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MCP Server

ModelsAgree

com.modelsagree/modelsagree
Search & Research Public & reachable MCP 2026-07-28

What this MCP does

Searches consensus-based rankings of products and services, including verdicts, brand records, and poll history.

Capabilities

Tools

5 tools
get_best_in_category
Get a category's full ranking
Get the full ranked leaderboard and verdict for a category slug (obtained from search_best or list_categories), e.g. 'best-llm-observability'.
Read only Open world
Input schema 
{'type': 'object', 'required': ['slug'], 'properties': {'slug': {'type': 'string', 'description': 'Category slug, e.g. best-llm-observability'}}}
get_poll_history
Get a category's poll audit trail
Get the raw poll history — every model's pick over time — behind a category's verdict. The credibility/audit trail. Optionally filter by model.
Read only Open world
Input schema 
{'type': 'object', 'required': ['slug'], 'properties': {'slug': {'type': 'string', 'description': 'Category slug, e.g. best-llm-observability'}, 'limit': {'type': 'integer', 'maximum': 500, 'minimum': 1, 'description': 'Optional: max rows (default 100).'}, 'model': {'enum': ['ChatGPT', 'Claude', 'Gemini', 'Grok'], 'type': 'string', 'description': "Optional: only this model's picks."}}}
get_product
Get a brand's record
Get a single brand/product's record across every category it is ranked in, with verdicts and its homepage.
Read only Open world
Input schema 
{'type': 'object', 'required': ['slug'], 'properties': {'slug': {'type': 'string', 'description': 'Product slug, e.g. langfuse'}}}
list_categories
List all categories
List every category ModelsAgree ranks (slug + title). Large; prefer search_best when you have a specific need.
Read only Open world
Input schema 
{'type': 'object', 'properties': {}}
search_best
Search best-X rankings
Find what AI models agree is the best product/tool/service for a need, or look up how a specific brand ranks. Returns matching categories and brands with a dated one-sentence verdict and source URLs. Use for any 'best X for Y' question. Excludes medical, financial, and legal advice.
Read only Open world
Input schema 
{'type': 'object', 'required': ['query'], 'properties': {'query': {'type': 'string', 'description': "A category, use-case, or brand name — e.g. 'best llm observability', 'ci/cd for cloud native', or 'Langfuse'."}}}
History

Recent tool changes

Added
list_categories
Sept. 17, 2026, 12:36 p.m.
Added
get_poll_history
Sept. 17, 2026, 12:36 p.m.
Added
get_product
Sept. 17, 2026, 12:36 p.m.
Added
get_best_in_category
Sept. 17, 2026, 12:36 p.m.
Added
search_best
Sept. 17, 2026, 12:36 p.m.
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