{"id":"openai-sample-deep-research-mcp","name":"sample-deep-research-mcp","homepage":null,"repo_url":"https://github.com/openai/sample-deep-research-mcp","category":"devtools","subcategories":[],"tags":["mcp","deep-research","sse","python","example","local-data","tooling"],"what_it_does":"A minimal example MCP (Model Context Protocol) server intended for “Deep Research”-style workflows that can search and fetch cupcake order data from a local records.json dataset.","use_cases":["Demonstrating how to wire an MCP server for research-style tool use","Local/offline prototyping of search-and-retrieve over a small dataset","Testing agent-to-MCP integration patterns (SSE transport)"],"not_for":["Production-grade order management or any real transactional system","High-scale querying or multi-tenant deployments","Security-sensitive environments without additional hardening and authentication"],"best_when":"Used as a learning sample or local demo where the data is non-sensitive and the environment is controlled.","avoid_when":"Avoid in production, public exposure, or environments where authentication/authorization, rate limiting, and robust error handling are required.","alternatives":["Use a more complete MCP server template/sample with documented tools and error codes","Build a small REST API/GraphQL service with OpenAPI and proper auth/rate limiting","Use existing SDK/tooling for MCP-compatible data access if available in your ecosystem"],"af_score":44.0,"security_score":19.5,"reliability_score":30.0,"package_type":"mcp_server","discovery_source":["github"],"priority":"high","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-03-30T13:53:34.851111+00:00","interface":{"has_rest_api":false,"has_graphql":false,"has_grpc":false,"has_mcp_server":true,"mcp_server_url":"http://127.0.0.1:8000 (SSE transport)","has_sdk":false,"sdk_languages":[],"openapi_spec_url":null,"webhooks":false},"auth":{"methods":[],"oauth":false,"scopes":false,"notes":"No authentication or authorization mechanisms are described in the README."},"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; repository appears to be a free/open-source example."},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":44.0,"security_score":19.5,"reliability_score":30.0,"mcp_server_quality":55.0,"documentation_accuracy":45.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":100.0,"rate_limit_clarity":0.0,"tls_enforcement":10.0,"auth_strength":0.0,"scope_granularity":0.0,"dependency_hygiene":50.0,"secret_handling":50.0,"security_notes":"README indicates an unauthenticated local SSE server (127.0.0.1). TLS, authn/authz, scope control, rate limiting, and operational security measures are not described. Data appears to be served from a local JSON file, which may leak dataset details if the server is exposed improperly.","uptime_documented":0.0,"version_stability":40.0,"breaking_changes_history":50.0,"error_recovery":30.0,"idempotency_support":"false","idempotency_notes":null,"pagination_style":"none","retry_guidance_documented":false,"known_agent_gotchas":["No auth is documented; if exposed beyond localhost, agents may fail security checks in real deployments.","Local-file data dependency (records.json must exist in the same directory) may cause tool failures if not set up correctly.","Pagination/retrieval limits are not described; agents may need to handle large result sets defensively."]}}