A
licenseA
qualityD
maintenanceEnables any MCP-compatible LLM to perform AI-powered web research using Google's AI Mode, returning synthesized and cited answers instead of raw search results.
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MIT
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"A guide for improving AI prompt output quality" matching MCP servers:
- AlicenseAqualityAmaintenanceA read-only MCP server for querying AI provider administration APIs, providing normalized usage, cost, and dashboard data for OpenAI and Anthropic.49MIT
- AlicenseAqualityBmaintenanceAI agents that automate bookkeeping, bank reconciliation, and month-end financial close for SMBs and CA firms.261MIT
- AlicenseAqualityCmaintenanceLocal MCP server for generating image assets with Google Gemini (Nano Banana 2 / Pro). Supports transparent PNG/WebP output, exact resizing/cropping, up to 14 reference images, and Google Search grounding.1378MIT
- AlicenseAqualityAmaintenanceCite-able, content-addressed, signed memory of every place on Earth41652Apache 2.0
- AlicenseAqualityBmaintenanceExposes WAI-ARIA Authoring Practices Guide (APG) patterns, providing narratives, keyboard guidance, and official source code examples for accessible widgets. It includes tools for listing patterns, retrieving specific specs, and performing semantic searches via Ollama.528ISC
- FlicenseAqualityCmaintenanceA production-grade MCP server that provides real-time weather data and demonstrates the complete MCP protocol surface including tools, resources, prompts, and structured output.22
- AlicenseCqualityBmaintenanceHabitica MCP server built with Effect v4, currently exposing a hello-world tool, resource, and prompt over stdio for early development and testing.111MIT
- AlicenseAqualityBmaintenanceA lightweight MCP server that enables AI assistants to execute local development tools and retrieve system status with low latency over stdio or HTTP.11,2923MIT
- AlicenseAqualityAmaintenanceMCP server for video analysis — extracts transcripts, key frames with OCR, and annotated timelines from video URLs. Supports Loom and direct video files (.mp4, .webm). Zero auth required.581,10642MIT
MainWP MCP Serverofficial
AlicenseAqualityBmaintenanceEnables AI assistants to manage WordPress networks through a MainWP Dashboard, including site management, updates, plugin/theme control, and bulk operations via natural language.252618GPL 3.0- AlicenseAqualityAmaintenanceModel Context Protocol (MCP) server for GitLab — exposes 1006 GitLab REST & GraphQL API operations as MCP tools (42 meta-tools / 57 enterprise), 24 resources, 38 prompts, and 17 completion types for AI assistants. Written in Go, single static binary, stdio and HTTP transport.231MIT
- AlicenseAqualityAmaintenanceMCP server for the ReactUse library. Exposes 110+ React Hook signatures, examples, and API metadata so AI coding assistants can discover and use any hook from @reactuses/core directly.31,039The Unlicense
FoundRole MCPofficial
AlicenseAqualityBmaintenanceEnables AI assistants to search live jobs, view full details, save and track applications in a Kanban board, set follow-up reminders, and subscribe to job alerts—no account needed for searching.2094MIT
spidra-mcp-serverofficial
AlicenseAqualityBmaintenanceEnables AI assistants to scrape pages, batch-process URLs, and crawl entire websites with AI-powered extraction.12373MIT- AlicenseAqualityAmaintenanceOperations toolchain for SQLite, Cloudflare D1, and Turso. Every command is available as both a CLI and an MCP tool: inspect, diff, migrate, monitor, back up, and repair databases. 22 stdio tools, read-only by default.141AGPL 3.0
- AlicenseAqualityBmaintenanceSingle-binary Go MCP server that wraps whatsmeow to expose a personal WhatsApp account as 41 MCP tools (messaging, groups, polls, media, privacy).427MIT
- AlicenseAqualityCmaintenanceEnables fast literal and regex search over local workspaces using a sparse n-gram index for candidate pruning, with deterministic verification against file contents.81MIT
- AlicenseAqualityAmaintenanceAn MCP server that turns AI assistants into competent Festo/CODESYS PLC engineers by grounding them in curated, manufacturer-accurate knowledge and forcing every artifact through a machine-checked validation pipeline for CODESYS import.18451MIT
- AlicenseAqualityDmaintenanceMCP server enabling AI assistants to interact with your LogicMonitor, providing 125 tools for comprehensive monitoring and management operations.708012AGPL 3.0