{"id":"youtubeinsights-mcp-server-test","name":"youtubeinsights-mcp-server-test","homepage":"https://pypi.org/project/youtubeinsights-mcp-server-test/","repo_url":null,"category":"ai-ml","subcategories":[],"tags":["mcp","youtube","analytics","api-integration","testing"],"what_it_does":"youtubeinsights-mcp-server-test appears to be an MCP server test package for providing YouTube Insights functionality via the Model Context Protocol. No README/repo contents were provided here, so capabilities, endpoints/tools, auth, and behavior cannot be verified from evidence.","use_cases":["Agent-assisted retrieval of YouTube analytics/insights for a channel or videos (via MCP tools)","Testing MCP integration with an agent using YouTube Insights data flows"],"not_for":["Production-grade YouTube analytics automation without verifying auth, quotas, and data handling","Use as a drop-in replacement for a fully documented public API"],"best_when":null,"avoid_when":null,"alternatives":["Official YouTube Data API (direct HTTP)","Third-party YouTube analytics/insights APIs","Build an internal service that wraps YouTube APIs and exposes MCP tools with full documentation"],"af_score":31.5,"security_score":0.0,"reliability_score":0.0,"package_type":"mcp_server","discovery_source":["pypi"],"priority":"low","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-04-04T21:37:20.899546+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":null},"pricing":{"model":null,"free_tier_exists":false,"free_tier_limits":null,"paid_tiers":[],"requires_credit_card":false,"estimated_workload_costs":null,"notes":null},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":31.5,"security_score":0.0,"reliability_score":0.0,"mcp_server_quality":40.0,"documentation_accuracy":30.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":50.0,"rate_limit_clarity":10.0,"tls_enforcement":0.0,"auth_strength":0.0,"scope_granularity":0.0,"dependency_hygiene":0.0,"secret_handling":0.0,"security_notes":"No repository/README evidence was provided to assess TLS enforcement, auth method strength (API keys/OAuth), scope granularity, secret handling, or dependency hygiene. Treat as unverified until reviewed.","uptime_documented":0.0,"version_stability":0.0,"breaking_changes_history":0.0,"error_recovery":0.0,"idempotency_support":"false","idempotency_notes":null,"pagination_style":"unknown","retry_guidance_documented":false,"known_agent_gotchas":["No evidence provided about MCP tool naming/inputs/outputs; agent integration may require inspecting the repository to confirm tool schemas.","No evidence provided about rate limits, quota, or retry/backoff guidance; agents may need manual handling of 429/5xx from upstream YouTube APIs."]}}