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Agent skill · Audited from source

Higgsfield Pipeline

skill · OSideMedia/higgsfield-ai-prompt-skillMIT licenceAudited 31 Oct 2026 · source 9e3a2f685c72

★ 827pushed 6 days agoversion 3.6.2
✓SAFEGrade B · 89/100 · 31 Oct 2026 · 9e3a2f6
827repo stars · whole OSideMedia/higgsfield-ai-prompt-skill

Is it safe? Yes — SAFE, grade B (89/100). We read this skill's source at commit 9e3a2f685c72 and found no filesystem, network or shell access and no hard-coded secrets. What it does: Use when the user wants to create a complete multi-shot video, asks how to chain Higgsfield tools together, wants to build a short film or branded content series, asks "what's the full workflow", needs to connect…

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Cite this page

ModelsAtlas. “Higgsfield Pipeline (OSideMedia/higgsfield-ai-prompt-skill)”. Retrieved 31 Oct 2026. https://modelsatlas.com/skills/osidemedia/higgsfield-pipeline

Trust audit

Audit 0.4.1 · source read 31 Oct 2026

Trust score89/100✓SAFE B
0 critical0 high0 medium0 low0 info

SAFE means nothing in the source contradicts what the skill says it does. Grade B is shared by 16,667 of 17,602 audited skills.

What the source does

  • FilesystemNone observedNo reads or writes in the source
  • NetworkNone observedNo outbound calls in the source
  • ShellNone observedNo commands run in the source
  • DependenciesPinnedNothing floats
  • SecretsNone foundNo keys in source

Five audit layers

LayerWhat we checkResultFindings
L0 ProvenanceRepo owner, licence, archive status, activityPASS0
L1 Static sourceSecrets, path traversal, supply chain, hidden codeNA0
L2 InstructionsPrompt injection, authority framing, hidden directivesPASS0
L3 InventoryThe files and declarations match the sourcePASS0
L4 SandboxRun in isolation and watch behaviourSKIPPED why0

Gates applied: no behavioural pass.

Findings (0)

No findings at any severity. We re-audit when the source changes.

Audit 0.4.1 · source sha 9e3a2f685c72 · 31 Oct 2026Report an issue or request a re-scan

Provenance

Who published it, and what the verdict is pinned to

  • PublisherOSideMedia GitHub userOwner of the repository this skill is read from
  • Source folderOSideMedia/higgsfield-ai-prompt-skill/skills/higgsfield-pipelineThe exact folder we audited
  • LicenceMITAs the repository states it
  • Commit pinned for this verdict9e3a2f685c72A new audit runs when the source changes
  • Repository statusNot archivedLast push 6 days ago
  • Sandboxed runNot runSkills are read, not executed; layer L4 is skipped

What it tells the agent

Full source on GitHub ↗

Its description: Use when the user wants to create a complete multi-shot video, asks how to chain Higgsfield tools together, wants to build a short film or branded content series, asks "what's the full workflow", needs to connect…

---
name: higgsfield-pipeline
description: >
  Use when the user wants to create a complete multi-shot video, asks how to chain
  Higgsfield tools together, wants to build a short film or branded content series,
  asks "what's the full workflow", needs to connect Popcorn → image → video → Recast
  → audio → assembly, or wants to understand how the platform works as a production
  system rather than isolated tools.
user-invocable: true
metadata:
  tags: [higgsfield, pipeline, workflow, chain, production, multi-shot, short-film, popcorn, recast]
  version: 3.6.2
  updated: 2026-09-26
  parent: higgsfield
---

