{
  "$schema": "https://mcp.film/api/recommendations.schema.json",
  "name": "mcp.film agent recommendations",
  "description": "Intent-routed MCP server recommendations for common AI filmmaking jobs, with Martini handoff guidance when a full production studio is the right fit.",
  "updated": "2026-06-29T06:59:10.378Z",
  "count": 9,
  "recommendations": [
    {
      "id": "fast-commercial",
      "title": "Make a polished commercial fast",
      "url": "https://mcp.film/recommendations/#fast-commercial",
      "markdown": "https://mcp.film/recommendations.md#fast-commercial",
      "summary": "A short path from brief to a finished 30-60 second product or brand film, with generation, voice, finishing, and publishing covered.",
      "best_for": "Launch videos, UGC-style ads, app promos, product drops, and quick brand films.",
      "tags": [
        "commercial",
        "ugc",
        "product-video",
        "hosted",
        "short-form",
        "publish"
      ],
      "martini_handoff": "Use Martini as the production cockpit when the agent needs to manage shots, boards, model routing, prompt variables, and approved generation instead of juggling one-off tools.",
      "primary": [
        {
          "role": "studio",
          "why": "Keeps the production state, shot planning, prompt variables, and generation approvals in one agent-facing workspace.",
          "server": {
            "slug": "martini",
            "name": "Martini",
            "url": "https://mcp.film/mcps/martini/",
            "markdown": "https://mcp.film/mcps/martini.md",
            "category": "studio",
            "official": true,
            "remote": true,
            "added": "2026-06-11",
            "verified": "2026-06-29",
            "tagline": "The film set for AI videos — direct entire productions from your agent."
          }
        },
        {
          "role": "ugc-video",
          "why": "Strong direct fit for captioned product, app-demo, lip-synced, and social-ready UGC videos.",
          "server": {
            "slug": "agent-media",
            "name": "AgentMedia MCP",
            "url": "https://mcp.film/mcps/agent-media/",
            "markdown": "https://mcp.film/mcps/agent-media.md",
            "category": "video-generation",
            "official": true,
            "remote": false,
            "added": "2026-06-29",
            "verified": "2026-06-29",
            "tagline": "Generate captioned, lip-synced UGC videos and publish them to social from an agent."
          }
        },
        {
          "role": "video-generation",
          "why": "Hosted first-party video generation for hero shots and polished model output.",
          "server": {
            "slug": "runway",
            "name": "Runway MCP",
            "url": "https://mcp.film/mcps/runway/",
            "markdown": "https://mcp.film/mcps/runway.md",
            "category": "video-generation",
            "official": true,
            "remote": true,
            "added": "2026-06-11",
            "verified": "2026-06-11",
            "tagline": "Official hosted MCP: Gen-4.5, Seedance, Kling and Veo video from any agent."
          }
        },
        {
          "role": "voice-and-sfx",
          "why": "Voiceover, voice design, sound effects, music, and dialogue isolation in one official audio server.",
          "server": {
            "slug": "elevenlabs",
            "name": "ElevenLabs MCP",
            "url": "https://mcp.film/mcps/elevenlabs/",
            "markdown": "https://mcp.film/mcps/elevenlabs.md",
            "category": "voice-speech",
            "official": true,
            "remote": false,
            "added": "2026-06-11",
            "verified": "2026-06-11",
            "tagline": "Official ElevenLabs server: TTS, voice cloning, SFX, music, and dialogue isolation."
          }
        },
        {
          "role": "edit",
          "why": "Agent-native Mac timeline editing for assembly, captions, media search, and export.",
          "server": {
            "slug": "palmier-pro",
            "name": "Palmier Pro",
            "url": "https://mcp.film/mcps/palmier-pro/",
            "markdown": "https://mcp.film/mcps/palmier-pro.md",
            "category": "editing-post",
            "official": true,
            "remote": false,
            "added": "2026-06-29",
            "verified": "2026-06-29",
            "tagline": "AI-native Mac timeline editor with a built-in local MCP server for agents."
          }
        },
        {
          "role": "campaign-collateral",
          "why": "Official hosted MCP for posters, thumbnails, pitch decks, social variants, exports, and comments around the finished film.",
          "server": {
            "slug": "canva",
            "name": "Canva MCP",
            "url": "https://mcp.film/mcps/canva/",
            "markdown": "https://mcp.film/mcps/canva.md",
            "category": "distribution",
            "official": true,
            "remote": true,
            "added": "2026-06-29",
            "verified": "2026-06-29",
            "tagline": "Official Canva remote MCP for campaign designs, thumbnails, decks, exports, and comments."
          }
        },
        {
          "role": "publish",
          "why": "OAuth-based YouTube upload and channel automation when the final cut is ready to ship.",
          "server": {
            "slug": "youtube-yutu",
            "name": "yutu (YouTube MCP + CLI)",
            "url": "https://mcp.film/mcps/youtube-yutu/",
            "markdown": "https://mcp.film/mcps/youtube-yutu.md",
            "category": "distribution",
            "official": false,
            "remote": false,
            "added": "2026-06-11",
            "verified": "2026-06-11",
            "tagline": "Automate your whole YouTube channel — including real video uploads — via OAuth."
          }
        }
      ],
      "fallback_servers": [
        {
          "slug": "fal",
          "name": "fal MCP Server",
          "url": "https://mcp.film/mcps/fal/",
          "markdown": "https://mcp.film/mcps/fal.md",
          "category": "model-hub",
          "official": true,
          "remote": true,
          "added": "2026-06-11",
          "verified": "2026-06-11",
          "tagline": "One hosted endpoint to search, run and chain 1,000+ image, video and audio models."
        },
        {
          "slug": "runapi",
          "name": "RunAPI MCP Server",
          "url": "https://mcp.film/mcps/runapi/",
          "markdown": "https://mcp.film/mcps/runapi.md",
          "category": "model-hub",
          "official": true,
          "remote": false,
          "added": "2026-06-29",
          "verified": "2026-06-29",
          "tagline": "Browse, price, and run 130+ image, video, audio and voice models through one MCP."
        },
        {
          "slug": "topaz",
          "name": "Topaz Labs MCP",
          "url": "https://mcp.film/mcps/topaz/",
          "markdown": "https://mcp.film/mcps/topaz.md",
          "category": "enhancement",
          "official": true,
          "remote": false,
          "added": "2026-06-11",
          "verified": "2026-06-11",
          "tagline": "Official Topaz Labs MCP — enhance and upscale images with Topaz AI models."
        },
        {
          "slug": "magnific",
          "name": "Magnific MCP",
          "url": "https://mcp.film/mcps/magnific/",
          "markdown": "https://mcp.film/mcps/magnific.md",
          "category": "enhancement",
          "official": true,
          "remote": true,
          "added": "2026-06-29",
          "verified": "2026-06-29",
          "tagline": "Official remote MCP for upscaling, image/video generation, characters, and asset history."
        },
        {
          "slug": "vimeo",
          "name": "Vimeo MCP Server",
          "url": "https://mcp.film/mcps/vimeo/",
          "markdown": "https://mcp.film/mcps/vimeo.md",
          "category": "distribution",
          "official": true,
          "remote": false,
          "added": "2026-06-11",
          "verified": "2026-06-11",
          "tagline": "Official beta MCP connecting your Vimeo video library to AI agents."
