A
licenseNot graded
qualityD
maintenanceExposes Mealie recipe manager as LLM-callable tools for searching recipes, managing meal plans, and editing shopping lists.
MIT
mealie-mcp
by 2fst4u
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TDQS
C2.1/5.0
Scored across 211 tools
Disambiguation2/5
Many tools have highly overlapping purposes. For example, multiple tools retrieve recipes (get_recipe, get_household_recipe, shared_recipes_get_one, recipe_crud_get_one, explore_recipes_get_all, etc.), and several tools create recipes (recipe_crud_create_one, parse_recipe_url, create_recipe_from_html_or_json, create_recipe_from_image, create_recipe_from_zip, etc.). The distinction often relies on subtle URL differences that are not clearly conveyed in names or descriptions, making it hard for an agent to select the right tool.
Naming Consistency2/5
Naming is inconsistent: some tools use descriptive verb_noun names (e.g., get_recipe, create_recipe_from_html_or_json), while many others use generic CRUD names like households_cookbooks_get_all, recipe_crud_create_one. There is no single predictable pattern; prefixes, suffixes, and conventions vary widely across tool groups.
Tool Count1/5
The server exposes 211 tools, which is far too many for practical use. This volume overwhelms an agent's context and makes it difficult to discover or select the appropriate tool. Many tools are near-duplicates or cover administrative endpoints that are unlikely to be needed.
Completeness4/5
The tool set is extremely comprehensive, covering CRUD for recipes, users, households, groups, organizers, meal plans, shopping lists, comments, timeline events, and more. Almost all expected operations are present, though some rare edge cases might be missing, but overall it is near-complete for the Mealie domain.
Maintenance
ActivityActive
ResponsivenessUnresponsive