# Higgsfield Production Pipeline

## QUICK FACTS
*Generated-checked block (scripts/build_index.py verifies anchors). Read the linked sections for full context — these lines are routing aids, not the rules themselves.*
- 8-stage Master Chain: Popcorn → Seedream/Soul → Animate → Recast → Lipsync → Vibe Motion → Upscale → Assemble; most good short-form uses 3–5 stages [→](#the-master-production-chain)
- Lock 9 project fields before touching any tool; "what must stay consistent" is the load-bearing one [→](#step-01--start-with-the-project-not-the-prompt)
- One job per scene — six scene purposes; a good scene prompt answers six questions [→](#step-06--give-every-scene-one-job)
- 7 reusable prompt-module types: character identity, camera, lighting, style, motion, negative prompt, continuity [→](#step-07--use-prompt-modules)
- 80% rule: keep what worked, fix only the mistake; every diagnosed failure becomes a new negative rule [→](#step-0809--fix-failures--protect-what-worked)
- Build in 8 passes: Concept → Project script → Scene breakdown → Shot list → Image prompts → Video prompts → Review → Fix [→](#step-10--build-the-project-in-passes)
- Use the EXACT same character description (copy-paste) in every Popcorn prompt — continuity without Soul ID [→](#stage-1--storyboard-with-popcorn)
- Seedream edits the image, not the video — always edit the Hero Frame before animating, never after [→](#stage-2--image-editing-with-seedream)
- Model by scene type: Seedance 2.0 / Minimax Hailuo 2.3 for stunts/epic ("one continuous shot, no cuts"), Kling 2.6 portraits, Seedance quiet interiors [→](#stage-3--animate-by-scene-type)
- Recast swaps identity while preserving motion, camera, and lighting; the "prompt" is the reference image you upload [→](#stage-4--recast-character-swap)
- Audio routing: existing video + speech → Lipsync Studio; new content with audio → Kling 3.0; talking head → Seedance 1.5 Pro (start image + native audio) or Kling Avatars 2.0 (not in the API catalog, 2026-09-26 — verify in the live UI) [→](#stage-5--lipsync--audio)
- Higgsfield has no native timeline editor — assemble in DaVinci Resolve / Premiere / CapCut [→](#stage-8--assembly)
- Pipeline E hard rules: 15-second cap per scene, one generation per style, feed the previous scene's video as continuity reference [→](#stage-5--seedance-20-with-keyframe--previous-video)
- Soul Cinema keyframes: deliberately short 5–15 word prompts with enhancer ON — long prompts starve the enhancer [→](#stage-1--soul-cinema-keyframe-style-first-enhancer-on)
- Never describe character age in Seedance prompts; >15s per scene degrades prompt adherence — split the scene [→](#pipeline-e-pitfalls)
- No extend button: attach the accepted clip as a video reference + open with "The scene continues." — and match the source's resolution AND duration [→](#the-extend-a-clip-workflow)
- Cap seamless extension chains at 2 (hard ceiling 3); re-anchor from ORIGINAL canonical refs, break chains with B-roll [→](#chain-management--depth-caps-and-re-anchoring)
- An attached source clip carries the state — prompt only the delta; motion vectors, camera-move phase, audio phase stay in prose when handing off from a still frame [→](#source-carries-state-rule)
- End extension prompts on a camera-angle change so the join reads as coverage; plan transitions ahead (last-channel-on-TV trick) [→](#clean-join-planning)
- Draw a top-down schema when 2+ characters, a key prop placement, or complex camera geometry — prompt in absolute terms ("A 2m from B") [→](#spatial-blocking--top-down-schema-for-multi-character-scenes)
- Never animate a "good enough" image; if the character looks wrong in the Hero Frame, Recast is the fix — not the animation prompt [→](#pipeline-pitfalls)
- [FIELD] The edit is a loop with a declared exit: assembly → rough cut → **generation supervision** (re-generate broken shots here, and only here) → fine cut → picture lock, after which there are no new generations; colour's first job is unifying each generation's baked-in grade [→](#the-edit--five-stages-to-picture-lock)


## The Core Insight

Every Higgsfield tool is strong individually. The real power is when you chain them.
A professional result almost always involves at least 3 tools in sequence.
This skill documents the key chains and how to prompt for each stage.

---

## Building Complete AI Projects — The 10-Step Methodology

The Core Insight above answers *why* you chain tools. The next
question is *how to plan the project* before any tool is touched.
Most people skip planning and start prompting straight from a
creative impulse — a generation here, a clip there, hoping the
pieces will connect. They don't. A project that's planned at the
script and bible level lands consistently; a project assembled
prompt-by-prompt drifts on character, style, and continuity within
three or four generations.

This section documents a 10-step methodology for building complete
AI projects — from idea through finished sequence — that sits
upstream of the Master Production Chain below. Use these 10 Steps
as a planning discipline; use Pipelines A-E to execute the
tool-level chain once your project plan is locked. The closing §
Simple Workflow gives the imperative-action version of the same 10
Steps if you want the execution recipe before the principles.

### Step 01 — Start With the Project, Not the Prompt

Before writing a si

Excerpt, first 6,000 characters of SKILL.md, verbatim from the audited commit. It is text from someone else’s repository, quoted so you can judge it before your agent reads it.

