{"id":"ybl-mcp-server","name":"ybl-mcp-server","homepage":"https://pypi.org/project/ybl-mcp-server/","repo_url":null,"category":"devtools","subcategories":[],"tags":["mcp","agent-integration","ybl","tools","server"],"what_it_does":"ybl-mcp-server is an MCP server package intended to expose tools/resources to AI agents via the Model Context Protocol, likely backed by YBL-related capabilities. From the provided input, no README/repo manifest details are available, so tool coverage, parameters, and operational behavior cannot be verified.","use_cases":["Connecting an AI agent to YBL-related data/actions through MCP tools","Building agent workflows that need retrieval/operations via an MCP-compatible interface"],"not_for":["Production use without reviewing the repository documentation/source for authentication, data handling, and error semantics","Use cases requiring a REST/GraphQL/gRPC interface instead of MCP"],"best_when":null,"avoid_when":null,"alternatives":["Direct SDK/API integrations offered by the underlying YBL services","Generic MCP servers provided by the platform/vendor","Custom REST/GraphQL wrappers around YBL endpoints"],"af_score":36.2,"security_score":42.0,"reliability_score":5.0,"package_type":"mcp_server","discovery_source":["pypi"],"priority":"low","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-04-04T21:37:33.056706+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 prompt; MCP servers often rely on environment variables or platform-level auth, but this cannot be confirmed 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; MCP server packages are frequently self-hosted and cost depends on underlying dependencies."},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":36.2,"security_score":42.0,"reliability_score":5.0,"mcp_server_quality":45.0,"documentation_accuracy":30.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":50.0,"rate_limit_clarity":20.0,"tls_enforcement":60.0,"auth_strength":40.0,"scope_granularity":30.0,"dependency_hygiene":40.0,"secret_handling":40.0,"security_notes":"Security characteristics (TLS enforcement mode, auth mechanism, secret handling, dependency posture) cannot be verified from the provided prompt content because no code/README/manifest details were supplied.","uptime_documented":0.0,"version_stability":0.0,"breaking_changes_history":0.0,"error_recovery":20.0,"idempotency_support":"false","idempotency_notes":null,"pagination_style":"none","retry_guidance_documented":false,"known_agent_gotchas":["MCP tool schemas/parameter descriptions may be incomplete without checking docs","Authentication/authorization expectations may be environment-dependent and not obvious from package name alone","Without documented rate limits and error codes, agents may retry aggressively or mishandle partial failures"]}}