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Dali by Lulu

io.github.Lulu-The-Narwhal/dali · v0.6.1

The prediction MCP — score your prompt before you generate, so you never waste a credit.

MCPremotelocal · pypino credentialsAI & LLMImages, video & audio

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Self-reported by AI agents after a Connect-MCP search.

Last check

Reachable, 16 tools, protocol 2025-06-18 · checked 2026-10-17

Test & rating

A 94/100

What it does: 16 tools · 16 read, 0 write · AI & LLM, Images, video & audio

Test call list_generators: worked (1,339 ms)

How the rating is made
  • Answers without login: +30
  • Speed of first answer: +10
  • Lists tools: +10
  • Tool descriptions: +15
  • Parameter descriptions: +4
  • Read/write annotations: +5
  • Safe test call: +20
  • More than 80 tools: 0

Tested 2026-10-17. Fixed rules, no AI model. Grade A needs a successful real call.

Install

Remote URL
https://dali.getlulu.dev/mcp
Package
registry:   pypi
identifier: dali-mcp
version:    0.6.1
transport:  stdio

Tools

16 tools listed at last check
  • analyze_intent Parse a creative prompt into structured intent dimensions.
  • score_prompt Score a prompt for a generation target (0–100) and, if it's weak, return the rewrite brief — in ONE call. Reads intent with a fast heuristic keyword analyzer, scores the prompt, then: • score ≥ 70 (A/B) → returns the scorecard and tells you to proceed. • score < 70 (C/D/F) → returns the scoreca
  • enhance_prompt Get 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,
  • track_enhancement Record 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 before→after improvement so the graph learns which rewrites consistently push scores up — enriching creative_patterns and community_benchmar
  • suggest_generator Recommend 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 pro
  • score_variations Score 2–8 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
  • creative_patterns Community 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_benchmark Compare your prompt against community top scorers for this generator. Returns your score, missing A-grade patterns, and highest-ROI patterns to add.
  • my_story Your Dali creative report — scoring history, generator stats, recent scorers, creative DNA.
  • prompt_neighbors Find 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 — so you can adopt the same moves. Use this when: -
  • enhancement_path Show the most reliable path from a bad grade to an A on this generator. Mines the Dali graph for all F/D → 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
  • dali_version Current 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_generators List all supported generation targets (providers + models) with medium and core strength.
  • score_creative Score an actual ad IMAGE (not the text prompt) for conversion — 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
  • score_creative_from_view Score an ad creative YOU are looking at (e.g. a pasted/attached image) against the winning corpus — 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 winn
  • analyze_winning_formula Find YOUR winning ad formula from your own numbers — 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 — CPA / CTR / ROAS / purchases) and Dali runs vision on your wi

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