#windsurf

Model Context Protocol server that integrates AgentQL's data extraction capabilities.

Supericons MCP lets AI coding agents search, recommend, and retrieve SVG icons from a semantic registry of 20,000+ icons. It helps builders find better icons faster inside tools like Cursor, Claude Code, Codex, Cline, and OpenCode.

Ganglia indexes your project into a call graph and exposes 73 semantic tools — code_get, code_callers, code_impact, code_propagate, code_apply_batch with one-click revert, code_safe_move, deliberation chain, smart LLM-backed digests, cross-session memory, and more. Works with Claude Code, Cursor, Windsurf, Continue, Cline, Goose. Languages: TypeScript, JavaScript, Rust, Python, Go, PHP. Free during public beta. Token savings: 80–95% vs raw file-reading patterns.

Local-first MCP code intelligence server with 37 tools — hybrid search, blast-radius analysis, diff-aware risk-scored review, and bi-temporal memory pinned to git SHAs. Stops AI agents from hallucinating function names that don't exist in your codebase. Published 60-task retrieval benchmark with reproducible harness. MIT.

Agent-first skill marketplace MCP server. AI agents discover, install, and share reusable skills across 7 platforms (Claude, Cursor, Windsurf, Cline, VSCode, Copilot, OpenAI) via MCP protocol. 15 tools including skill search, download, upload, and agent discovery.

Live currency exchange rates, historical FX data, and multi-currency lookups for Claude Code, Cursor, Claude Desktop, and Windsurf. Real-time mid-market rates across 160+ currencies — sourced from Reuters/Refinitiv interbank feeds.

Your AI agent scrapes X today, gets broken HTML tomorrow. Taprun compiles the site once into a deterministic program, then `tap doctor` monitors health contracts + structural diffs to catch silent breakage before your data goes stale. 140+ pre-built skills across 68+ sites. Works with Claude Code, Cursor, Windsurf, any MCP host.

Research intelligence for AI engineers. At any technical decision your team hits - agent architecture, memory, tool use, RAG, embeddings, evals, fine-tuning, distillation, MoE/inference, forecasting, vision, security, or weighing concrete tradeoffs (Mamba vs attention, LoRA vs SFT, hybrid vs dense retrieval) - Paper Lantern surfaces what 2M+ papers say in seconds, not weeks.

Persistent cloud memory for AI coding agents. 14 MCP tools — store, recall, semantic search, knowledge graph. Works with Claude Code, Cursor, Windsurf, OpenClaw. One config file, zero SDK.

MCP server for tmux — browse sessions, windows and panes, capture terminal output, and send commands. Force your AI agent to run all commands through tmux for full observability. Works with Claude Code, OpenCode, Cursor, Windsurf, Cline, Roo Code, Continue, Codex, and any MCP-compatible AI assistant.

AI photo generation, editing, and video creation MCP server. Generate photos from 150+ themed styles, edit with 19 AI operations (remove background, retouch, upscale, face swap), and create AI videos. Powered by Photo AI Studio.

Generate a visual AI automation workflow for a business process. Returns a shareable link to an interactive canvas on obscuraai.xyz where the workflow can be viewed, edited, and exported. Use when a user wants to map out an automation, workflow, or AI system for their business.

About MCP server for Claude, ChatGPT, coding agents (cursor, claude code etc), windsurf, etc— generate visual AI automation workflows. Describe a business process, get an interactive flow map you can edit and share.

Generate complete design token systems from a hex color — OKLCH-derived, WCAG-validated, multi-format

A high-performance Model Context Protocol (MCP) server connecting AI assistants (Claude, Cursor, Windsurf) directly to TestRail.

Connect Claude, Cursor, Windsurf and other AI assistants directly to your live Meta Ads, Google Analytics 4, and Google Search Console accounts. Ask natural language questions and get real answers from your actual data — no CSV exports, no tab switching. Runs 100% locally. Your credentials are machine-locked and encrypted — unreadable on any other computer even if copied. No cloud relay, no data logging. Supports multiple accounts. Ideal for agencies managing campaigns across multiple clients.

