# Match Assets

> Match indexed brand assets to calendar posts and assign each post its creative mode (anchor-compose, enhance-extend, style-referenced, pure-creative). Triggers on "/match-assets", "match assets", "which photos for which posts", "assign creative modes", "pair assets to the calendar", or right after parse-calendar and before compose-creative. Reads the asset index; posts with no suitable asset are flagged rather than force-matched.

- Skill: `indranilbanerjee/match-assets` (Agent Skill)
- Install (CLI): `npx skillmds@latest add indranilbanerjee/match-assets`
- Raw SKILL.md: https://api.skillmd.com/api/skills/indranilbanerjee/match-assets/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Productivity
- Author: indranilbanerjee (https://skillmd.com/u/indranilbanerjee)
- Updated: 2026-09-17
- Page: https://skillmd.com/skills/indranilbanerjee/match-assets

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# /socialforge:match-assets — Asset Matcher

Match brand assets to parsed calendar posts using the multi-factor scoring algorithm. Assigns one of 4 creative modes per post.

## 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.

## Prerequisites
- Calendar parsed (calendar-data.json exists)
- Asset index built (asset-index.json exists)

If either is missing, prompt: "Run `/socialforge:parse-calendar` first, then `/socialforge:index-assets`."

## The Matching Algorithm

For each post, calculate a multi-factor score against every indexed asset:

| Factor | Weight | What It Measures |
|--------|--------|------------------|
| Tag Overlap | 30% | Post keywords vs asset tags |
| Suitability Match | 25% | Asset's "suitable_for" vs post context |
| Content Bucket Match | 20% | Does asset suit this content bucket? |
| Crop Feasibility | 15% | Can asset be cropped to all required platform ratios? |
| Freshness | 10% | Favours assets not already used this month |

**Freshness factor:** scored as `1 - penalty` and weighted at 10% alongside the other four factors (the five weights sum to 1.00). Penalty by prior uses this month: 0 uses = 0.00 | 1 use = 0.15 | 2 uses = 0.40 | 3+ uses = 0.70. Reusing an asset within the same week adds a further 0.50 to the penalty (capped at 1.00).

## Creative Mode Assignment

| Score Range | Recommended Mode |
|-------------|-----------------|
| > 0.8 | ANCHOR_COMPOSE or ENHANCE_EXTEND |
| 0.5 - 0.8 | ENHANCE_EXTEND or STYLE_REFERENCED |
| 0.3 - 0.5 | STYLE_REFERENCED |
| < 0.3 | PURE_CREATIVE |

Also selects 2-5 style reference images per post (always fed to AI generation alongside prompts).

## Process

1. Load calendar-data.json and asset-index.json
2. For each post: extract keywords → score all assets → rank → assign mode
3. Select style references per post
4. Generate coverage report

## Coverage Report

```
Asset Matching Complete: 28 posts
  ANCHOR_COMPOSE: 8 posts (direct brand asset matches)
  ENHANCE_EXTEND: 5 posts (asset needs enhancement)
  STYLE_REFERENCED: 9 posts (AI gen guided by brand DNA)
  PURE_CREATIVE: 4 posts (full AI generation)
  CAROUSEL_TEMPLATE: 2 posts (HTML template rendering)

  Asset gaps: 3 posts flagged — P07, P14, P22

  Top used assets: asset_012 (3 posts), asset_005 (2 posts)
```

The gap flag is a boolean (`gap_flag`), raised when a HERO or HUB post's best asset scores below 0.3. It marks which posts need attention; it does not explain which kind of asset is missing — inspect the flagged posts to decide what to shoot or upload.

5. Present for user confirmation — user can override any match
6. Save to `output/{brand}/{YYYY-MM}/asset-matches.json`

## User Override

Overrides are conversational, not flags — `match_assets.py` accepts only `--brand` and `--month`. Adjustments are made at the confirmation step (step 5) and written back to asset-matches.json.

For any post, user can:
- Accept the recommendation
- Select a different asset: "Use asset_015 for P07"
- Change creative mode: "Make P14 PURE_CREATIVE instead"
- Upload a new asset on the spot
- Skip: "I'll handle P22 manually"

## Timeout & Fallback
- Per-post matching: 5-second timeout. If an asset index is very large (500+ images), process in batches.
- Show progress: `[12/28] Matching Post P12 — best match: asset_023 (score: 0.74, STYLE_REFERENCED)`