{"id":"bootcamptoprod-spring-boot-ai-mongo-mcp-server","name":"spring-boot-ai-mongo-mcp-server","homepage":"https://bootcamptoprod.com/build-mcp-servers-with-spring-boot-ai/","repo_url":"https://github.com/BootcampToProd/spring-boot-ai-mongo-mcp-server","category":"infrastructure","subcategories":[],"tags":["mcp","model-context-protocol","spring-boot","spring-ai","mongodb","database-tools","ai-integration"],"what_it_does":"A Spring Boot AI-based MCP (Model Context Protocol) server that connects to a local MongoDB instance and exposes MongoDB operations as callable MCP tools (via Spring AI’s `@Tool` annotation and tool registration).","use_cases":["Let an MCP-capable AI client call MongoDB operations through a standardized tool interface","Local development/testing of MCP tool flows against MongoDB","Prototyping AI-to-database workflows using Spring Boot + Spring AI tool abstractions"],"not_for":["Production deployments requiring strong documented security controls and operational guarantees (auth, TLS, rate limiting, etc. not described here)","Handling sensitive data without clear guidance on credential/secrets management and transport security","Use cases needing REST/GraphQL/gRPC API coverage or public webhooks"],"best_when":"You want a lightweight, local MCP bridge to MongoDB for experiments or controlled environments where operational/security practices are handled externally.","avoid_when":"You need turnkey production security features and robust operational documentation, or you require a documented public HTTP API contract (OpenAPI/SDK).","alternatives":["Direct MongoDB driver access from your application","A generic MCP server for databases with a documented schema/IDL","A REST/GraphQL service layer over MongoDB with OpenAPI and explicit auth/rate limiting","Cloud database-to-AI connectors that provide managed security and auditing"],"af_score":29.2,"security_score":24.8,"reliability_score":16.2,"package_type":"mcp_server","discovery_source":["github"],"priority":"low","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-04-04T19:58:53.499629+00:00","interface":{"has_rest_api":false,"has_graphql":false,"has_grpc":false,"has_mcp_server":true,"mcp_server_url":null,"has_sdk":false,"sdk_languages":[],"openapi_spec_url":null,"webhooks":false},"auth":{"methods":["Not specified in provided README"],"oauth":false,"scopes":false,"notes":"No authentication/authorization mechanism is described in the provided README. Since it’s described as connecting to a local MongoDB instance, auth may be handled implicitly by local network controls and/or MongoDB credentials, but that is not documented here."},"pricing":{"model":null,"free_tier_exists":false,"free_tier_limits":null,"paid_tiers":[],"requires_credit_card":false,"estimated_workload_costs":null,"notes":"No pricing information provided (appears to be an open-source-style server)."},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":29.2,"security_score":24.8,"reliability_score":16.2,"mcp_server_quality":55.0,"documentation_accuracy":35.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":20.0,"rate_limit_clarity":0.0,"tls_enforcement":20.0,"auth_strength":25.0,"scope_granularity":20.0,"dependency_hygiene":30.0,"secret_handling":30.0,"security_notes":"The provided README does not mention TLS, authn/authz, scope-based access, rate limiting, or secrets handling practices. As an AI-accessible database tool interface, missing documentation makes it harder to assess risks like unauthorized data access, credential leakage, and auditability. MongoDB is stated as local, which may reduce exposure but does not replace explicit security controls.","uptime_documented":0.0,"version_stability":20.0,"breaking_changes_history":20.0,"error_recovery":25.0,"idempotency_support":"false","idempotency_notes":"Not described. MongoDB tool operations may include writes/side effects, but no guidance is provided on which tools are idempotent.","pagination_style":"none","retry_guidance_documented":false,"known_agent_gotchas":["No documented tool list, schemas, or constraints in the provided README; agents may need to inspect the source to learn exact tool inputs/outputs.","No documented guidance on how to handle connection failures, Mongo errors, or MCP tool errors.","No documented rate limiting/backoff behavior, timeouts, or idempotency guidance for write operations."]}}