Validate emails from your AI coding assistant. Syntax checks, MX verification, disposable detection, developer pattern intelligence, and typo suggestions. 1,000 free validations/month.

One-line MCP config gives your AI agent persistent memory with automatic workflow rules. Unlike passive memory stores, Awareness teaches your agent WHEN to remember and recall — works across Claude Code, Cursor, Windsurf, Cline, Copilot and 7 more IDEs.

VirtualSMS is an SMS verification API for developers and AI agents. Buy virtual phone numbers and receive OTP codes for 700+ services including Telegram, WhatsApp, Google, Facebook, Twitter, TikTok and more in 100+ countries. Real SIM cards — not VoIP — means higher success rates. Full refund guaranteed if no SMS received. Includes MCP server for Claude/Cursor, REST API, and Telegram bot. Pay-per-use pricing with no subscription required.

Reinforcement for AI-generated code. Enforcement hooks, quality audits, and compliance packs that prevent AI coding tools from shipping broken code.

AI Git workflow MCP server. Generates conventional commit messages, branch names, PR descriptions, and manages work streams (wip, hotfix, review, experiment). Works with Cursor, Claude Desktop, Claude Code, Windsurf, and VS Code. Install: pip install gitrama-mcp

The only MCP server that gates skill installation behind a full security scan. 60+ threat patterns, 13 MCP tools, and support for 7 clients including Claude Code, Cursor, Windsurf, and GitHub Copilot. Features AI-powered search, cloud sync, and startup verification with SHA-256 content hashing.

Give your AI agent unblockable browser access. Aluvia routes traffic through premium mobile carrier IPs to bypass 403s, CAPTCHAs, and WAFs automatically.

Memory with integrity for AI coding agents. SAME tracks provenance, flags stale knowledge, and surfaces contradictions; so your AI trusts what's current, not what's outdated. 17 MCP tools: semantic search, cross-vault federation, session handoffs, decision logging, knowledge graph, trust-aware retrieval, consolidation, health analysis. Provenance on every write. Stale notes rank lower automatically. SQLite + vector search. Ollama, OpenAI, LM Studio, or keyword-only. One 12MB Go binary. No cloud, no API keys, no telemetry. Your notes never leave your machine. Claude Code, Cursor, Windsurf, Codex CLI, Gemini CLI, and any MCP client.

CodeSherlock is an AI- based code analysis tool that validates unstaged changes and commits directly inside IDEs and AI Agents. It helps developers catch security, quality, and design issues early by combining deep analysis with compliance-aware checks OWASP, CWE, SOC-2 at the moment code is written. CodeSherlock also performs other security vulnerability reviews along with Maintainability, Reliability and Scalability checks. Use CodeSherlock to review and validate code especially generated via AI.

Advanced Local Prompt Intelligence Engine with complete privacy and sophisticated content analysis. Features cross-platform support (Windows, macOS, Linux), binary optimization, and dual-tier processing: AI-aware rules engine + optional LLM enhancement. 100% local processing ensures complete privacy - no data transmission during optimization. Key Features: - Privacy-First: Complete local processing, no cloud dependencies - Cross-Platform: Native binaries for Windows, macOS (Intel/Apple Silicon), Linux (x64/ARM64) - Dual Optimization: Sophisticated rules engine + optional OpenAI LLM enhancement - Professional Tools: 50+ optimization techniques for technical and creative prompts - Template Management: Save, search, and reuse optimization patterns - Zero Setup: Works offline with cached license validation Perfect for developers, teams, and anyone requiring private prompt optimization without cloud dependencies.

The cloud designed for use by AI Agents. Deploy rapidly, auto-test, and self heal apps via Cursor, Claude Code, Windsurf, etc.

Real-time PostgreSQL & Supabase database schema access for AI-IDEs via Model Context Protocol. Provides live database context to AI assistants through secure SSE connections, enabling smarter code generation with always up-to-date schema information. Features three powerful tools: get_schema, analyze_database, and check_schema_alignment.

MCP server for enabling persistent knowledge storage for Claude through a knowledge graph with multiple storage backends and fuzzy search

PubNub MCP Model Context Protocol Server for use in Cursor, Windsurf, Claude Desktop, Claude Code and OpenAI Codex and more!

