{"id":"workflow-mcp-server","name":"workflow-mcp-server","homepage":"https://pypi.org/project/workflow-mcp-server/","repo_url":null,"category":"devtools","subcategories":[],"tags":["mcp","agents","workflow-automation","tool-integration"],"what_it_does":"MCP (Model Context Protocol) server implementation for exposing a “workflow” capability to AI agents via MCP tools. Provides an agent-accessible interface so the agent can invoke workflow-related operations through MCP.","use_cases":["Letting an AI agent call workflow steps/tools in a consistent, tool-based way (MCP).","Integrating internal automation/workflow logic into agent workflows without direct SDK integration.","Standardizing agent tool access across different LLM/agent runtimes using MCP."],"not_for":["Direct end-user workflows without an agent runtime (MCP is primarily for agent/tool invocation).","Use cases that require a public, documented REST/GraphQL/SDK surface for third-party developers.","High-assurance security needs without reviewing the server implementation and deployment configuration."],"best_when":null,"avoid_when":null,"alternatives":["Direct REST/GraphQL API for workflow operations (with OpenAPI/SDKs).","Self-hosted function calling with tool schemas in the agent framework of choice.","Workflow engines exposed via webhook/callback interfaces (then wrapped by the agent)."],"af_score":34.5,"security_score":35.0,"reliability_score":32.5,"package_type":"mcp_server","discovery_source":["pypi"],"priority":"low","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-04-04T21:38:52.124085+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":"No authentication details were provided in the supplied package information, so auth method/requirements cannot be verified."},"pricing":{"model":null,"free_tier_exists":false,"free_tier_limits":null,"paid_tiers":[],"requires_credit_card":false,"estimated_workload_costs":null,"notes":"Pricing information was not provided."},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":34.5,"security_score":35.0,"reliability_score":32.5,"mcp_server_quality":45.0,"documentation_accuracy":35.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":50.0,"rate_limit_clarity":0.0,"tls_enforcement":50.0,"auth_strength":30.0,"scope_granularity":0.0,"dependency_hygiene":50.0,"secret_handling":50.0,"security_notes":"Security cannot be assessed from the provided information. To evaluate safely, review the repository for TLS usage, authentication/authorization enforcement, secret management practices, and dependency vulnerability posture.","uptime_documented":0.0,"version_stability":50.0,"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":["MCP servers often require the agent runtime to correctly discover tools and schemas; mismatches in tool naming/arguments can cause silent failures depending on the client.","Without explicit idempotency and retry guidance, agents may re-invoke actions after timeouts, potentially duplicating side effects."]}}