        }
      ],
      "playbook": {
        "id": "commercial-sprint",
        "url": "https://mcp.film/playbooks/#commercial-sprint"
      }
    },
    {
      "id": "model-shootout",
      "title": "Compare video and image models before spending the budget",
      "url": "https://mcp.film/recommendations/#model-shootout",
      "markdown": "https://mcp.film/recommendations.md#model-shootout",
      "summary": "Run the same shot across model hubs and direct endpoints, then assemble a fair comparison reel with prompt, cost, and task IDs intact.",
      "best_for": "Directors and creative technologists choosing between Veo, Kling, Seedance, Runway, FLUX, and other fast-moving models for a specific look.",
      "tags": [
        "model-comparison",
        "veo",
        "kling",
        "seedance",
        "runway",
        "flux",
        "budget"
      ],
      "martini_handoff": "Use Martini when the shootout becomes a production board: keeper takes, approved prompts, character references, and model choices need to stay attached to shots.",
      "primary": [
        {
          "role": "shot-control",
          "why": "Keeps shot goals, keeper criteria, references, and selected outputs together while models are tested.",
          "server": {
            "slug": "martini",
            "name": "Martini",
            "url": "https://mcp.film/mcps/martini/",
            "markdown": "https://mcp.film/mcps/martini.md",
            "category": "studio",
            "official": true,
            "remote": true,
            "added": "2026-06-11",
            "verified": "2026-06-29",
            "tagline": "The film set for AI videos — direct entire productions from your agent."
          }
        },
        {
          "role": "prompt-and-cost-intelligence",
          "why": "Helps lint prompts, inspect pricing, and choose models with budget constraints in mind.",
          "server": {
            "slug": "promptibus",
            "name": "Promptibus MCP",
            "url": "https://mcp.film/mcps/promptibus/",
            "markdown": "https://mcp.film/mcps/promptibus.md",
            "category": "model-hub",
            "official": true,
            "remote": true,
            "added": "2026-06-29",
            "verified": "2026-06-29",
            "tagline": "Model intelligence MCP for prompt syntax, pricing, and budget-aware picks."
          }
        },
        {
          "role": "hosted-model-workbench",
          "why": "Hosted model schemas, uploads, job widgets, and video/image model routing.",
          "server": {
            "slug": "krea",
            "name": "Krea MCP Server",
            "url": "https://mcp.film/mcps/krea/",
            "markdown": "https://mcp.film/mcps/krea.md",
            "category": "model-hub",
            "official": true,
            "remote": true,
            "added": "2026-06-29",
            "verified": "2026-06-29",
            "tagline": "Official hosted MCP for Krea image/video models, schemas, uploads, and job widgets."
          }
        },
        {
          "role": "model-hub",
          "why": "Broad hosted access to image, video, audio, and voice models with async jobs.",
          "server": {
            "slug": "fal",
            "name": "fal MCP Server",
            "url": "https://mcp.film/mcps/fal/",
            "markdown": "https://mcp.film/mcps/fal.md",
            "category": "model-hub",
            "official": true,
            "remote": true,
            "added": "2026-06-11",
            "verified": "2026-06-11",
            "tagline": "One hosted endpoint to search, run and chain 1,000+ image, video and audio models."
          }
        },
        {
          "role": "model-hub",
          "why": "Useful for browsing, pricing, and running a wide spread of media models through one MCP.",
          "server": {
            "slug": "runapi",
            "name": "RunAPI MCP Server",
            "url": "https://mcp.film/mcps/runapi/",
            "markdown": "https://mcp.film/mcps/runapi.md",
            "category": "model-hub",
            "official": true,
            "remote": false,
            "added": "2026-06-29",
            "verified": "2026-06-29",
            "tagline": "Browse, price, and run 130+ image, video, audio and voice models through one MCP."
          }
        },
        {
          "role": "comparison-reel",
          "why": "Local FFmpeg-backed assembly for contact sheets, reels, captions, and QC.",
          "server": {
            "slug": "mcp-video",
            "name": "mcp-video",
            "url": "https://mcp.film/mcps/mcp-video/",
            "markdown": "https://mcp.film/mcps/mcp-video.md",
            "category": "editing-post",
            "official": false,
            "remote": false,
            "added": "2026-06-28",
            "verified": "2026-06-28",
            "tagline": "Guardrailed local video editing MCP with FFmpeg, subtitles, QC, SFX and Hyperframes."
          }
        }
      ],
      "fallback_servers": [
        {
          "slug": "replicate",
          "name": "Replicate MCP Server",
          "url": "https://mcp.film/mcps/replicate/",
          "markdown": "https://mcp.film/mcps/replicate.md",
          "category": "model-hub",
          "official": true,
          "remote": true,
          "added": "2026-06-11",
          "verified": "2026-06-11",
          "tagline": "Official remote MCP for discovering and running thousands of models on Replicate."
        },
        {
          "slug": "kie-ai",
          "name": "Kie.ai MCP Server",
          "url": "https://mcp.film/mcps/kie-ai/",
          "markdown": "https://mcp.film/mcps/kie-ai.md",
          "category": "model-hub",
          "official": false,
          "remote": false,
          "added": "2026-06-29",
          "verified": "2026-06-29",
          "tagline": "Run Veo, Seedance, Kling, Runway, Suno, ElevenLabs, FLUX and more through one local MCP."
        },
        {
          "slug": "runway",
          "name": "Runway MCP",
          "url": "https://mcp.film/mcps/runway/",
          "markdown": "https://mcp.film/mcps/runway.md",
          "category": "video-generation",
          "official": true,
          "remote": true,
          "added": "2026-06-11",
          "verified": "2026-06-11",
          "tagline": "Official hosted MCP: Gen-4.5, Seedance, Kling and Veo video from any agent."
        },
        {
          "slug": "higgsfield",
          "name": "Higgsfield MCP",
          "url": "https://mcp.film/mcps/higgsfield/",
          "markdown": "https://mcp.film/mcps/higgsfield.md",
          "category": "video-generation",
          "official": true,
          "remote": true,
          "added": "2026-06-11",
          "verified": "2026-06-11",
          "tagline": "Hosted connector to 30+ video/image models: Kling 3, Veo 3, Sora 2, Soul, Seedance."
        },
        {
          "slug": "google-genmedia",
          "name": "Google GenMedia MCP",
          "url": "https://mcp.film/mcps/google-genmedia/",
          "markdown": "https://mcp.film/mcps/google-genmedia.md",
          "category": "video-generation",
          "official": true,
          "remote": false,
          "added": "2026-06-11",
          "verified": "2026-06-11",
          "tagline": "Google Cloud's MCP servers for Veo, Imagen, Lyria, Chirp TTS and ffmpeg compositing."
