Dali by Lulu
The prediction MCP — score your prompt before you generate, so you never waste a credit.
Connect it
Settings → Connectors → Add custom connector
URL: https://dali.getlulu.dev/mcpSettings → Apps & Connectors → Advanced → Developer mode
Create connector with URL: https://dali.getlulu.dev/mcp{
"mcpServers": {
"dali": {
"url": "https://dali.getlulu.dev/mcp"
}
}
}claude mcp add --transport http dali https://dali.getlulu.dev/mcp{
"servers": {
"dali": {
"type": "http",
"url": "https://dali.getlulu.dev/mcp"
}
}
}{
"mcpServers": {
"dali": {
"command": "uvx",
"args": [
"dali-mcp"
]
}
}
}claude mcp add dali -- uvx dali-mcp16 tools, verified live
analyze_intentread-onlyParse a creative prompt into structured intent dimensions.
score_promptread-onlyScore a prompt for a generation target (0â100) and, if it's weak, return the rewrite brief â in ONE call. Reads intent with a fast heuristic keyword analyzer, scores the prompt, then: ⢠score ⥠70 (A/B) â returns the scorecard and tells you to proceed. ⢠score < 70 (C/D/F) â returns the scorecard PLUS a rewrite brief so you can fix it without a second call. Write the enhance
enhance_promptread-onlyGet a rewrite brief for this prompt + generator. YOU write the enhanced prompt from the brief. Returns a structured brief with score_before, rewrite_brief, and llm_instructions. category (optional): the ad vertical (e.g. "wellness", "beauty") if known. When set and conversion priors exist for it, the brief upgrades from craft advice to a conversion-justified one, backed by real ad-performance da
track_enhancementread-onlyRecord an enhancement pair in the Dali graph brain. Call this AFTER you write an enhanced prompt from score_prompt's brief or enhance_prompt. This records the beforeâafter improvement so the graph learns which rewrites consistently push scores up â enriching creative_patterns and community_benchmark over time. Returns before/after scores so you can confirm the delta.
suggest_generatorread-onlyRecommend the best generator for your creative concept and per-generation budget. Analyzes the concept's creative signals (motion, style, subject type, use case) and matches them to generators within your budget. Returns a ranked list so you can make an informed choice before scoring the actual prompt.
score_variationsread-onlyScore 2â8 prompt variations for the same generator and rank them best-to-worst. Use this when you've drafted multiple versions of a prompt and want to pick the winner without burning generation credits. Returns a ranked list with per-dimension comparison so you can see exactly why one variant beats another.
creative_patternsread-onlyCommunity graph: which patterns consistently produce high-grade prompts for this generator? Powered by the V3 graph brain (Supabase PostgreSQL). Every scored prompt contributes. Returns top patterns by type, enhancement unlocks, and cross-model universal patterns.
community_benchmarkread-onlyCompare your prompt against community top scorers for this generator. Returns your score, missing A-grade patterns, and highest-ROI patterns to add.
my_storyread-onlyYour Dali creative report â scoring history, generator stats, recent scorers, creative DNA.
prompt_neighborsread-onlyFind community A/B-grade prompts structurally similar to yours. Uses graph traversal (Memgraph) to locate prompts that share the most creative patterns with your input and scored A or B on the same generator. Returns what those prompts did right â so you can adopt the same moves. Use this when: - Your prompt scored C or below and you want inspiration - You want to see how the community solved
enhancement_pathread-onlyShow the most reliable path from a bad grade to an A on this generator. Mines the Dali graph for all F/D â A/B enhancement pairs and surfaces the patterns that appear most consistently in the 'after' side. These are the highest-ROI moves for this specific generator. Use this when: - A prompt just scored D or F and you're not sure what to fix - You want to know which improvements matter most fo
dali_versionread-onlyCurrent Dali MCP version and changelog. Check this whenever you want to know what tools are available, what changed in the latest release, or which version is running.
list_generatorsread-onlyList all supported generation targets (providers + models) with medium and core strength.
score_creativeread-onlyScore an actual ad IMAGE (not the text prompt) for conversion â before you spend. Conversion lives in the pixels, so this scores the real creative and gives you ONE answer combining two views, in a single call: ⢠HEADLINE score = how much it visually resembles PROVEN WINNERS (Vertex embedding vs the live winner corpus). The sharpest predictor â it reads the whole look and self-sol
score_creative_from_viewread-onlyScore an ad creative YOU are looking at (e.g. a pasted/attached image) against the winning corpus â no URL needed. Use this when the user shares an image in the conversation: read the creative yourself and fill in what you see, and Dali scores it against what wins in the category (3,800+ proven winners), returning the conversion verdict and exactly which winning attributes it's missing. You (th
analyze_winning_formularead-onlyFind YOUR winning ad formula from your own numbers â paste your ads export. The category prior is a cold-start fallback; the real signal is what wins in YOUR account. Paste an ads CSV (a creative image-URL column + a performance column â CPA / CTR / ROAS / purchases) and Dali runs vision on your winners vs losers and returns the attributes that separate them, plus how your account compares to
Alternatives in Developer Tools
Compare →ZTZoom TasksOfficialA
Zoom Tasks server for creating, updating, assigning, and synchronizing task workflows.
ZDZoom DocsOfficialA
Zoom Docs server for creating and retrieving Zoom documents and notes in Markdown.
ZWZoom WhiteboardOfficialA
Zoom Whiteboard server for creating boards and diagrams and locating existing boards.
ZWZoom WorkspaceOfficialA
Zoom workspace server for meetings, chat, docs, recordings, and AI-generated collaboration content.
KeployA
End-to-end API testing — generate and run tests from OpenAPI, curl, Postman, or real user traffic.
ShipStaticA
Deploy static websites, landing pages, and prototypes instantly from AI agents.