AI-assisted development MCP providing long-term, on-device "AI memory" for IDEs. Powered by Kuzu GraphDB and exposed via MCP server

The portable alternative to Cursor Rules and IDE-specific rules. Transform your project documentation into intelligent AI context using standard Markdown files that work across any MCP-compatible AI tool. Escape vendor lock-in and scattered documentation forever.

DevContext is a cutting-edge Model Context Protocol (MCP) server designed to provide developers with continuous, project-centric context awareness. Unlike traditional context systems, DevContext continuously learns from and adapts to your development patterns and delivers highly relevant context providing a deeper understanding of your codebase.

DevContext is a cutting-edge Model Context Protocol (MCP) server designed to provide developers with continuous, project-centric context awareness. Unlike traditional context systems, DevContext continuously learns from and adapts to your development patterns and delivers highly relevant context providing a deeper understanding of your codebase.

DevContext is a cutting-edge Model Context Protocol (MCP) server designed to provide developers with continuous, project-centric context awareness. Unlike traditional context systems, DevContext continuously learns from and adapts to your development patterns. DevContext leverages sophisticated retrieval methods, focusing on keyword analysis, relationship graphs, and structured metadata to deliver highly relevant context during development, understanding both your conversations and your codebase at a deeper level. The server operates with a database instance dedicated to a single project, eliminating cross-project complexity and ensuring performance with minimal resource requirements. DevContext builds a comprehensive understanding of your codebase - from repository structure down to individual functions - while continuously learning from and adapting to your development patterns.

Configuration and setup files for using Model Control Protocol (MCP) servers with Windsurf in an SSH environment

A platform for managing your local MCP servers

Global MCP server that manage all the project data,

Global MCP server that manage all the project data,

Open-source Model Context Protocol (MCP) server for Dart & Flutter. Exposes SDK tools and project resources for AI-driven workflows, automation, and remote development

Browser extension to enable MCP in claude.ai

Shrimp Task Manager is a task tool built for AI Agents, emphasizing chain-of-thought, reflection, and style consistency. It converts natural language into structured dev tasks with dependency tracking and iterative refinement, enabling agent-like developer behavior in reasoning AI systems.

CLI MCP package manager & registry for all platforms and all clients. Search & configure MCP servers. Advanced Router & Profile features.

MCP Router enables easily manage your MCP (Model Context Protocol) servers with enhanced security

🐇 Model Context Protocol (MCP) server that provides comprehensive SQLite database interaction capabilities

Integration between Windsurf and custom MCP servers

DiffuGen is a powerful yet user-friendly interface for local\edge image generation. Built on the Model Control Protocol (MCP), it provides a seamless way to interact with various Stable Diffusion models including Flux, SDXL, SD3, and SD1.5. Diffugen also features an OpenAPI Server for API usage and designed to support OpenWebUI OpenAPI Tool use.

MCP SSH server for Windsurf integration

MCP Server to integrate Unity Editor game engine with different AI Model clients (e.g. Claude Desktop, Windsurf, Cursor)

Expose your FastAPI endpoints as Model Context Protocol (MCP) tools, with Auth!

VSCode Extension with an MCP server that exposes semantic tools like Find Usages and Rename to LLMs

An official Qdrant Model Context Protocol (MCP) server implementation

Let AI operate Gitee Repositories / Issues / Pull Requests for you through MCP

Completely free, private, UI based Tech Documentation MCP server. Designed for coders and software developers in mind. Easily integrate into Cursor, Windsurf, Cline, Roo Code, Claude Desktop App

MCP server that visually reviews your agent's design edits

A Model Context Protocol (MCP) server implementation for remote memory bank management, inspired by Cline Memory Bank.

SQL Server MCP Server for Windsurf IDE - A standalone MCP server providing SQL Server integration capabilities

An unofficial and community-built MCP server for integrating with

Query MCP enables end-to-end management of Supabase via chat interface: read & write query executions, management API support, automatic migration versioning, access to logs and much more.

A Model Context Protocol Server for MongoDB