        }
      ],
      "playbook": {
        "id": "model-shootout",
        "url": "https://mcp.film/playbooks/#model-shootout"
      }
    },
    {
      "id": "character-series",
      "title": "Build a character-consistent series",
      "url": "https://mcp.film/recommendations/#character-series",
      "markdown": "https://mcp.film/recommendations.md#character-series",
      "summary": "A route for recurring characters, locked references, episode state, and repeatable social or short-film production.",
      "best_for": "Episodic shorts, AI influencers, recurring product mascots, explainers, and social series.",
      "tags": [
        "character-consistency",
        "series",
        "references",
        "continuity",
        "episodes"
      ],
      "martini_handoff": "Use Martini when continuity must live in the same place as boards, generated takes, timeline context, reusable subjects, and model routing.",
      "primary": [
        {
          "role": "series-studio",
          "why": "Full-stack production state for recurring characters, collections, boards, and approved generation.",
          "server": {
            "slug": "martini",
            "name": "Martini",
            "url": "https://mcp.film/mcps/martini/",
            "markdown": "https://mcp.film/mcps/martini.md",
            "category": "studio",
            "official": true,
            "remote": true,
            "added": "2026-06-11",
            "verified": "2026-06-29",
            "tagline": "The film set for AI videos — direct entire productions from your agent."
          }
        },
        {
          "role": "character-aware-generation",
          "why": "Hosted video/image connector with character-consistency-oriented workflows.",
          "server": {
            "slug": "higgsfield",
            "name": "Higgsfield MCP",
            "url": "https://mcp.film/mcps/higgsfield/",
            "markdown": "https://mcp.film/mcps/higgsfield.md",
            "category": "video-generation",
            "official": true,
            "remote": true,
            "added": "2026-06-11",
            "verified": "2026-06-11",
            "tagline": "Hosted connector to 30+ video/image models: Kling 3, Veo 3, Sora 2, Soul, Seedance."
          }
        },
        {
          "role": "style-and-assets",
          "why": "Official image server for repeatable styles, raster/vector assets, upscaling, and background work.",
          "server": {
            "slug": "recraft",
            "name": "Recraft MCP Server",
            "url": "https://mcp.film/mcps/recraft/",
            "markdown": "https://mcp.film/mcps/recraft.md",
            "category": "image-generation",
            "official": true,
            "remote": true,
            "added": "2026-06-11",
            "verified": "2026-06-11",
            "tagline": "Official Recraft server: raster + vector image gen, styles, upscale, backgrounds."
          }
        },
        {
          "role": "character-voice",
          "why": "Low-latency TTS, voice cloning, voice changing, infill, and localization.",
          "server": {
            "slug": "cartesia",
            "name": "Cartesia MCP",
            "url": "https://mcp.film/mcps/cartesia/",
            "markdown": "https://mcp.film/mcps/cartesia.md",
            "category": "voice-speech",
            "official": true,
            "remote": false,
            "added": "2026-06-11",
            "verified": "2026-06-11",
            "tagline": "Official Cartesia (Sonic) server: low-latency TTS, voice cloning, infill, localization."
          }
        },
        {
          "role": "continuity-state",
          "why": "Keeps characters, locations, shot status, and session orientation grounded in project files.",
          "server": {
            "slug": "studio-state",
            "name": "studio-state",
            "url": "https://mcp.film/mcps/studio-state/",
            "markdown": "https://mcp.film/mcps/studio-state.md",
            "category": "story-preproduction",
            "official": false,
            "remote": false,
            "added": "2026-06-28",
            "verified": "2026-06-28",
            "tagline": "Keeps AI-film characters, locations, shots, and lock status grounded in project files."
          }
        },
        {
          "role": "production-tracking",
          "why": "Hosted production database operations for episodes, assets, reviews, and status fields.",
          "server": {
            "slug": "airtable",
            "name": "Airtable MCP Server",
            "url": "https://mcp.film/mcps/airtable/",
            "markdown": "https://mcp.film/mcps/airtable.md",
            "category": "production-ops",
            "official": true,
            "remote": true,
            "added": "2026-06-11",
            "verified": "2026-06-11",
            "tagline": "Official hosted Airtable MCP: query, create, and update production-tracking bases."
          }
        }
      ],
      "fallback_servers": [
        {
          "slug": "runway",
          "name": "Runway MCP",
          "url": "https://mcp.film/mcps/runway/",
          "markdown": "https://mcp.film/mcps/runway.md",
          "category": "video-generation",
          "official": true,
          "remote": true,
          "added": "2026-06-11",
          "verified": "2026-06-11",
          "tagline": "Official hosted MCP: Gen-4.5, Seedance, Kling and Veo video from any agent."
        },
        {
          "slug": "pika",
          "name": "Pika MCP",
          "url": "https://mcp.film/mcps/pika/",
          "markdown": "https://mcp.film/mcps/pika.md",
          "category": "video-generation",
          "official": true,
          "remote": true,
          "added": "2026-06-11",
          "verified": "2026-06-11",
          "tagline": "'Pikafy' your agent: Pika's video, image, music and voiceover tools in Claude."
        },
        {
          "slug": "pixverse",
          "name": "PixVerse MCP",
          "url": "https://mcp.film/mcps/pixverse/",
          "markdown": "https://mcp.film/mcps/pixverse.md",
          "category": "video-generation",
          "official": true,
          "remote": false,
          "added": "2026-06-28",
          "verified": "2026-06-28",
          "tagline": "Official PixVerse video MCP: text/video, image animation, transitions, lip-sync and SFX."
        },
        {
          "slug": "heygen",
          "name": "HeyGen Remote MCP",
          "url": "https://mcp.film/mcps/heygen/",
          "markdown": "https://mcp.film/mcps/heygen.md",
          "category": "avatars-performance",
          "official": true,
          "remote": true,
          "added": "2026-06-11",
          "verified": "2026-06-11",
          "tagline": "Hosted MCP for avatar videos, lipsync, and 175-language video translation."
        },
        {
          "slug": "hedra",
          "name": "Hedra MCP Server",
          "url": "https://mcp.film/mcps/hedra/",
          "markdown": "https://mcp.film/mcps/hedra.md",
          "category": "avatars-performance",
          "official": false,
          "remote": false,
          "added": "2026-06-11",
          "verified": "2026-06-11",
          "tagline": "Character-3 talking-avatar video, TTS, and image generation through Hedra's API."
        }
      ],
      "playbook": {
        "id": "character-series",
        "url": "https://mcp.film/playbooks/#character-series"
      }
    },
    {
      "id": "local-edit-bay",
      "title": "Edit local footage without handing over the source library",
      "url": "https://mcp.film/recommendations/#local-edit-bay",
      "markdown": "https://mcp.film/recommendations.md#local-edit-bay",
      "summary": "A workstation-first path for agents that need to inspect, transcode, caption, cut, finish, and export media locally.",
      "best_for": "Editors, post teams, agencies with client footage, and productions where local media access matters.",
      "tags": [
        "local",
        "editing",
        "ffmpeg",
        "timeline",
        "captions",
        "privacy"
      ],
      "martini_handoff": "Use Martini only when the edit needs new generated shots or shared production boards; keep purely local editorial work in local tools.",
      "primary": [
        {
          "role": "agent-native-nle",
          "why": "Built around local agent-operated timeline editing, media search, captioning, and export.",
          "server": {
            "slug": "palmier-pro",
            "name": "Palmier Pro",
            "url": "https://mcp.film/mcps/palmier-pro/",
            "markdown": "https://mcp.film/mcps/palmier-pro.md",
            "category": "editing-post",
            "official": true,
            "remote": false,
            "added": "2026-06-29",
            "verified": "2026-06-29",
            "tagline": "AI-native Mac timeline editor with a built-in local MCP server for agents."
