{"id":"nsphung-agent-studio-starter","name":"agent-studio-starter","homepage":"https://www.linkedin.com/in/nsphung/","repo_url":"https://github.com/nsphung/agent-studio-starter","category":"ai-ml","subcategories":[],"tags":["agents","langgraph","copilotkit","fastapi","nextjs","typescript","kubernetes","skaffold","mcp","deep-agents"],"what_it_does":"Provides a starter template for building an AI agent web app: a FastAPI backend using LangGraph Deep Agents (with tools and streaming) paired with a Next.js frontend using CopilotKit generative UI that renders tool-call events in real time. Includes Kubernetes/Skaffold deployment scaffolding.","use_cases":["Prototyping agentic workflows with tool calling","Building interactive agent UIs that react to tool calls/streaming","Local development with Kubernetes + hot reload for agent apps","Demonstration of LangGraph deep-agent orchestration patterns"],"not_for":["Production systems requiring mature auth, rate limiting, and hardened security controls out of the box","Use cases needing a stable, fully specified OpenAPI/SDK contract for long-term integrations","Compliance-sensitive deployments without clear data handling and security configuration"],"best_when":"You want a working baseline to experiment with LangGraph + CopilotKit and quickly build a UI that reflects tool execution states.","avoid_when":"You need out-of-the-box authentication/authorization, documented rate limits, and strong operational guarantees suitable for public exposure without additional hardening.","alternatives":["LangGraph + a custom frontend (or other UI framework)","CopilotKit example templates directly (without the combined LangGraph starter)","Other agent backends (e.g., LangChain/LangGraph stacks) paired with generic streaming UIs"],"af_score":41.5,"security_score":26.0,"reliability_score":23.8,"package_type":"mcp_server","discovery_source":["github"],"priority":"high","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-03-30T15:31:01.064328+00:00","interface":{"has_rest_api":true,"has_graphql":false,"has_grpc":false,"has_mcp_server":false,"mcp_server_url":null,"has_sdk":false,"sdk_languages":[],"openapi_spec_url":null,"webhooks":false},"auth":{"methods":[],"oauth":false,"scopes":false,"notes":"No authentication/authorization mechanism is described in the provided README content for the backend endpoints exposed to the frontend."},"pricing":{"model":"OpenAI/GitHub Copilot models via LiteLLM (not spec","free_tier_exists":false,"free_tier_limits":null,"paid_tiers":[],"requires_credit_card":false,"estimated_workload_costs":null,"notes":"Pricing depends on the underlying LLM provider configured in the template (not fully specified here)."},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":41.5,"security_score":26.0,"reliability_score":23.8,"mcp_server_quality":0.0,"documentation_accuracy":70.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":20.0,"rate_limit_clarity":0.0,"tls_enforcement":40.0,"auth_strength":10.0,"scope_granularity":0.0,"dependency_hygiene":50.0,"secret_handling":40.0,"security_notes":"Backend/frontend wiring is described, but no authentication/authorization, secure header policies, or rate limiting are documented in the provided content. The template uses env var for backend URL; handling of API keys/LLM credentials and logging redaction are not described.","uptime_documented":0.0,"version_stability":35.0,"breaking_changes_history":35.0,"error_recovery":25.0,"idempotency_support":"false","idempotency_notes":null,"pagination_style":"none","retry_guidance_documented":false,"known_agent_gotchas":["Template likely assumes tool outputs are valid JSON; UI parsing via JSON.parse(result) may fail if tool returns non-JSON or unexpected shapes.","No explicit guidance is provided here on idempotency for tool invocations; retries could duplicate side effects for real tools.","No explicit rate-limit or backoff strategy is documented for either client or server in the provided content."]}}