gif-cog（gif 齿轮）

GIF Cog - Every GIF Is a Different Production Challenge

A product rotation, a reaction face, a cinemagraph, a social media animation — each needs a completely different creative pipeline. CellCog has them all.

Most "AI GIF tools" are just video-to-GIF converters. CellCog creates GIFs from scratch — generating the visual, animating it with AI video models, optimizing the palette and file size for your target platform, and delivering both the GIF and a high-quality MP4 source. Every GIF is a custom production.

How to Use

For your first CellCog task in a session, read the cellcog skill for the full SDK reference — file handling, chat modes, timeouts, and more.

OpenClaw (fire-and-forget):

result = client.create_chat(
    prompt="[your task prompt]",
    notify_session_key="agent:main:main",
    task_label="my-task",
    chat_mode="agent",
)

All agents except OpenClaw (blocks until done):

from cellcog import CellCogClient
client = CellCogClient(agent_provider="openclaw|cursor|claude-code|codex|...")
result = client.create_chat(
    prompt="[your task prompt]",
    task_label="my-task",
    chat_mode="agent",
)
print(result["message"])

Why Good GIFs Are Harder Than They Look

Creating a GIF that actually looks professional involves surprising complexity:

• Seamless loops are hard: The first and last frame need to match perfectly, or the loop stutters
• 256-color limit: GIFs only support 256 colors — intelligent palette selection makes the difference between crisp and muddy
• File size constraints are brutal: Discord caps at 8MB, WhatsApp at 6MB, email at 1MB — every frame and pixel counts
• Different GIFs need different tools: A product rotation needs 3D rendering, a cinemagraph needs motion isolation, a reaction GIF needs character design

CellCog deploys different tool combinations for each request — image generation, video animation, coding tools for custom effects, ffmpeg for optimization — all orchestrated by an agent that understands what your specific GIF needs.

What Makes This Different

CellCog doesn't just convert video to GIF. It has access to world-class video generation models, image generation models, audio models, and a frontier coding agent — and it deploys whichever combination your specific GIF needs.

No other platform combines frontier image generation + video animation + coding tools + intelligent GIF optimization in a single request.

What GIFs You Can Create

Reaction GIFs

Custom reactions that don't exist yet:

• Custom Expressions: "Create a reaction GIF of a cartoon cat doing a slow clap"
• Meme Reactions: "Make a 'this is fine' style reaction GIF with a robot at a computer"
• Emotion GIFs: "Create a GIF of a character going from confused to enlightened — lightbulb moment"
• Text Reactions: "Make a GIF with animated text that says 'NAILED IT' with confetti"

Example prompt:

"Create a reaction GIF for Slack: Concept: A cute penguin character giving a standing ovation Style: Kawaii, simple, clean lines Loop: Seamless — penguin claps continuously Duration: 2 seconds Optimize for Slack (under 20MB, 128×128 works best for emoji). Also give me a larger version for general use."

Product & E-commerce

Professional product animations:

• 360° Rotations: "Create a rotating GIF of a sneaker on a clean white background"
• Feature Highlights: "Make a GIF showing the key features of a smartwatch — zoom into the display, show the band"
• Before/After: "Create a before/after GIF for a photo editing app — toggle between unedited and edited"
• Unboxing Reveals: "Make a GIF of a product box opening to reveal the product inside"

Example prompt:

"Create a product GIF for our e-commerce listing: Product: Premium wireless earbuds in a matte black case Animation: Case opens slowly, earbuds float up with a subtle glow effect Style: Clean, minimal, dark background with dramatic lighting Duration: 3 seconds, seamless loop Optimize for both web (under 5MB) and email (under 1MB). Deliver the GIF and the MP4 source."

Cinemagraphs

Still photos with mesmerizing subtle motion:

• Coffee Steam: "Create a cinemagraph of a coffee cup — everything still except the steam rising"
• Rain on Window: "Make a cinemagraph of a city view through a window with rain drops running down the glass"
• Flickering Candle: "Create a cinemagraph of a cozy reading nook — only the candle flame moves"
• Flowing Water: "Make a cinemagraph of a forest stream — trees are still, water flows endlessly"
• Hair in Wind: "Create a cinemagraph of a woman looking at the ocean — only her hair moves in the breeze"

Example prompt:

"Create a cinemagraph for our café's website: Scene: A latte on a marble counter by a window, morning light streaming in Motion: Only the steam from the latte moves — everything else is perfectly still Mood: Warm, inviting, cozy Loop: Seamless, infinite Duration: 4 seconds This needs to feel like a photograph that's alive. Subtle is better."