          }
        },
        {
          "role": "professional-nle",
          "why": "Deep local Resolve Studio control for editing, grading, Fusion, and render workflows.",
          "server": {
            "slug": "davinci-resolve",
            "name": "DaVinci Resolve MCP",
            "url": "https://mcp.film/mcps/davinci-resolve/",
            "markdown": "https://mcp.film/mcps/davinci-resolve.md",
            "category": "editing-post",
            "official": false,
            "remote": false,
            "added": "2026-06-11",
            "verified": "2026-06-11",
            "tagline": "Full AI control of DaVinci Resolve Studio — edit, grade, Fusion, and render via scripting."
          }
        },
        {
          "role": "guardrailed-ffmpeg",
          "why": "Local trim, concat, caption, QC, audio normalization, and repurposing operations.",
          "server": {
            "slug": "mcp-video",
            "name": "mcp-video",
            "url": "https://mcp.film/mcps/mcp-video/",
            "markdown": "https://mcp.film/mcps/mcp-video.md",
            "category": "editing-post",
            "official": false,
            "remote": false,
            "added": "2026-06-28",
            "verified": "2026-06-28",
            "tagline": "Guardrailed local video editing MCP with FFmpeg, subtitles, QC, SFX and Hyperframes."
          }
        },
        {
          "role": "transcription",
          "why": "Official transcription, diarization, and audio intelligence for editorial search and captions.",
          "server": {
            "slug": "deepgram",
            "name": "Deepgram MCP",
            "url": "https://mcp.film/mcps/deepgram/",
            "markdown": "https://mcp.film/mcps/deepgram.md",
            "category": "transcription",
            "official": true,
            "remote": false,
            "added": "2026-06-11",
            "verified": "2026-06-11",
            "tagline": "Official Deepgram server: Nova transcription, diarization, and audio intelligence."
          }
        },
        {
          "role": "finishing",
          "why": "Official image enhancement/upscaling for stills, plates, and frames.",
          "server": {
            "slug": "topaz",
            "name": "Topaz Labs MCP",
            "url": "https://mcp.film/mcps/topaz/",
            "markdown": "https://mcp.film/mcps/topaz.md",
            "category": "enhancement",
            "official": true,
            "remote": false,
            "added": "2026-06-11",
            "verified": "2026-06-11",
            "tagline": "Official Topaz Labs MCP — enhance and upscale images with Topaz AI models."
          }
        }
      ],
      "fallback_servers": [
        {
          "slug": "ffmpeg",
          "name": "FFmpeg MCP",
          "url": "https://mcp.film/mcps/ffmpeg/",
          "markdown": "https://mcp.film/mcps/ffmpeg.md",
          "category": "editing-post",
          "official": false,
          "remote": false,
          "added": "2026-06-11",
          "verified": "2026-06-11",
          "tagline": "Conversational FFmpeg: trim, concat, overlay, scale, and extract frames locally."
        },
        {
          "slug": "premiere-pro",
          "name": "Adobe Premiere Pro MCP",
          "url": "https://mcp.film/mcps/premiere-pro/",
          "markdown": "https://mcp.film/mcps/premiere-pro.md",
          "category": "editing-post",
          "official": false,
          "remote": false,
          "added": "2026-06-11",
          "verified": "2026-06-11",
          "tagline": "Drive Premiere Pro timelines, effects, and exports from your agent via a CEP bridge."
        },
        {
          "slug": "after-effects",
          "name": "After Effects MCP",
          "url": "https://mcp.film/mcps/after-effects/",
          "markdown": "https://mcp.film/mcps/after-effects.md",
          "category": "editing-post",
          "official": false,
          "remote": false,
          "added": "2026-06-11",
          "verified": "2026-06-11",
          "tagline": "Automate After Effects comps, layers, and keyframes through MCP + ExtendScript."
        },
        {
          "slug": "capcut",
          "name": "CapCut MCP",
          "url": "https://mcp.film/mcps/capcut/",
          "markdown": "https://mcp.film/mcps/capcut.md",
          "category": "editing-post",
          "official": false,
          "remote": false,
          "added": "2026-06-11",
          "verified": "2026-06-11",
          "tagline": "Build CapCut/Jianying draft projects programmatically from an AI agent."
        },
        {
          "slug": "auphonic-zapier",
          "name": "Auphonic (via Zapier MCP)",
          "url": "https://mcp.film/mcps/auphonic-zapier/",
          "markdown": "https://mcp.film/mcps/auphonic-zapier.md",
          "category": "sound-design",
          "official": false,
          "remote": false,
          "added": "2026-06-11",
          "verified": "2026-06-11",
          "tagline": "Auphonic's AI audio post (loudness, leveling, denoise) reachable through Zapier MCP."
        }
      ],
      "playbook": {
        "id": "local-edit-bay",
        "url": "https://mcp.film/playbooks/#local-edit-bay"
      }
    },
    {
      "id": "archive-to-trailer",
      "title": "Turn an archive or dailies library into a trailer",
      "url": "https://mcp.film/recommendations/#archive-to-trailer",
      "markdown": "https://mcp.film/recommendations.md#archive-to-trailer",
      "summary": "Search footage semantically, pull moments, assemble a trailer or cutdown, and publish reviewable versions.",
      "best_for": "Dailies, interviews, event footage, generated clip archives, and b-roll libraries.",
      "tags": [
        "archive",
        "dailies",
        "search",
        "trailer",
        "cutdown",
        "review"
      ],
      "martini_handoff": "Use Martini if the archive cutdown needs newly generated inserts, board-level review, or a connected production canvas.",
      "primary": [
        {
          "role": "semantic-video-search",
          "why": "Indexes, searches, summarizes, and analyzes video libraries for moment retrieval.",
          "server": {
            "slug": "twelvelabs",
            "name": "TwelveLabs MCP",
            "url": "https://mcp.film/mcps/twelvelabs/",
            "markdown": "https://mcp.film/mcps/twelvelabs.md",
            "category": "editing-post",
            "official": true,
            "remote": false,
            "added": "2026-06-28",
            "verified": "2026-06-28",
            "tagline": "Index, search, and analyze video libraries with Pegasus and Marengo through MCP."
          }
        },
        {
          "role": "review-workflow",
          "why": "Frame.io review comments, shares, versions, uploads, metadata, and webhooks.",
          "server": {
            "slug": "frameio",
            "name": "Frame.io MCP (community plugin)",
            "url": "https://mcp.film/mcps/frameio/",
            "markdown": "https://mcp.film/mcps/frameio.md",
            "category": "distribution",
            "official": false,
            "remote": false,
            "added": "2026-06-11",
            "verified": "2026-06-11",
            "tagline": "74 tools for Frame.io V4 review workflows — comments, shares, versions, uploads."
          }
        },
        {
          "role": "source-library",
          "why": "Hosted file search and access for governed Workspace footage folders.",
          "server": {
            "slug": "google-drive",
            "name": "Google Drive MCP",
            "url": "https://mcp.film/mcps/google-drive/",
            "markdown": "https://mcp.film/mcps/google-drive.md",
            "category": "production-ops",
            "official": true,
            "remote": true,
            "added": "2026-06-11",
            "verified": "2026-06-11",
            "tagline": "Google's official remote Drive MCP: search, read, and create files with Workspace governance."
