A
licenseNot graded
qualityC
maintenanceEnables AI agents to control a Playwright-driven browser through natural-language instructions, including page interaction and live browser task execution.
MIT
77,202 servers. Updated
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"A tool or process for testing a dashboard" matching MCP servers:
- AlicenseBqualityDmaintenanceLocal MCP server for safe inspection and dry-run cleanup of leftover subprocesses from AI coding agents, providing ownership-based classification and reproducible evidence.242Apache 2.0
- AlicenseNot gradedqualityAmaintenanceProduction-ready MCP server providing RAG, hierarchical memory, and 8+ tools for AI agents via the Model Context Protocol.41Apache 2.0
- AlicenseNot gradedqualityCmaintenanceMCP server that routes natural language requests to structured tool calls using a LoRA-tuned small language model, with built-in validation, retry, and fallback recovery.MIT
- FlicenseNot gradedqualityBmaintenanceA configurable MCP gateway that runs multiple Streamable HTTP MCP servers and exposes all their tools through a single endpoint, enabling tool aggregation and routing for MCP clients.
- FlicenseNot gradedqualityNot gradedmaintenanceA framework for building hot-loadable MCP tools that feature conversational negotiation, graduated permissions, and zero-downtime updates. It enables persistent state continuity across server restarts and provides a hypothetical evaluation system for tool actions.
- AlicenseAqualityCmaintenanceDiscover and connect your agents with other agents via A2A protocol. Share resources for free or fee.6MIT
- AlicenseAqualityBmaintenanceAn MCP proxy that embeds tool definitions and returns only the top-k semantically relevant tools per query, reducing context usage and routing calls to upstream MCP servers.2MIT
- FlicenseAqualityDmaintenanceCentral registry for AI tools with vector search and knowledge graph, enabling intelligent tool discovery, chaining, and execution via MCP.12
- AlicenseAqualityAmaintenanceGraph-based tool retrieval for LLM agents. Builds a tool graph from OpenAPI/MCP specs and retrieves multi-step workflows via hybrid search (BM25 + graph traversal + embedding), recovering accuracy from 12% to 82% with 79% fewer tokens. Also works as an MCP Proxy to aggregate multiple servers behind 3 meta-tools.616MIT
- AlicenseAqualityDmaintenanceA single MCP server that provides dynamic access to thousands of APIs through discovery and proxy, eliminating the need to install and configure multiple separate MCP servers.412MIT
- AlicenseNot gradedqualityCmaintenanceAnalyzes multi-step AI agent tool chains to compute success probability, identify bottlenecks, and suggest better execution orders, enabling more reliable agents via local pure-math computation.MIT
- AlicenseNot gradedqualityDmaintenanceA generic MCP proxy that filters which tools are exposed from a remote MCP server, reducing context window token usage by only loading the tools you actually need.9MIT
- FlicenseNot gradedqualityCmaintenanceReference implementation of a Model Context Protocol server for integrating external APIs as agent tools. Includes built-in tools for weather, database queries, web search, and calculations, with authentication, rate limiting, and logging.
- FlicenseBqualityCmaintenanceEnables AI agents to drive real Google Chrome with stealth and captcha handling, using Patchright to avoid bot detection.70
- AlicenseNot gradedqualityBmaintenanceA standalone MCP gateway/proxy server that lets any MCP-compatible client search and call tools across multiple downstream MCP servers through a single mcp proxy tool.26MIT
- AlicenseNot gradedqualityCmaintenanceEnables AI agents to discover and execute tools via a secure MCP server with JWT authentication, RBAC, rate limiting, and audit logging.1MIT
- FlicenseNot gradedqualityDmaintenanceExposes Coze workflows as MCP tools, allowing AI clients to discover and execute workflows from a specified Coze workspace. It provides a simple way to integrate external skills into platforms like OpenClaw without needing local environment configurations.98
- FlicenseNot gradedqualityBmaintenanceA lightweight, zero-dependency MCP gateway adapter that enables Claude/Cursor agents to process structured JSON payloads and integrate with GenPark AI agent pipelines.8