Social Media Animations

Eye-catching content for feeds and stories:

• Announcement GIFs: "Create an animated 'We're Hiring!' GIF for LinkedIn"
• Seasonal Content: "Make a holiday-themed animated banner for our Instagram"
• Branded Loops: "Create a subtle animated version of our logo for email signatures"
• Countdown GIFs: "Make a countdown animation for our product launch — 3, 2, 1, Launch!"

Animated Art & Illustrations

Creative and artistic GIFs:

• Pixel Art Animations: "Create a pixel art GIF of a campfire with flickering flames"
• Isometric Loops: "Make an isometric GIF of a tiny coffee shop with people walking in and out"
• Abstract Loops: "Create a mesmerizing abstract GIF with flowing geometric shapes in gradient colors"
• Character Animations: "Make a GIF of a pixel art character running endlessly — side-scroller style"

Example prompt:

"Create an isometric pixel art GIF: Scene: A tiny Japanese ramen shop at night, neon signs glowing Animation: Steam rises from bowls, neon signs flicker subtly, a cat walks by occasionally Style: Detailed pixel art, warm color palette Loop: Seamless, 4 seconds I want this to feel like a living diorama. The kind of GIF people stare at for 30 seconds."

UI/UX Demo GIFs

Show off your product:

• Feature Walkthroughs: "Create a GIF showing the drag-and-drop feature in our project management tool"
• Micro-interactions: "Make a GIF demonstrating our satisfying toggle animation"
• Loading Animations: "Create a branded loading animation GIF for our app"
• Onboarding Flow: "Make a GIF showing the 3-step signup flow for our landing page"

Output Specifications

Platform Size Limits

Tell CellCog which platform you're targeting and it will optimize automatically.

Chat Mode for GIFs

Use "agent" for most GIF work. Single GIFs execute well in agent mode.

Use "agent team" when you need a cohesive set — like 10 reaction GIFs with the same character, or a suite of product GIFs that share a visual style.

Example Prompts

Quick reaction GIF:

"Create a reaction GIF: a cartoon dog tilting its head in confusion, then a question mark pops up. Cute, simple style. Seamless loop, 2 seconds. Optimize for Discord."

Product showcase:

"Create a GIF for our landing page hero section: Show our app dashboard loading in — data fills the charts, numbers count up, everything comes alive. Style: Clean, modern, our brand colors (blue #2563EB, white, gray) Duration: 3 seconds, seamless loop Size: 800px wide, optimize for web (under 5MB)"

Artistic cinemagraph:

"Create a cinemagraph of a mountain landscape at golden hour. Everything is still — the mountains, the trees, the lake. But the clouds move slowly across the sky, and there's a subtle shimmer on the lake surface. Mood: Peaceful, majestic, meditative. Seamless loop, 5 seconds. High quality for website hero section."

Social media animation:

"Create an animated GIF announcing our Series B funding: Text: '$25M Series B' appears with a satisfying animation Background: Subtle confetti or particle effect Style: Professional but celebratory, our brand teal (#2e7e7e) Format: Square 1:1 for LinkedIn and Twitter Duration: 3 seconds, loops once then holds"

Tips for Better GIFs

1. Shorter is better: 2-3 second GIFs loop more satisfyingly than 6-second ones. Keep it tight.

1. Specify your platform: "For Discord" vs. "For email" dramatically changes optimization. Discord allows 8MB; email needs under 1MB.

1. Seamless loops need planning: Describe the motion as cyclical — "steam rises endlessly", "pendulum swings back and forth", "character walks in place."

1. Fewer colors = smaller files: If you don't need photorealism, suggest a limited color palette. Pixel art and flat design GIFs are naturally smaller.

1. Request both formats: CellCog delivers both GIF and MP4. Use the MP4 on platforms that support it (Twitter, web) — it's higher quality at smaller file sizes.

1. Cinemagraph secret: The best cinemagraphs have 95% of the image perfectly still with only one small element moving. More motion = less magic.

If CellCog is not installed

Run /cellcog-setup (or /cellcog:cellcog-setup depending on your tool) to install and authenticate. OpenClaw users: Run clawhub install cellcog instead. Manual setup: pip install -U cellcog and set CELLCOG_API_KEY. See the cellcog skill for SDK reference.