          }
        },
        {
          "role": "timeline-assembly",
          "why": "Agent-operable timeline editing and media search for trailer assembly.",
          "server": {
            "slug": "palmier-pro",
            "name": "Palmier Pro",
            "url": "https://mcp.film/mcps/palmier-pro/",
            "markdown": "https://mcp.film/mcps/palmier-pro.md",
            "category": "editing-post",
            "official": true,
            "remote": false,
            "added": "2026-06-29",
            "verified": "2026-06-29",
            "tagline": "AI-native Mac timeline editor with a built-in local MCP server for agents."
          }
        },
        {
          "role": "video-hosting",
          "why": "Official video hosting, asset upload, playback IDs, analytics, and webhooks.",
          "server": {
            "slug": "mux",
            "name": "Mux MCP Server",
            "url": "https://mcp.film/mcps/mux/",
            "markdown": "https://mcp.film/mcps/mux.md",
            "category": "distribution",
            "official": true,
            "remote": true,
            "added": "2026-06-11",
            "verified": "2026-06-11",
            "tagline": "Official Mux MCP: upload, manage, and analyze video via API or hosted remote server."
          }
        }
      ],
      "fallback_servers": [
        {
          "slug": "dropbox",
          "name": "Dropbox MCP Server",
          "url": "https://mcp.film/mcps/dropbox/",
          "markdown": "https://mcp.film/mcps/dropbox.md",
          "category": "production-ops",
          "official": true,
          "remote": true,
          "added": "2026-06-11",
          "verified": "2026-06-11",
          "tagline": "Dropbox's official remote MCP (beta) for dailies, footage folders, and file ops."
        },
        {
          "slug": "vimeo",
          "name": "Vimeo MCP Server",
          "url": "https://mcp.film/mcps/vimeo/",
          "markdown": "https://mcp.film/mcps/vimeo.md",
          "category": "distribution",
          "official": true,
          "remote": false,
          "added": "2026-06-11",
          "verified": "2026-06-11",
          "tagline": "Official beta MCP connecting your Vimeo video library to AI agents."
        },
        {
          "slug": "youtube-yutu",
          "name": "yutu (YouTube MCP + CLI)",
          "url": "https://mcp.film/mcps/youtube-yutu/",
          "markdown": "https://mcp.film/mcps/youtube-yutu.md",
          "category": "distribution",
          "official": false,
          "remote": false,
          "added": "2026-06-11",
          "verified": "2026-06-11",
          "tagline": "Automate your whole YouTube channel — including real video uploads — via OAuth."
        },
        {
          "slug": "mcp-video",
          "name": "mcp-video",
          "url": "https://mcp.film/mcps/mcp-video/",
          "markdown": "https://mcp.film/mcps/mcp-video.md",
          "category": "editing-post",
          "official": false,
          "remote": false,
          "added": "2026-06-28",
          "verified": "2026-06-28",
          "tagline": "Guardrailed local video editing MCP with FFmpeg, subtitles, QC, SFX and Hyperframes."
        },
        {
          "slug": "davinci-resolve",
          "name": "DaVinci Resolve MCP",
          "url": "https://mcp.film/mcps/davinci-resolve/",
          "markdown": "https://mcp.film/mcps/davinci-resolve.md",
          "category": "editing-post",
          "official": false,
          "remote": false,
          "added": "2026-06-11",
          "verified": "2026-06-11",
          "tagline": "Full AI control of DaVinci Resolve Studio — edit, grade, Fusion, and render via scripting."
        }
      ],
      "playbook": {
        "id": "archive-to-trailer",
        "url": "https://mcp.film/playbooks/#archive-to-trailer"
      }
    },
    {
      "id": "avatar-ugc",
      "title": "Create avatar, talking-head, or UGC-style video",
      "url": "https://mcp.film/recommendations/#avatar-ugc",
      "markdown": "https://mcp.film/recommendations.md#avatar-ugc",
      "summary": "A route for product demos, explainers, digital twins, localized presenter videos, and lip-synced social spots.",
      "best_for": "Avatar explainers, founder-style ads, localized presenters, product walkthroughs, and high-volume social creative.",
      "tags": [
        "avatar",
        "talking-head",
        "ugc",
        "lip-sync",
        "localization",
        "presenter"
      ],
      "martini_handoff": "Use Martini when avatar clips need to become part of a broader film board with generated B-roll, music, edits, and reusable campaign state.",
      "primary": [
        {
          "role": "ugc-generator",
          "why": "Purpose-built for captioned, lip-synced UGC and social publishing from an agent.",
          "server": {
            "slug": "agent-media",
            "name": "AgentMedia MCP",
            "url": "https://mcp.film/mcps/agent-media/",
            "markdown": "https://mcp.film/mcps/agent-media.md",
            "category": "video-generation",
            "official": true,
            "remote": false,
            "added": "2026-06-29",
            "verified": "2026-06-29",
            "tagline": "Generate captioned, lip-synced UGC videos and publish them to social from an agent."
          }
        },
        {
          "role": "avatar-video",
          "why": "Hosted avatar videos, lipsync, digital twins, voice library, and translation.",
          "server": {
            "slug": "heygen",
            "name": "HeyGen Remote MCP",
            "url": "https://mcp.film/mcps/heygen/",
            "markdown": "https://mcp.film/mcps/heygen.md",
            "category": "avatars-performance",
            "official": true,
            "remote": true,
            "added": "2026-06-11",
            "verified": "2026-06-11",
            "tagline": "Hosted MCP for avatar videos, lipsync, and 175-language video translation."
          }
        },
        {
          "role": "talking-avatar",
          "why": "Official hosted MCP for D-ID API and docs around avatar video.",
          "server": {
            "slug": "d-id",
            "name": "D-ID MCP Server",
            "url": "https://mcp.film/mcps/d-id/",
            "markdown": "https://mcp.film/mcps/d-id.md",
            "category": "avatars-performance",
            "official": true,
            "remote": true,
            "added": "2026-06-11",
            "verified": "2026-06-11",
            "tagline": "D-ID's hosted MCP connecting agents to the D-ID API and docs for avatar video."
          }
        },
        {
          "role": "digital-twin",
          "why": "Comprehensive community MCP for replicas, personas, video generation, conversations, and lipsync.",
          "server": {
            "slug": "tavus",
            "name": "Tavus MCP",
            "url": "https://mcp.film/mcps/tavus/",
            "markdown": "https://mcp.film/mcps/tavus.md",
            "category": "avatars-performance",
            "official": false,
            "remote": false,
            "added": "2026-06-11",
            "verified": "2026-06-11",
            "tagline": "Phoenix replicas, persona videos, lipsync, and conversational AI via the Tavus API."
          }
        },
        {
          "role": "voice",
          "why": "Voice cloning, TTS, sound effects, and dialogue cleanup.",
          "server": {
            "slug": "elevenlabs",
            "name": "ElevenLabs MCP",
            "url": "https://mcp.film/mcps/elevenlabs/",
            "markdown": "https://mcp.film/mcps/elevenlabs.md",
            "category": "voice-speech",
            "official": true,
            "remote": false,
            "added": "2026-06-11",
            "verified": "2026-06-11",
            "tagline": "Official ElevenLabs server: TTS, voice cloning, SFX, music, and dialogue isolation."
