{"id":"nicknochnack-mcpin10","name":"MCPin10","homepage":null,"repo_url":"https://github.com/nicknochnack/MCPin10","category":"ai-ml","subcategories":[],"tags":["ai-ml","mcp","tool-calling","python","agents","finance","yfinance","langflow","devtools"],"what_it_does":"MCPin10 is a tutorial-style Python project intended to help developers build and run an MCP server (example: Yahoo Finance) and an accompanying agent flow (optionally via Langflow). It relies on mcp[cli] and yfinance, and expects local services like Ollama to be running.","use_cases":["Quickly prototyping an MCP server that exposes stock/finance data via tools (e.g., using yfinance)","Building an AI agent that can call MCP tools to fetch/analyze market data","Learning/teaching how to scaffold MCP servers and agent runners","Demonstrating MCP + agent workflows with optional Langflow UI"],"not_for":["Production finance data pipelines requiring strict reliability guarantees or audited data handling","Use in environments where outbound network access to finance providers is disallowed","Organizations requiring enterprise-grade security controls, managed credentials, and formal SLAs"],"best_when":"As a learning/prototyping scaffold for MCP tool integration around finance data, especially for local development and experimentation.","avoid_when":"When you need a stable, well-documented, production-ready API contract with rigorous error semantics, rate-limit guidance, and enterprise security posture.","alternatives":["Official/maintained data providers with documented APIs (then wrap with your own MCP server)","Other open-source MCP server examples for market data (if available)","Direct use of yfinance (without MCP) for simple scripting","Frameworks for tool-calling agents with first-class integrations (without building MCP)"],"af_score":41.2,"security_score":30.5,"reliability_score":17.5,"package_type":"mcp_server","discovery_source":["github"],"priority":"high","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-03-30T15:22:23.791467+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":["Python"],"openapi_spec_url":null,"webhooks":false},"auth":{"methods":[],"oauth":false,"scopes":false,"notes":"No authentication/authorization mechanism is described in the provided README. Tooling appears oriented toward local development where access is controlled outside the service (e.g., network/firewall) rather than via built-in auth."},"pricing":{"model":null,"free_tier_exists":false,"free_tier_limits":null,"paid_tiers":[],"requires_credit_card":false,"estimated_workload_costs":null,"notes":"No pricing model mentioned; repository appears to be a free open-source project/tutorial."},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":41.2,"security_score":30.5,"reliability_score":17.5,"mcp_server_quality":45.0,"documentation_accuracy":55.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":100.0,"rate_limit_clarity":0.0,"tls_enforcement":50.0,"auth_strength":10.0,"scope_granularity":0.0,"dependency_hygiene":40.0,"secret_handling":60.0,"security_notes":"The provided materials do not document authentication, authorization, or transport/security configuration for the MCP server. It appears local-dev oriented, which reduces exposure but can still leak data if run insecurely. Dependency list includes external packages (mcp, smolagents, yfinance, chromadb), but no CVE/security posture or pinning strategy is shown in the provided snippet.","uptime_documented":0.0,"version_stability":30.0,"breaking_changes_history":20.0,"error_recovery":20.0,"idempotency_support":"false","idempotency_notes":null,"pagination_style":"none","retry_guidance_documented":false,"known_agent_gotchas":["README indicates an Ollama dependency, which may break agent runs if not available.","No clear contract/examples of MCP tool names, parameters, or error responses are provided in the supplied content, increasing integration friction.","Finance data fetching often depends on external services; transient failures/timeouts may require retry/backoff, but no guidance is documented here."]}}