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Dali by Lulu

by io.github.Lulu-The-Narwhal
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Server Details

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

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Status
Unhealthy
Uptime
94.3% over 69 days
Last Tested
Transport
Streamable HTTP
URL
Repository
Lulu-The-Narwhal/dali-mcp
GitHub Stars
9
Server Listing
Dali MCP

TDQS

B3.4/5.0

Scored across 16 tools

Disambiguation3/5

Several tools cluster around the same jobs: community_benchmark, creative_patterns, enhancement_path, and prompt_neighbors all surface winning or improvement patterns, while score_creative and score_creative_from_view are near-twins differentiated mainly by input method. The detailed descriptions usually resolve the ambiguity, but an agent skimming names alone could easily misselect.

Naming Consistency3/5

Roughly two-thirds of the tools follow a clear verb_noun convention (analyze_*, score_*, list_*, suggest_*, track_*, enhance_*), but the remaining tools are bare noun phrases (community_benchmark, creative_patterns, dali_version, enhancement_path, my_story, prompt_neighbors). The snake_case style is consistent, but the action-oriented vs. noun-oriented split makes the pattern mixed.

Tool Count3/5

At 16 tools, the surface sits at the upper edge of the reasonable range and feels slightly heavy for the core prompt/image scoring mission. Some consolidation is possible among the community-pattern tools and the two image-scoring variants, though each tool has a defensible role.

Completeness4/5

The core lifecycle is well covered: discover generators, score prompts or images, get enhancement briefs, track improvements, and consult community/personal analytics. Minor gaps exist—such as no single-prompt cross-generator comparison and no management of tracked enhancement history—but they do not create dead ends.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

  1. 1 tool update
    • Changedscore_prompt1 field changed
      • changedOutput schema / (root)
        Previous value: -{
-  "additionalProperties": true,
-  "type": "object"
-}New value: +null
  2. 1 tool update
    • Addedscore_creative_from_view
  3. 2 tool updates
    • Removedscore_and_enhance
    • Changedscore_prompt1 field changed
      • addedInput schema / properties / category
        Added value: +{
+  "default": "",
+  "type": "string"
+}
  4. 1 tool update
    • Removedsimilar_winners
  5. 3 tool updates
    • Addedanalyze_winning_formula
    • Addedscore_creative
    • Addedsimilar_winners
  6. 2 tool updates
    • Changedenhance_prompt1 field changed
      • addedInput schema / properties / category
        Added value: +{
+  "default": "",
+  "type": "string"
+}
    • Changedscore_and_enhance1 field changed
      • addedInput schema / properties / category
        Added value: +{
+  "default": "",
+  "type": "string"
+}
  7. 14 tool updates
    • First observedanalyze_intent
    • First observedcommunity_benchmark
    • First observedcreative_patterns
    • First observeddali_version
    • First observedenhance_prompt
    • First observedenhancement_path
    • First observedlist_generators
    • First observedmy_story
    • First observedprompt_neighbors
    • First observedscore_and_enhance
    • First observedscore_prompt
    • First observedscore_variations
    • First observedsuggest_generator
    • First observedtrack_enhancement

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