          }
        }
      ],
      "fallback_servers": [
        {
          "slug": "hedra",
          "name": "Hedra MCP Server",
          "url": "https://mcp.film/mcps/hedra/",
          "markdown": "https://mcp.film/mcps/hedra.md",
          "category": "avatars-performance",
          "official": false,
          "remote": false,
          "added": "2026-06-11",
          "verified": "2026-06-11",
          "tagline": "Character-3 talking-avatar video, TTS, and image generation through Hedra's API."
        },
        {
          "slug": "cartesia",
          "name": "Cartesia MCP",
          "url": "https://mcp.film/mcps/cartesia/",
          "markdown": "https://mcp.film/mcps/cartesia.md",
          "category": "voice-speech",
          "official": true,
          "remote": false,
          "added": "2026-06-11",
          "verified": "2026-06-11",
          "tagline": "Official Cartesia (Sonic) server: low-latency TTS, voice cloning, infill, localization."
        },
        {
          "slug": "hume",
          "name": "Hume MCP Server",
          "url": "https://mcp.film/mcps/hume/",
          "markdown": "https://mcp.film/mcps/hume.md",
          "category": "voice-speech",
          "official": true,
          "remote": false,
          "added": "2026-06-11",
          "verified": "2026-06-11",
          "tagline": "Official Hume server for Octave TTS — emotionally expressive, acting-directed speech."
        },
        {
          "slug": "plainly-videos",
          "name": "Plainly Videos MCP",
          "url": "https://mcp.film/mcps/plainly-videos/",
          "markdown": "https://mcp.film/mcps/plainly-videos.md",
          "category": "editing-post",
          "official": true,
          "remote": false,
          "added": "2026-06-29",
          "verified": "2026-06-29",
          "tagline": "Render After Effects-backed video templates from an agent with Plainly's API."
        },
        {
          "slug": "json2video",
          "name": "json2video MCP",
          "url": "https://mcp.film/mcps/json2video/",
          "markdown": "https://mcp.film/mcps/json2video.md",
          "category": "editing-post",
          "official": false,
          "remote": false,
          "added": "2026-06-11",
          "verified": "2026-06-11",
          "tagline": "Render JSON-defined videos in the cloud with the json2video API."
        }
      ],
      "playbook": {
        "id": "commercial-sprint",
        "url": "https://mcp.film/playbooks/#commercial-sprint"
      }
    },
    {
      "id": "music-and-voice",
      "title": "Generate voice, score, and sound assets",
      "url": "https://mcp.film/recommendations/#music-and-voice",
      "markdown": "https://mcp.film/recommendations.md#music-and-voice",
      "summary": "A focused audio route for voiceover, dialogue patching, temp scores, sound effects, speech-to-speech, and localization.",
      "best_for": "Narration, ADR-style patches, temp music, sound effects, character voice tests, and localized deliverables.",
      "tags": [
        "voice",
        "music",
        "tts",
        "sound-effects",
        "localization",
        "dialogue"
      ],
      "martini_handoff": "Use Martini when audio generation needs to stay attached to shots, timelines, campaign boards, and approved generated video takes.",
      "primary": [
        {
          "role": "voice-sfx-music",
          "why": "Official server covering TTS, voice cloning, SFX, music, transcription, and audio isolation.",
          "server": {
            "slug": "elevenlabs",
            "name": "ElevenLabs MCP",
            "url": "https://mcp.film/mcps/elevenlabs/",
            "markdown": "https://mcp.film/mcps/elevenlabs.md",
            "category": "voice-speech",
            "official": true,
            "remote": false,
            "added": "2026-06-11",
            "verified": "2026-06-11",
            "tagline": "Official ElevenLabs server: TTS, voice cloning, SFX, music, and dialogue isolation."
          }
        },
        {
          "role": "performance-voice",
          "why": "Low-latency TTS, STT, cloning, voice changing, infill, and localization.",
          "server": {
            "slug": "cartesia",
            "name": "Cartesia MCP",
            "url": "https://mcp.film/mcps/cartesia/",
            "markdown": "https://mcp.film/mcps/cartesia.md",
            "category": "voice-speech",
            "official": true,
            "remote": false,
            "added": "2026-06-11",
            "verified": "2026-06-11",
            "tagline": "Official Cartesia (Sonic) server: low-latency TTS, voice cloning, infill, localization."
          }
        },
        {
          "role": "songs-and-score",
          "why": "Official MCP for lyrics, songs, instrumental music, and local playback.",
          "server": {
            "slug": "mureka",
            "name": "Mureka MCP",
            "url": "https://mcp.film/mcps/mureka/",
            "markdown": "https://mcp.film/mcps/mureka.md",
            "category": "music",
            "official": true,
            "remote": false,
            "added": "2026-06-29",
            "verified": "2026-06-29",
            "tagline": "Official Mureka server for lyrics, songs, and instrumental background music."
          }
        },
        {
          "role": "transcription",
          "why": "Official transcription, diarization, audio intelligence, and TTS.",
          "server": {
            "slug": "deepgram",
            "name": "Deepgram MCP",
            "url": "https://mcp.film/mcps/deepgram/",
            "markdown": "https://mcp.film/mcps/deepgram.md",
            "category": "transcription",
            "official": true,
            "remote": false,
            "added": "2026-06-11",
            "verified": "2026-06-11",
            "tagline": "Official Deepgram server: Nova transcription, diarization, and audio intelligence."
          }
        },
        {
          "role": "audio-cleanup",
          "why": "Audio post automation for leveling, noise reduction, loudness, and cleanup via Zapier.",
          "server": {
            "slug": "auphonic-zapier",
            "name": "Auphonic (via Zapier MCP)",
            "url": "https://mcp.film/mcps/auphonic-zapier/",
            "markdown": "https://mcp.film/mcps/auphonic-zapier.md",
            "category": "sound-design",
            "official": false,
            "remote": false,
            "added": "2026-06-11",
            "verified": "2026-06-11",
            "tagline": "Auphonic's AI audio post (loudness, leveling, denoise) reachable through Zapier MCP."
          }
        }
      ],
      "fallback_servers": [
        {
          "slug": "hume",
          "name": "Hume MCP Server",
          "url": "https://mcp.film/mcps/hume/",
          "markdown": "https://mcp.film/mcps/hume.md",
          "category": "voice-speech",
          "official": true,
          "remote": false,
          "added": "2026-06-11",
          "verified": "2026-06-11",
          "tagline": "Official Hume server for Octave TTS — emotionally expressive, acting-directed speech."
        },
        {
          "slug": "allvoicelab",
          "name": "AllVoiceLab MCP",
          "url": "https://mcp.film/mcps/allvoicelab/",
          "markdown": "https://mcp.film/mcps/allvoicelab.md",
          "category": "voice-speech",
          "official": true,
          "remote": false,
          "added": "2026-06-29",
          "verified": "2026-06-29",
          "tagline": "Official voice and video localization MCP: TTS, cloning, dubbing, subtitles."
        },
        {
          "slug": "google-genmedia",
          "name": "Google GenMedia MCP",
          "url": "https://mcp.film/mcps/google-genmedia/",
          "markdown": "https://mcp.film/mcps/google-genmedia.md",
          "category": "video-generation",
          "official": true,
          "remote": false,
          "added": "2026-06-11",
          "verified": "2026-06-11",
          "tagline": "Google Cloud's MCP servers for Veo, Imagen, Lyria, Chirp TTS and ffmpeg compositing."
