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mcp-poc MCP server · F · ToolBench

mcp-poc

An MCP server that converts natural language product search queries to MongoDB filters using a local LLM (Llama), searches products in MongoDB, and generates AI summaries of results.

<=2025-11-25STDIO5 tools

6/100

Definition Quality0

Protocol Readiness0

Supportability21

Spec posture

Inferred effective spec <=2025-11-25·current baseline 2026-07-28

Static source inference · medium confidence · detected: Logging

Deprecated protocol patterns detected

Tools (5)

get_product_by_idread onlysource verified

Returns a single product JSON given its ObjectId or string id.

nl_to_mongo_filterread onlysource verified

Converts user product search queries into a MongoDB filter JSON using an LLM.

recommend_for_profileread onlysource verified

Recommend products matching profile.

search_productsread onlysource verified

Flexible search: Optional fields included if present. Category does partial match (regex)

summarize_productsread onlysource verified

Summarize products for the user, handling empty results and limiting token usage.

Score history

Overall score trend

↑ 6 points across a rubric change (v1 → v2)

6/100

Scored	Grade	Overall	Spec posture	Rubric
2026-09-22	F	6	<=2025-11-25	v2
2026-03-09	F	0	-	v1