Install

Pinned to the audited commit 9e3a2f6

Download folder ↗
git clone https://github.com/OSideMedia/higgsfield-ai-prompt-skill
git -C higgsfield-ai-prompt-skill checkout 9e3a2f685c72

The author documents no install command, so this uses the repository directly. Our verdict covers commit 9e3a2f685c72 only.

Works in which agents?

What its own text says, not a test

AgentStatusMore
GitHub CopilotMentioned in its text, not testedSkills for GitHub Copilot · About GitHub Copilot
“Mentioned” means the skill’s text names the agent. We have not run it there.

Audit history

Every audit, every source change

  1. ✓SAFE B 89 / 100

    first audit · source 9e3a2f685c72

README badge

For maintainers · shows the latest audit

ModelsAtlas: SAFE BMODELSATLASSAFE · B
[![ModelsAtlas: SAFE B](https://modelsatlas.com/skills/osidemedia/higgsfield-pipeline/badge.svg)](https://modelsatlas.com/skills/osidemedia/higgsfield-pipeline/)

The badge shows our verdict and grade for this skill, and links back to this page. It changes when the audit does.

Higgsfield Recipes✓SAFE

OSideMedia/higgsfield-ai-prompt-skill

Use when the user wants a genre-specific scene template, starting point for a type of video (action, horror, romance, product ad, documentary, sci-fi, dance, etc.), or asks for prompt examples for a specific style of…

★ 831Grade B
Higgsfield Seedance✓SAFE

OSideMedia/higgsfield-ai-prompt-skill

Rewrites scene descriptions using professional cinematography language, structures prompts with a six-slot formula (camera + subject + action + setting + style + lighting), and diagnoses content filter rejections via a…

★ 831Grade B
Higgsfield Prompt✓SAFE

OSideMedia/higgsfield-ai-prompt-skill

Use when building, writing, refining, or structuring a Higgsfield AI prompt. Covers the MCSLA formula, prompt structure, narrative vs. timestamped formats, and how to write for both text-to-video and image-to-video…

★ 827Grade B
Higgsfield Motion✓SAFE

OSideMedia/higgsfield-ai-prompt-skill

Use when the user wants to apply a named Higgsfield motion preset, asks about VFX presets, transformation effects, elemental effects, or transition presets. Contains the full named preset library with descriptions and…

★ 824Grade B
Higgsfield Moodboard✓SAFE

OSideMedia/higgsfield-ai-prompt-skill

Use when the user asks about Moodboard, building a moodboard from reference images, curated moodboard presets, Soul Hex color transfer, applying a visual style direction to generations, or named moodboard styles like…

★ 818Grade B
Higgsfield Models✓SAFE

OSideMedia/higgsfield-ai-prompt-skill

Use when the user asks which model to use, wants to compare models, or needs guidance on selecting between Kling, Wan (incl. Wan 3.0), Seedance (incl. 2.5), Veo 3, Minimax Hailuo / MiniMax H3, FLUX 3 Video, Gemini Omni…

★ 815Grade B

Add this badge to your README

[![ModelsAtlas: SAFE B](https://modelsatlas.com/skills/osidemedia/higgsfield-pipeline/badge.svg)](https://modelsatlas.com/skills/osidemedia/higgsfield-pipeline/)

Questions about Higgsfield Pipeline

What does the Higgsfield Pipeline skill do?
Claude AI skill for cinematic Higgsfield AI prompts — 32 sub-skills covering Seedance 2.5 (omni-reference, video edit + extend) and 2.0, the Hell Grind feature-film pipeline, an acting system, Cinema Studio 2.5/3.0/3.5, MCSLA, Soul ID consistency, Kling 3.0 Motion Control, the DISCIPLINE framework,
Is Higgsfield Pipeline safe to install?
The audit found nothing in the source that contradicts what it says it does, and graded it B (89/100). Grade A is held back for packages that have also passed a sandboxed behavioural run, which is why a clean skill reads B.
What can Higgsfield Pipeline access on my machine?
The audit observed no filesystem, network or shell use at all in its source.
Which assistants does Higgsfield Pipeline work with?
Its documentation mentions copilot. That is what the text claims, not a compatibility test we ran.
How current is this page?
The grade is for one exact copy of the source (9e3a2f685c72), read on 2026-10-31. The repository is watched, and a new audit runs when it changes — this is the first audit.

Sources

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