        },
        {
          "slug": "audiogen",
          "name": "AudioGen MCP",
          "url": "https://mcp.film/mcps/audiogen/",
          "markdown": "https://mcp.film/mcps/audiogen.md",
          "category": "sound-design",
          "official": false,
          "remote": false,
          "added": "2026-06-11",
          "verified": "2026-06-11",
          "tagline": "Free, local sound-effect generation with Meta's AudioGen — no API key needed."
        },
        {
          "slug": "freesound",
          "name": "Freesound MCP Server",
          "url": "https://mcp.film/mcps/freesound/",
          "markdown": "https://mcp.film/mcps/freesound.md",
          "category": "sound-design",
          "official": false,
          "remote": false,
          "added": "2026-06-11",
          "verified": "2026-06-11",
          "tagline": "Search freesound.org's 600k+ CC-licensed sounds by natural language for SFX pulls."
        }
      ],
      "playbook": {
        "id": "commercial-sprint",
        "url": "https://mcp.film/playbooks/#commercial-sprint"
      }
    },
    {
      "id": "hosted-only-stack",
      "title": "Use only hosted remote MCP servers",
      "url": "https://mcp.film/recommendations/#hosted-only-stack",
      "markdown": "https://mcp.film/recommendations.md#hosted-only-stack",
      "summary": "A cloud-agent-safe route for clients that can connect to hosted Streamable HTTP or SSE endpoints but cannot spawn local processes.",
      "best_for": "Web agents, locked-down sandboxes, demos, and automation where local binaries or desktop apps are unavailable.",
      "tags": [
        "hosted",
        "remote",
        "cloud-agent",
        "oauth",
        "no-local-install"
      ],
      "martini_handoff": "Use Martini as the hosted studio when the agent needs to move from tool discovery into coordinated production work.",
      "primary": [
        {
          "role": "hosted-studio",
          "why": "Remote MCP endpoint for a full AI video production surface.",
          "server": {
            "slug": "martini",
            "name": "Martini",
            "url": "https://mcp.film/mcps/martini/",
            "markdown": "https://mcp.film/mcps/martini.md",
            "category": "studio",
            "official": true,
            "remote": true,
            "added": "2026-06-11",
            "verified": "2026-06-29",
            "tagline": "The film set for AI videos — direct entire productions from your agent."
          }
        },
        {
          "role": "hosted-video-generation",
          "why": "Official hosted video generation endpoint for agent clients.",
          "server": {
            "slug": "runway",
            "name": "Runway MCP",
            "url": "https://mcp.film/mcps/runway/",
            "markdown": "https://mcp.film/mcps/runway.md",
            "category": "video-generation",
            "official": true,
            "remote": true,
            "added": "2026-06-11",
            "verified": "2026-06-11",
            "tagline": "Official hosted MCP: Gen-4.5, Seedance, Kling and Veo video from any agent."
          }
        },
        {
          "role": "hosted-model-hub",
          "why": "Hosted endpoint for running and chaining many image, video, audio, and voice models.",
          "server": {
            "slug": "fal",
            "name": "fal MCP Server",
            "url": "https://mcp.film/mcps/fal/",
            "markdown": "https://mcp.film/mcps/fal.md",
            "category": "model-hub",
            "official": true,
            "remote": true,
            "added": "2026-06-11",
            "verified": "2026-06-11",
            "tagline": "One hosted endpoint to search, run and chain 1,000+ image, video and audio models."
          }
        },
        {
          "role": "hosted-model-workbench",
          "why": "Hosted MCP for image/video models, schemas, uploads, and job widgets.",
          "server": {
            "slug": "krea",
            "name": "Krea MCP Server",
            "url": "https://mcp.film/mcps/krea/",
            "markdown": "https://mcp.film/mcps/krea.md",
            "category": "model-hub",
            "official": true,
            "remote": true,
            "added": "2026-06-29",
            "verified": "2026-06-29",
            "tagline": "Official hosted MCP for Krea image/video models, schemas, uploads, and job widgets."
          }
        },
        {
          "role": "hosted-campaign-collateral",
          "why": "Hosted OAuth MCP for design generation, campaign assets, comments, and exports.",
          "server": {
            "slug": "canva",
            "name": "Canva MCP",
            "url": "https://mcp.film/mcps/canva/",
            "markdown": "https://mcp.film/mcps/canva.md",
            "category": "distribution",
            "official": true,
            "remote": true,
            "added": "2026-06-29",
            "verified": "2026-06-29",
            "tagline": "Official Canva remote MCP for campaign designs, thumbnails, decks, exports, and comments."
          }
        },
        {
          "role": "hosted-production-db",
          "why": "Hosted production tracking and schema-aware base operations.",
          "server": {
            "slug": "airtable",
            "name": "Airtable MCP Server",
            "url": "https://mcp.film/mcps/airtable/",
            "markdown": "https://mcp.film/mcps/airtable.md",
            "category": "production-ops",
            "official": true,
            "remote": true,
            "added": "2026-06-11",
            "verified": "2026-06-11",
            "tagline": "Official hosted Airtable MCP: query, create, and update production-tracking bases."
          }
        },
        {
          "role": "hosted-files",
          "why": "Official remote file search, read, create, and governance-aware access.",
          "server": {
            "slug": "google-drive",
            "name": "Google Drive MCP",
            "url": "https://mcp.film/mcps/google-drive/",
            "markdown": "https://mcp.film/mcps/google-drive.md",
            "category": "production-ops",
            "official": true,
            "remote": true,
            "added": "2026-06-11",
            "verified": "2026-06-11",
            "tagline": "Google's official remote Drive MCP: search, read, and create files with Workspace governance."
          }
        }
      ],
      "fallback_servers": [
        {
          "slug": "higgsfield",
          "name": "Higgsfield MCP",
          "url": "https://mcp.film/mcps/higgsfield/",
          "markdown": "https://mcp.film/mcps/higgsfield.md",
          "category": "video-generation",
          "official": true,
          "remote": true,
          "added": "2026-06-11",
          "verified": "2026-06-11",
          "tagline": "Hosted connector to 30+ video/image models: Kling 3, Veo 3, Sora 2, Soul, Seedance."
        },
        {
          "slug": "pika",
          "name": "Pika MCP",
          "url": "https://mcp.film/mcps/pika/",
          "markdown": "https://mcp.film/mcps/pika.md",
          "category": "video-generation",
          "official": true,
          "remote": true,
          "added": "2026-06-11",
          "verified": "2026-06-11",
          "tagline": "'Pikafy' your agent: Pika's video, image, music and voiceover tools in Claude."
        },
        {
          "slug": "recraft",
          "name": "Recraft MCP Server",
          "url": "https://mcp.film/mcps/recraft/",
          "markdown": "https://mcp.film/mcps/recraft.md",
          "category": "image-generation",
          "official": true,
          "remote": true,
          "added": "2026-06-11",
          "verified": "2026-06-11",
          "tagline": "Official Recraft server: raster + vector image gen, styles, upscale, backgrounds."
        },
        {
          "slug": "replicate",
          "name": "Replicate MCP Server",
          "url": "https://mcp.film/mcps/replicate/",
          "markdown": "https://mcp.film/mcps/replicate.md",
          "category": "model-hub",
          "official": true,
          "remote": true,
          "added": "2026-06-11",
          "verified": "2026-06-11",
          "tagline": "Official remote MCP for discovering and running thousands of models on Replicate."
