{"id":"akalaric-mcp-wolframalpha","name":"mcp-wolframalpha","af_score":43.8,"security_score":43.0,"reliability_score":27.5,"what_it_does":"Provides an MCP (Model Context Protocol) server and Python client integration for querying Wolfram Alpha. It also includes example clients (e.g., LangChain/Gemini) and a Gradio UI to submit questions and view results.","best_when":"You want to wire Wolfram Alpha into an MCP-based agent/chat stack and can configure a Wolfram Alpha API key in a self-hosted Python environment.","avoid_when":"You need turnkey enterprise security controls (SSO, fine-grained authorization, audit features) or explicit rate-limit/error-contract documentation for the MCP server.","last_evaluated":"2026-03-30T13:51:21.139174+00:00","has_mcp":true,"has_api":false,"auth_methods":["Wolfram Alpha API key (WOLFRAM_API_KEY / appid via environment variable)"],"has_free_tier":false,"known_gotchas":["MCP tool/function names, input/output schemas, and error formats are not described in the provided README content, so an agent may need to inspect the server code to reliably form calls.","Rate limiting behavior is not documented for either the MCP server or the Wolfram Alpha API integration.","If multiple clients are used concurrently, the lack of documented concurrency controls could affect reliability."],"error_quality":0.0}