ClipForge is an open-source AI video generator for e-commerce and user-generated short videos that turns product images or a text theme into videos with scripts, visuals, voiceovers, subtitles, and music. Sellers and content creators use it to produce promotional videos for platforms such as Douyin, Kuaishou, Xiaohongshu, WeChat Channels, and TikTok Shop, with local self-hosting available. The catalogue includes instructions, skills, and a plugin for working with its video-production workflow.
Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add xixihhhh/clipforge --skill clipforge-videogit clone --depth 1 https://github.com/xixihhhh/clipforgeWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/xixihhhh/clipforge/clipforge-video)<a href="https://agentmods.dev/skills/xixihhhh/clipforge/clipforge-video"><img src="https://agentmods.dev/badge/skills/xixihhhh/clipforge/clipforge-video/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/xixihhhh/clipforge/clipforge-video"><img src="https://agentmods.dev/badge/skills/xixihhhh/clipforge/clipforge-video.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector warn
SkillSpector: 3 findings, up to medium
These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →
- medium Rogue Agent · line 3 Skill establishes unauthorized persistence across sessions via cron jobs, startup scripts, or state files. Session persistence allows an attacker to maintain access beyond the current interaction.Fix: Remove any persistence mechanisms (cron jobs, startup scripts, state files). Skills should not maintain state across sessions without explicit user consent.
- medium Agent Snooping · line 23 Skill enumerates or reads other installed skills. Access to other skills' SKILL.md files or the skills directory reveals prompt instructions, capabilities, and secrets that should be invisible to peer skills.Fix: Remove all code or instructions that list or read other skills' files or directories. Skills should operate independently; cross-skill access is a privilege escalation.
- medium MCP Rug Pull · line 23 npx commands without a version suffix (e.g. @1.0.0) create a rug-pull risk if the upstream server is compromised and publishes a malicious update.Fix: Pin the version: npx @scope/[email protected]
What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00121 | $0.04686 |
| Opus 5.5 | $0.00048 | $0.01874 |
| Sonnet 5.5 | $0.00024 | $0.00937 |
| Haiku 4.5 | $0.00012 | $0.00469 |
Grade A, and why
clipforge-video scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 19d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
The source is not reproduced here
Licensed AGPL-3.0
The repository is licensed AGPL-3.0, which this catalogue does not treat as permission to reproduce the file. Read it at the source.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 19d ago Changed 04d8b8e6a240
- 1mo ago Changed 8f9fd1de23dd
- 1mo ago Changed · +7 lines c843510e4ea3
- 1mo ago Changed 1badb24b22aa
- 1mo ago Changed · +6 lines 4db69c090bcb
- 1mo ago First seen · 156 lines · 121 tokens per session scan A 4909612b854f
clipforge-video is a skill published in the GitHub repository xixihhhh/clipforge (1,105 stars, last pushed yesterday), licensed AGPL-3.0. It adds 121 tokens to every session and 4,686 once invoked, about $0.0005 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
Other skills, from other repositories
ecom-details-image
A guide for planning still images used to sell or explain products, including main product pictures, detail-page images, banners, lifestyle scenes, packaging, comparisons, and product demonstrations. It can provide image prompts or, when explicitly requested, use the project's own image-generation route.
workflows
Use in Freezone/虾画 chat when the user selects a Skill or asks to create, plan, analyze, or expand a dynamic canvas workflow for short drama, ads, ecommerce, product video, MV, text, image, video, or audio production.
ai-model-expert-1688-ecommerce-video-generation-editing
An AI tool workflow for creating and editing 1688 e-commerce videos from text, images, videos, or audio. 1688 is a Chinese online wholesale marketplace.
302-ai-alternative-ai-hive
A migration guide for teams moving between AI model API platforms, especially for image and video generation. It helps review an existing OpenAI-compatible integration and plan testing, routing, and fallback options.
ai-hive-animation-167-e6ff654
An AI-HIVE workflow for creating original 8-bit pixel-art animation or game-oriented content. It covers characters, settings, storyboards, key frames, animation clips, and checks for visual consistency and originality.
ai-hive-a2a-cancel-handoff-check
A verification workflow for tasks handed from one AI agent to another using A2A, a protocol for agent-to-agent communication. It checks remote status, task identifiers, handoff outputs, and cancellation results.