        },
        {
          "slug": "dropbox",
          "name": "Dropbox MCP Server",
          "url": "https://mcp.film/mcps/dropbox/",
          "markdown": "https://mcp.film/mcps/dropbox.md",
          "category": "production-ops",
          "official": true,
          "remote": true,
          "added": "2026-06-11",
          "verified": "2026-06-11",
          "tagline": "Dropbox's official remote MCP (beta) for dailies, footage folders, and file ops."
        }
      ],
      "playbook": {
        "id": "commercial-sprint",
        "url": "https://mcp.film/playbooks/#commercial-sprint"
      }
    },
    {
      "id": "open-lab",
      "title": "Run a hackable open film lab",
      "url": "https://mcp.film/recommendations/#open-lab",
      "markdown": "https://mcp.film/recommendations.md#open-lab",
      "summary": "A mostly local and inspectable route for labs, students, R&D teams, and technical filmmakers who want workflows they can modify.",
      "best_for": "Local GPU experiments, open-source film labs, student projects, pipeline R&D, and teams that prize control over polish.",
      "tags": [
        "open-source",
        "local",
        "comfyui",
        "blender",
        "ffmpeg",
        "research"
      ],
      "martini_handoff": "Use Martini when a lab experiment graduates into a production that needs shared state, model routing, boards, and delivery pressure.",
      "primary": [
        {
          "role": "workflow-workbench",
          "why": "Drive ComfyUI image, video, audio, and workflow graphs from Claude or ChatGPT.",
          "server": {
            "slug": "comfyui-artokun",
            "name": "ComfyUI MCP (Claude Code plugin)",
            "url": "https://mcp.film/mcps/comfyui-artokun/",
            "markdown": "https://mcp.film/mcps/comfyui-artokun.md",
            "category": "3d-vfx",
            "official": false,
            "remote": false,
            "added": "2026-06-11",
            "verified": "2026-06-28",
            "tagline": "Drive ComfyUI as a live image, video, audio, and workflow workbench from Claude or ChatGPT."
          }
        },
        {
          "role": "local-generation",
          "why": "Local workflow execution and graph control for inspectable generation pipelines.",
          "server": {
            "slug": "comfyui",
            "name": "ComfyUI MCP",
            "url": "https://mcp.film/mcps/comfyui/",
            "markdown": "https://mcp.film/mcps/comfyui.md",
            "category": "model-hub",
            "official": false,
            "remote": false,
            "added": "2026-06-11",
            "verified": "2026-06-11",
            "tagline": "Drive a local ComfyUI: 40+ tools for image, video, audio and 3D workflows."
          }
        },
        {
          "role": "3d-scene-control",
          "why": "The canonical Blender MCP for modeling, texturing, importing assets, and previz.",
          "server": {
            "slug": "blender",
            "name": "Blender MCP",
            "url": "https://mcp.film/mcps/blender/",
            "markdown": "https://mcp.film/mcps/blender.md",
            "category": "3d-vfx",
            "official": false,
            "remote": false,
            "added": "2026-06-11",
            "verified": "2026-06-11",
            "tagline": "The canonical Blender MCP — model, texture, and assemble 3D scenes by prompt."
          }
        },
        {
          "role": "local-post",
          "why": "Guardrailed local video operations with FFmpeg, subtitles, QC, SFX, and repurposing.",
          "server": {
            "slug": "mcp-video",
            "name": "mcp-video",
            "url": "https://mcp.film/mcps/mcp-video/",
            "markdown": "https://mcp.film/mcps/mcp-video.md",
            "category": "editing-post",
            "official": false,
            "remote": false,
            "added": "2026-06-28",
            "verified": "2026-06-28",
            "tagline": "Guardrailed local video editing MCP with FFmpeg, subtitles, QC, SFX and Hyperframes."
          }
        },
        {
          "role": "sound-library",
          "why": "Search and pull licensed sound assets into an agentic pipeline.",
          "server": {
            "slug": "freesound",
            "name": "Freesound MCP Server",
            "url": "https://mcp.film/mcps/freesound/",
            "markdown": "https://mcp.film/mcps/freesound.md",
            "category": "sound-design",
            "official": false,
            "remote": false,
            "added": "2026-06-11",
            "verified": "2026-06-11",
            "tagline": "Search freesound.org's 600k+ CC-licensed sounds by natural language for SFX pulls."
          }
        }
      ],
      "fallback_servers": [
        {
          "slug": "unreal-engine",
          "name": "Unreal Engine MCP",
          "url": "https://mcp.film/mcps/unreal-engine/",
          "markdown": "https://mcp.film/mcps/unreal-engine.md",
          "category": "3d-vfx",
          "official": false,
          "remote": true,
          "added": "2026-06-11",
          "verified": "2026-06-11",
          "tagline": "Control Unreal Engine 5.5+ scenes and Blueprints by natural language."
        },
        {
          "slug": "ffmpeg",
          "name": "FFmpeg MCP",
          "url": "https://mcp.film/mcps/ffmpeg/",
          "markdown": "https://mcp.film/mcps/ffmpeg.md",
          "category": "editing-post",
          "official": false,
          "remote": false,
          "added": "2026-06-11",
          "verified": "2026-06-11",
          "tagline": "Conversational FFmpeg: trim, concat, overlay, scale, and extract frames locally."
        },
        {
          "slug": "audiogen",
          "name": "AudioGen MCP",
          "url": "https://mcp.film/mcps/audiogen/",
          "markdown": "https://mcp.film/mcps/audiogen.md",
          "category": "sound-design",
          "official": false,
          "remote": false,
          "added": "2026-06-11",
          "verified": "2026-06-11",
          "tagline": "Free, local sound-effect generation with Meta's AudioGen — no API key needed."
        },
        {
          "slug": "replicate",
          "name": "Replicate MCP Server",
          "url": "https://mcp.film/mcps/replicate/",
          "markdown": "https://mcp.film/mcps/replicate.md",
          "category": "model-hub",
          "official": true,
          "remote": true,
          "added": "2026-06-11",
          "verified": "2026-06-11",
          "tagline": "Official remote MCP for discovering and running thousands of models on Replicate."
        },
        {
          "slug": "tripo",
          "name": "Tripo MCP",
          "url": "https://mcp.film/mcps/tripo/",
          "markdown": "https://mcp.film/mcps/tripo.md",
          "category": "3d-vfx",
          "official": true,
          "remote": false,
          "added": "2026-06-11",
          "verified": "2026-06-11",
          "tagline": "Official Tripo MCP — text-to-3D assets generated and imported into Blender."
        },
        {
          "slug": "meshy",
          "name": "Meshy MCP Server",
          "url": "https://mcp.film/mcps/meshy/",
          "markdown": "https://mcp.film/mcps/meshy.md",
          "category": "3d-vfx",
          "official": true,
          "remote": false,
          "added": "2026-06-11",
          "verified": "2026-06-11",
          "tagline": "Official Meshy MCP — generate, retexture, rig, and animate 3D models via API."
        }
      ],
      "playbook": {
        "id": "open-lab",
        "url": "https://mcp.film/playbooks/#open-lab"
      }
    }
  ]
}