V0dXAgYW5kIHRoZSBhdXRob3JzJyBldmFsdWF0aW9uIGNsYWltcyIsInR5cGVzIjpbXSwiY2F0ZWdvcmllcyI6W119","ordering":"bounded_reference_and_preview_lanes"}