{"id":"zmp-openapi-mcp-server","name":"zmp-openapi-mcp-server","homepage":"https://github.com/cloudz-mp","repo_url":"https://github.com/cloudz-mp/zmp-openapi-mcp-server","category":"devtools","subcategories":[],"tags":["mcp","openapi","api-integration","agent-tools","llm-automation"],"what_it_does":"zmp-openapi-mcp-server is an MCP server package intended to expose an OpenAPI-described HTTP API to AI agents via the Model Context Protocol (MCP). It likely acts as a bridge that reads an OpenAPI spec and provides MCP tools corresponding to the API operations.","use_cases":["Letting LLM/agent workflows call an OpenAPI-defined HTTP API through MCP tools","Centralizing API-to-agent integration by reusing existing OpenAPI specs","Building agentic workflows that need structured access to external services"],"not_for":["Use cases requiring real-time streaming or WebSocket-style interactions (unless explicitly supported by the underlying OpenAPI/MCP implementation)","APIs that are not representable by OpenAPI operations (e.g., complex interactive protocols) without additional custom handling","Production environments where authentication, rate-limiting behavior, and error semantics are not clearly documented"],"best_when":null,"avoid_when":null,"alternatives":["Generic MCP OpenAPI-to-tools converters (if available for your stack)","Direct REST calls from the agent using an OpenAPI client/SDK","Using the OpenAPI spec with function-calling via a custom integration layer"],"af_score":36.8,"security_score":48.2,"reliability_score":27.5,"package_type":"mcp_server","discovery_source":["pypi"],"priority":"low","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-04-04T21:36:52.372563+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":[],"oauth":false,"scopes":false,"notes":"Authentication mechanism(s) are not provided in the prompt content. MCP-to-OpenAPI bridging often depends on the target OpenAPI spec's auth (e.g., API keys, bearer tokens), but this cannot be verified from the provided information."},"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 was provided."},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":36.8,"security_score":48.2,"reliability_score":27.5,"mcp_server_quality":55.0,"documentation_accuracy":30.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":45.0,"rate_limit_clarity":20.0,"tls_enforcement":70.0,"auth_strength":45.0,"scope_granularity":40.0,"dependency_hygiene":40.0,"secret_handling":45.0,"security_notes":"Security posture depends heavily on (1) how the MCP server retrieves/stores upstream credentials, and (2) whether it forwards sensitive data safely and enforces TLS to the target API. No concrete implementation details or security documentation were provided here, so scores are conservative.","uptime_documented":0.0,"version_stability":40.0,"breaking_changes_history":40.0,"error_recovery":30.0,"idempotency_support":"false","idempotency_notes":null,"pagination_style":"none","retry_guidance_documented":false,"known_agent_gotchas":["LLMs may not perfectly map arguments to required OpenAPI parameters (especially for nested schemas), leading to 4xx errors","Authentication/authorization failures may surface as generic errors if the MCP server does not translate status codes into actionable guidance","If the MCP bridge does not infer idempotency from HTTP methods, agents may inadvertently retry non-idempotent operations"]}}