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MCP Server
MCP servers are lightweight programs that expose specific capabilities to AI applications through the Model Context Protocol (MCP). Each server acts as a bridge between AI models and external systems, providing tools (executable functions), resources (read-only data), and prompts (reusable templates) through a standardized interface.
MCP servers communicate with AI-powered clients over stdio for local processes or HTTP with Server-Sent Events for remote connections. They can integrate with databases, APIs, file systems, development tools, and cloud services. A single AI application can connect to multiple MCP servers simultaneously.
The MCP server ecosystem includes registries such as the official MCP Registry, Glama, and Smithery, where developers publish and discover servers for specific use cases.
Here are 154 public repositories matching this topic...
Advanced Agentic Development Environment for DevPods, GitHub Codespaces, Rackspace Spot & more. Ruflo orchestration, 215+ MCP tools, 60+ AI agents, SPARC methodology & automatic context loading. Deploy multi-agent swarms, coordinate autonomous workflows.
multi-agent swarm codex multi-agent-systems autonomous-agents swarm-intelligence npx jules ai-assistant hugging-face ai-tools anthropic-claude agentic-framework agentic-workflow agentic-rag agentic-ai model-context-protocol mcp-server claude-code agentic-engineering
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Connect AI agents across any network — zero config, encrypted, skill-based routing
mcp nat-traversal decentralized p2p zero-config libp2p end-to-end-encryption did noise-protocol e2e-encryption verifiable-credentials a2a agent-communication ai-agent crewai langgraph llms-txt mcp-server a2a-protocol agent-to-agent
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AI Agent skills to access structured datasets for startup founders
openapi ai-agents mcp-server agent-skills seo-backlinks b2b-data claude-code-plugins claude-skills claude-code-skills claude-code-marketplace claude-plugins
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Stealth browser automation that actually works. Runs Camoufox (custom Firefox) in Docker with zero Chrome DevTools Protocol exposure, real OS-level mouse and keyboard input via PyAutoGUI, and a JSON HTTP API + MCP server to control it all remotely. Watch it live via noVNC.
python docker automation browser mcp container stealth automated http-api pyautogui system-automation playwright api-browser stealth-browser mcp-server camoufox mcp-browser
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MCP server for Google Ads, Meta Ads, GA4, TikTok Ads, and LinkedIn Ads. Manage 300+ ad operations from Claude, ChatGPT, Gemini, Cursor, or any AI client. Human-in-the-loop on every write.
mcp google-analytics google-ads google-ads-api meta-ads mcp-server ads-mcp claude-code-plugin claude-skills claude-plugin claude-cowork google-ads-mcp meta-ads-mcp tiktok-ads-mcp linkedin-ads-mcp
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Multi-account Google Workspace (Gmail, Drive, Calendar, Sheets, Docs) + Slack MCP servers for Claude Code. Setup guide with CLAUDE.md for AI-guided installation.
slack oauth2 mcp gmail google-drive google-api claude multi-account google-workspace ai-tools anthropic agent-tools model-context-protocol mcp-server claude-code claude-mcp claude-skills google-workspace-cli
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Production Claude Code skills for n8n from a Verified Creator's 100+ workflows
workflow automation mcp workflow-automation claude n8n n8n-workflow llm large-language-model claude-ai agentic-workflow agentic-ai mcp-server agent-skills claude-code claude-skills
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🔊 Pronounce developer jargon out loud. 1,650+ entries (kubectl, GIF, JSON, JWT, …), sourced with confidence levels. Bash CLI + VS Code extension + interactive quiz + voice search + MCP server + Claude Code skill.
macos bash kubernetes cli open-source dictionary mcp pronunciation tts speech-synthesis developer-tools vscode-extension ipa cursor kubectl developer-experience pronunciation-dictionary community-driven mcp-server claude-code
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AI-orchestration dotfiles for developers who want leverage. Parallelize agents, enforce principles, and self-heal your stack for 100x throughput. Built to version the AI era.
linux dotfiles bash mcp configuration mcp-server claude-plugin-backend mcp-server-discovery claude-code-commands claude-code-plugin
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A Claude Code plugin that turns AI-assisted work into a shared living ontology. Captures decisions, conventions, and context autonomously into typed, interlinked knowledge nodes (git-committed markdown). Navigate the ontology as a graph, trace conceptual paths between ideas, and catch doc-code drift before every commit.
ontology knowledge-graph obsidian knowledge-management living-documentation mcp-server claude-code decision-tracking organizational-learning
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All-in-one agent harness for OpenAI Codex CLI — Boss meta-orchestrator, 400+ agents, 200+ skills, 3 MCP servers. Install once, get every specialist ready.
mcp orchestration multi-agent openai developer-tools codex ai-agents llm-agent mcp-server claude-code codex-cli agentic-coding subagents codex-subagents agent-harness
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Jul 1, 2026 - Shell
Curated, trusted open catalog of AI agent skills for OpenClaw, Claude Code, Codex, GitHub Copilot, Gemini, Cursor, MCP, LangChain, and more. Browse, install, and verify reusable agent workflows.
mcp awesome-list cursor codex ai-agents ai-tools github-copilot openai-codex coding-agents gemini-cli agent-tools agent-marketplace mcp-server agent-skills claude-code claude-agents skill-library openclaw npx-skills skills-catalog
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Jul 1, 2026 - Shell
Give Claude Code a permanent memory — 100% local, zero config, graph-powered
privacy neo4j mcp knowledge-graph developer-tools graph-database claude rag local-first ai-tools llm anthropic ai-memory mcp-server claude-code code-indexing
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Agent skills for Preset, Apache Superset, Superset MCP & Snowflake Cortex — works across Claude, Codex, Cursor, Copilot, Cortex Code & Gemini CLI.
mcp superset business-intelligence data-analytics cursor preset ai-agents claude apache-superset github-copilot openai-codex anthropic gemini-cli snowflake-cortex model-context-protocol mcp-server agent-skills claude-code claude-skills claude-plugin
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7 AKU-architected skills for OpenCode + Obsidian MCP: obsidian-mcp, inbox-triage, connection-review, weekly-synthesis, context-maintenance, vault-health-feedback, note-promotion. Knowledge Activation v4 with validators, EDD evals, and CI. Built on obsidian-mcp-server. Works with OpenCode and Claude Code.
mcp opencode note-taking knowledge-base obsidian pkm knowledge-management ai-agents zettelkasten digital-garden second-brain ai-tools llm model-context-protocol mcp-server agent-skills obsidian-mcp claude-code-skills opencode-skills knowledge-workflow
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Control Your Desktop AI Agents From Any Device 🚀
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Feb 18, 2026 - Shell
Rune - Discipline Engineering - Multi-agent engineering orchestration for Claude Code. Plan, work, review, and audit using Agent Teams.
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