{"id":"grll-mcpadapt","name":"mcpadapt","homepage":"https://grll.github.io/mcpadapt/","repo_url":"https://github.com/grll/mcpadapt","category":"devtools","subcategories":[],"tags":["python","mcp","model-context-protocol","agentic-framework","tool-adapter","langchain","smolagents","crewai","sse","stdio"],"what_it_does":"mcpadapt is a Python library that adapts Model Context Protocol (MCP) servers into tool collections usable from various agentic frameworks (e.g., smolagents, LangChain, CrewAI, google-genai). It supports local MCP servers via stdio and remote MCP servers via SSE, and can flatten tools from multiple MCP servers into a single framework-compatible tool list.","use_cases":["Use many MCP server tools from agentic frameworks without writing per-server integration code","Run locally hosted MCP tools (via stdio) and expose them as agent framework tools","Connect to remote MCP tools via SSE for agent workflows","Build reusable framework adapters for MCP tools (extend via custom ToolAdapter modules)"],"not_for":["Untrusted/unknown MCP servers over remote transports (higher risk tool execution/data exfiltration)","Use cases that require a first-class HTTP/REST API service interface from mcpadapt itself","Environments that need strong auth/authorization controls managed centrally by mcpadapt"],"best_when":"You want to integrate existing MCP servers into agent frameworks quickly, especially when the MCP servers are trusted and you can control the server endpoints/commands.","avoid_when":"You cannot trust the MCP server (or their tool implementations) or you need centrally enforced auth, auditability, and fine-grained permissioning across tools.","alternatives":["Use MCP client libraries directly for your chosen framework (without a unifying adapter layer)","Direct framework-specific MCP integrations (if available) for LangChain/smolagents","A dedicated MCP gateway/proxy you control (for routing/auth/logging) before exposing tools to agents"],"af_score":54.2,"security_score":44.0,"reliability_score":30.0,"package_type":"mcp_server","discovery_source":["github"],"priority":"high","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-03-30T13:28:15.322881+00:00","interface":{"has_rest_api":false,"has_graphql":false,"has_grpc":false,"has_mcp_server":false,"mcp_server_url":null,"has_sdk":false,"sdk_languages":["Python"],"openapi_spec_url":null,"webhooks":false},"auth":{"methods":["Implicitly uses MCP server's own authentication/transport (if any) for tool calls; for SSE headers can be provided via parameters (per README example mention of 'headers')."],"oauth":false,"scopes":false,"notes":"mcpadapt itself does not present a documented auth layer; auth requirements are delegated to the underlying MCP transport/server (e.g., SSE headers) or the local process environment for stdio MCP servers."},"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 description suggests it is a software library (MIT). Costs would primarily be your infra/LLM/MCP servers."},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":54.2,"security_score":44.0,"reliability_score":30.0,"mcp_server_quality":35.0,"documentation_accuracy":70.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":55.0,"rate_limit_clarity":20.0,"tls_enforcement":60.0,"auth_strength":35.0,"scope_granularity":20.0,"dependency_hygiene":55.0,"secret_handling":55.0,"security_notes":"README warns users to only connect to trusted/verified MCP servers, especially over SSE. mcpadapt does not clearly document a built-in security model (auth/authorization scopes, sandboxing, or tool permissioning). For SSE, it implies support for providing headers, but the library’s handling of TLS enforcement and secret safety is not explicitly documented in the provided content. Dependency list is small, but CVE status is not verifiable from the provided data.","uptime_documented":0.0,"version_stability":45.0,"breaking_changes_history":40.0,"error_recovery":35.0,"idempotency_support":"false","idempotency_notes":null,"pagination_style":"none","retry_guidance_documented":false,"known_agent_gotchas":["Connecting to MCP servers (especially remote/SSE) can expose powerful tool execution; ensure servers are trusted/controlled.","Tool behavior and safety depend heavily on each MCP server implementation; mcpadapt primarily adapts, not sandbox.","Remote SSE servers may have their own connection stability and backpressure characteristics; agent retries may not be safe unless tools are idempotent."]}}