MongoDB Model Context Protocol (MCP) Server for spatial analysis, lighting audits, and ROI optimization. Provides tools to query, insert, and aggregate MongoDB documents.
Server has 5 tools with complete input schemas and descriptions present. However, descriptions are generic and lack LLM-optimized guidance on WHEN to use each tool or what to do with results. Parameter descriptions are minimal (e.g., 'Collection name' vs. 'The MongoDB collection to query; use list_collections to discover available collections'). No output schemas documented, LLMs cannot predict response structure. Error handling is present but not recovery-focused. Tool names follow verb_noun convention (good), but lack clarity on relationships (query_documents vs aggregate both search; no distinction in names). Missing: pagination guidance, field-level descriptions for complex params (filter, pipeline, projection), and idempotency notes for write operations.
Runs a MongoDB aggregation pipeline on a collection.
Analyzes the database collection schema by sampling documents.
Inserts a new document into a collection.
List all collections inside the connected MongoDB database.
Searches documents from a collection using MongoDB filter syntax.
No output schemas documented. LLMs cannot predict response structure, field names, or types. Agents cannot plan downstream tool calls or extract required data reliably.
Parameter descriptions are minimal and lack actionable guidance. 'Collection name' does not tell LLMs how to discover valid collection names or what happens if the collection doesn't exist. Missing: dependency hints, error recovery paths, and format constraints.
query_documents and aggregate both search collections but lack clear naming distinction. LLMs may conflate them or choose wrong tool. Naming should clarify: query_documents for simple filters, aggregate for complex pipelines.
Inferred effective spec: <=2025-11-25.
| Scored | Grade | Overall | Spec posture | Rubric |
|---|---|---|---|---|
| 2026-09-23 | D | 58 | <=2025-11-25 | v2 |
insert_document description does not state it modifies state or mention idempotency. Agents need to know: is this call safe to retry? Will duplicate inserts create duplicate records? Missing: confirmation/dry-run pattern for write operations.
Complex parameters (filter, pipeline, projection) lack format guidance. LLMs cannot infer MongoDB query syntax from bare descriptions. Missing: examples in descriptions (not as values, but as syntax hints), links to MongoDB docs, or enum constraints for common patterns.