ClarifyPrompt MCP

A context-aware MCP prompt compiler that transforms vague prompts into platform-optimized prompts for 60+ AI platforms across 7 categories — grounded in your workspace signals (CLAUDE.md, AGENTS.md, .cursorrules, package.json), resolved intent, and the capabilities of the target model.

Send a raw prompt. ClarifyPrompt gathers the right context, resolves what you're actually trying to do, and returns a version specifically optimized for Midjourney, DALL-E, Sora, Runway, Higgsfield, ElevenLabs, Claude, ChatGPT, Cursor, or any of the 60+ supported platforms — with the right syntax, parameters, structure, and grounding.

New in 1.6.4: Documentation and process cleanup — the separate clarifyprompt-packs registry was archived and its content consolidated back into this repo under packs/, now the single source of truth for both knowledge packs and platform packs. New top-level Knowledge packs section in the README explains the loading + authoring model. No engine code, MCP tool, or platform changes. See CHANGELOG.md.

How It Works

You write:    "a dragon flying over a castle at sunset"

ClarifyPrompt returns (for Midjourney):
  "a majestic dragon flying over a medieval castle at sunset
   --ar 16:9 --v 6.1 --style raw --q 2 --chaos 30 --s 700"

ClarifyPrompt returns (for DALL-E):
  "A majestic dragon flying over a castle at sunset. Size: 1024x1024"

Same prompt, different platform, completely different output. ClarifyPrompt knows what each platform expects — and in 1.2.0, it also knows what you're working on.

What's new in 1.6.4

Docs + process patch. No engine, MCP tool, or platform changes — but a meaningful cleanup of the pack-distribution model.

Pack registry consolidated back into the engine repo

LumabyteCo/clarifyprompt-packs (the separate community-pack registry created in 1.3 with the right principle but at the wrong scale) has been archived. Its three starter packs already lived in this repo's packs/ folder; the registry was meant to be the canonical home but in practice everything always shipped from here via the npm tarball. The drift caught up: higgsfield-creative-handbook shipped in 1.6.2 and never made it to the registry, even though the registry's own README told users to fetch packs from there.

Net result of 1.6.4:

• Single source of truth. packs/*.md knowledge packs + packs/platforms/*.yaml platform configs all live in clarifyprompt-mcp and ship in the npm tarball.
• New top-level Knowledge packs section in this README explains the loading model (load_knowledge_pack({source: "<url-or-path>", scope: ...})), the three starter packs + Higgsfield, the scope semantics, and how to contribute.
• New packs/README.md — pack authoring guide (frontmatter schema, chunk boundaries, quality bar). Lifted from the archived registry so the content isn't lost.
• Tombstone redirect on the archived repo. Anyone visiting clarifyprompt-packs lands on a banner pointing here.

When does the split come back?

When there's a forcing function: a community PR queue on packs alone, pack count >20, or divergent licensing/governance. Until then the maintenance cost of keep

... View full README on GitHub