Best mcp servers for ai & language models.
16 mcp servers in AI & language models. The top 10 are ranked by public GitHub stars, collected October 5, 2026; the rest are listed below them. Model gateways, inference, agent frameworks, memory, evaluation and observability for LLM applications.
| # | Listing | Category | Stars | Forks | Last push |
|---|---|---|---|---|---|
| 1 | Agent MCP Agent-MCP is a framework for creating multi-agent systems that enables coordinated, efficient AI collaboration through the Model Context Protocol (MCP). | AI & language models | 1.3k | 182 | Mar 28, 2026 |
| 2 | Comet Opik Model Context Protocol (MCP) server for Opik, the open-source LLM observability and evaluation platform, built by Comet. | AI & language models | 219 | 37 | Oct 5, 2026 |
| 3 | Knowl Persistent memory for Claude Code, Cursor and Codex. | AI & language models | 125 | 6 | Sep 30, 2026 |
| 4 | Synap Memory Persistent memory for AI agents — log and recall conversation context over MCP. | AI & language models | 77 | 15 | Sep 30, 2026 |
| 5 | daidocs Open plain-text file format for AI memory. | AI & language models | 45 | 4 | Oct 5, 2026 |
| 6 | Baron Munchausen Local grounded memory for coding agents: MCP over stdio, stdlib only, a verdict per answer | AI & language models | 13 | 0 | Sep 11, 2026 |
| 7 | genpark-prompt-injection-jailbreak-neutralizer-skill Zero-dependency heuristic adversarial prompt injection & override neutralizer (Lakera / NeMo) | AI & language models | 7 | 0 | Sep 10, 2026 |
| 8 | al-buddy-memory Portable, governed, model-agnostic memory for AI agents: facts invalidated never deleted, raw text as truth, one documented export format. | AI & language models | 3 | 0 | Oct 3, 2026 |
| 9 | whitemagic Local-first memory and session continuity for AI coding agents, over MCP. | AI & language models | 0 | 1 | Oct 5, 2026 |
| 10 | tapbox-mcp Официальный плагин Tapbox Стат: аналитика каналов, чатов и ботов MAX в Claude Code, Codex и Gemini CLI через MCP | AI & language models | 0 | 0 | Sep 11, 2026 |
More mcp servers for ai & language models 6
Listed without a public GitHub repository, or not yet collected.
AcqPath — RSL rights preflight for AI & RAG
RSL rights preflight for AI, RAG indexing and training.
GardenArena GardenScript
Simulate farms, validate GardenScript and compare policies with Rust.
Hugging Face MCP Server
Hugging Face MCP server for the Hub, models, datasets, papers and Gradio applications.
MarketAIVerse
Which LLMs actually run on your GPU, and how fast.
nebula
Per-client memory for any AI.
Vilix AI
Shared memory for connected AI tools.
Questions and answers
What is the most-starred mcp server for ai & language models?
Agent MCP, with 1,304 public GitHub stars as of October 5, 2026. Agent-MCP is a framework for creating multi-agent systems that enables coordinated, efficient AI collaboration through the Model Context Protocol (MCP).
How many mcp servers for ai & language models are listed?
16 on RUAGENTIC, 10 of them ranked by stars and 6 listed without a public GitHub repository or without collected metrics.
How is this list ranked?
By public GitHub star count, read hourly from the repository each listing links to, last collected October 5, 2026. Stars measure attention on GitHub, not quality or safety. Listings that share one repository appear once. Sponsorship never changes a rank.
See every mcp server at /servers, the full mcp servers leaderboard for ai & language models, or list your project.