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compose-creative

compose-creative is a skill for Claude Code, Codex from indranilbanerjee/socialforge. It costs 111 tokens per session (2,524 once invoked), scanned A, original, MIT.

A creative-production workflow that turns a social-media calendar entry and selected brand assets into finished images or videos. It supports several ways to preserve, enhance, or build around an existing brand asset, followed by human approval.

In plain words
What is it for?
Removing backgrounds, generating or extending scenes, applying style references, adding text and logos, creating videos, and resizing finished creative for different platforms.
Why use it?
It gives each post a defined production path and lets a person approve the visual plan before generation credits are spent. It also checks that important source subjects remain intact when they are meant to be preserved.

Skill for Claude CodeCodex

Part of the socialforge plugin — 20 skills, 25 commands, 5 agents shipped together

not rated 36 19d ago A scan 111 tokens original MIT
View the source file indranilbanerjee/socialforge indranil.in
Install

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.

agentmods
npx agentmods add skills/indranilbanerjee/socialforge/compose-creative
Any agent
npx skills add indranilbanerjee/socialforge --skill compose-creative
Clone the repo
git clone --depth 1 https://github.com/indranilbanerjee/socialforge

Made for: Claude Code, Codex.

Or install socialforge, the plugin that ships this one along with the rest of its 20 skills, 25 commands, 5 agents.

Wrote 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.

agentmods badge for compose-creative

README.md
[![agentmods](https://agentmods.dev/badge/skills/indranilbanerjee/socialforge/compose-creative.svg)](https://agentmods.dev/skills/indranilbanerjee/socialforge/compose-creative)
Your own site
<a href="https://agentmods.dev/skills/indranilbanerjee/socialforge/compose-creative"><img src="https://agentmods.dev/badge/skills/indranilbanerjee/socialforge/compose-creative.svg" alt="Measured on agentmods" height="20"></a>
Per session 111 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,524 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. Scan, not verified.
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00111 $0.02524
Opus 5 $0.00056 $0.01262
Sonnet 5 $0.00022 $0.00505
Haiku 4.5 $0.00011 $0.00252

Measured 5d ago against content hash 77b2da60f5dc, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-05, from the pricing page.

Security

Grade A, and why

compose-creative 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 5d 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.

skills/compose-creative/SKILL.md · 221 lines

How it starts

The opening of the file, as written. The whole thing — 221 lines — stays where its author put it; the contents beside it link to each section on GitHub.

/socialforge:compose-creative — Creative Production Engine

The core production skill. Takes asset matching results and produces visual and video assets for each post according to its assigned creative mode, using a staged human-in-the-loop approval flow.

Context efficiency

Asset-heavy skill. Grep before Read the asset catalog (${CLAUDE_PLUGIN_DATA}/socialforge/brands/<brand>/asset-index.json) — never list the asset directory. Reference generated images / videos by path, not by loading metadata. Brand profile loads once per session.

The 4 Creative Modes

MODE 1: ANCHOR_COMPOSE

Brand asset is the untouchable center. AI generates scene around it.

  1. Remove background from brand asset (rembg)
  2. Generate surrounding scene via AI using brand style references
  3. Composite asset onto generated scene (Pillow)
  4. Add shadow/reflection for natural placement
  5. Add text overlay + logo
  6. Resize per platform

MODE 2: ENHANCE_EXTEND

Brand asset is the foundation. AI modifies periphery only.

  1. Feed real image to AI edit endpoint
  2. AI extends/enhances while preserving core subject
  3. Verify core subject preservation
  4. Add overlay + resize

MODE 3: STYLE_REFERENCED

No brand asset composited. Style reference photos guide AI generation.

  1. Load 2-8 brand style reference images
  2. Construct 5-layer prompt (brand identity, post context, creative direction, image rules, technical)
  3. Feed references + prompt to AI generation
  4. Quality review — does output match brand DNA?
  5. Add overlay + resize

MODE 4: PURE_CREATIVE

Full AI generation with only text prompt + brand colors/mood.

  1. Construct prompt from brief + brand-config visual style
  2. Generate (text-only, no reference images)
  3. Quality review
  4. Add overlay + resize

Prerequisites

  • asset-matches.json must exist (generated by /socialforge:match-assets -> match_assets.py)
  • calendar-data.json must exist (generated by /socialforge:parse-calendar)
  • brand-config.json must exist for active brand
  • cost-log.json initialized (via status_manager.py --action init-month)
  • Valid credentials for Gemini via Vertex AI (images) and WaveSpeed / Kling v3.0 (video) via credential_manager.py

Read the full file on GitHub · 221 lines

Changes

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.

  1. 5d ago First seen · 221 lines · 111 tokens per session scan A 77b2da60f5dc

Subscribe to this mod's changes

compose-creative is a skill published in the GitHub repository indranilbanerjee/socialforge (36 stars, last pushed 19d ago), licensed MIT. It adds 111 tokens to every session and 2,524 once invoked, about $0.0006 per session on Opus 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.

Creative and mediaMarketing and SEOagency-operationsai-imageai-videoc2paclaude-codeclaude-plugin
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