Best AI & ML MCP servers
AI and ML MCP servers give an agent access to other models and AI services as tools — web-grounded answers from a search model, text-to-speech and voice cloning, image and audio generation, or the models, datasets, and Spaces on a hub like Hugging Face. The pattern is composition: your coding or chat agent stays in control and calls out to a specialist when it needs fresh facts, a spoken clip, or a model it doesn't host. When choosing, look at whether the server is a thin API wrapper (one provider, an API key, a handful of tools) or a broader gateway, and check the auth model — most are API-key stdio servers, though some hubs now offer authenticated remote endpoints. Mind per-call cost and rate limits, since these tools bill against an upstream provider.
15 servers
Google Gemini
Ali Argun
Maintained community MCP server for Google's Gemini API: generate text, analyze images, count tokens, and create embeddings from your agent.
Stability AI
Tadas Antanavicius
Community MCP server for Stability AI: generate, edit, upscale, outpaint, and restyle images with Stable Diffusion from your agent.
fal.ai
Raveen Beemsingh
Community MCP server for fal.ai: generate and edit images, video, music, and audio with 600+ fast generative models from your agent.
Together AI
Manas Bharadwaj
Community MCP server for Together AI image generation: create high-quality images with the FLUX.1 Schnell model straight from your agent.
Perplexity
Perplexity
Perplexity's official Sonar MCP server: give your agent live web search, conversational answers, deep research, and reasoning.
ElevenLabs
ElevenLabs
ElevenLabs' official MCP server: text-to-speech, voice cloning, speech-to-text, sound effects, and conversational AI agents from your editor.
Hugging Face
Hugging Face
Hugging Face's official MCP server: search and explore models, datasets, Spaces, papers, and docs from your AI assistant.
Replicate
Replicate
Replicate's official MCP server: discover, compare, and run thousands of hosted AI models — image, video, audio, and language — straight from your agent.
DeepL
DeepL
DeepL's official MCP server: high-quality machine translation, document translation, and AI rephrasing across 30+ languages from your agent.
Langfuse
Langfuse
Langfuse's official hosted MCP server: manage prompts, query traces and observations, run evals, and inspect LLM metrics from your agent.
AssemblyAI
AssemblyAI
AssemblyAI's official server lets coding agents search and read its speech-to-text and audio-intelligence documentation on demand.
OpenRouter
heltonteixeira (community)
Community OpenRouter MCP server: chat with 300+ language models through one unified API, search the model catalog, and validate model IDs from your agent.
Ollama
hyzhak (community)
Maintained Ollama MCP server: pull, run, and chat with local LLMs, manage models, and call an OpenAI-compatible chat API on a private Ollama instance.
Recraft
Recraft
Recraft's official MCP server: generate and edit raster and vector images, build reusable styles, vectorize, upscale, and swap backgrounds from your agent.
Baseten
Baseten
Baseten's official MCP servers give an agent live access to your model deployments and Baseten's docs: deploy, call, and operate models from your editor.