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The Enterprise DNA directory

MCP Servers

Model Context Protocol servers. The standard way for any agent to read or write to any system.

Model hosting and inference: Serve open models on your own hardware or cloud. 109 MCP servers for model hosting and inference in this directory. Source-reviewed guides come first.

24 tools on this page

MMCPlowCatalogue

20alexl/claude-engram

Various

Persistent memory and session intelligence for AI coding assistants. Auto-tracks mistakes, decisions, and context via hooks. Mines your full session history for patterns, predictio

Alternative to Vectorize Io Hindsight, Topoteretes Cognee

★ 15repo activity 5mo ago
open-sourceMITPython

Best for: Developers who want persistent context and history search for AI coding assistants

MMCPlowCatalogue

ambeelabs/ambee-mcp

Various

The official Model Context Protocol server for Ambee. It gives any MCP-compatible AI assistant — Claude, ChatGPT, Cursor, VS Code, Ollama, and more — direct access to live air qual

★ 0repo activity 1mo ago60/100
open-sourceMITJavaScript

Best for: Developers building MCP-connected assistants that need live environmental data

MMCPlowCatalogue

ARADIA-systems/aradia-mcp-server

Various

Turnkey on-premise private Agentic AI systems by ARADIA on dedicated NVIDIA DGX hardware (Spark,

★ 1repo activity 1mo ago62/100
open-sourceMITJavaScript

Best for: Enterprises needing private, on-premise agentic AI on NVIDIA DGX systems

MMCPlowCatalogue

Cavinooo/claude-find

Various

Pull Deep Memory from across your Claude Code Sessions — when you need it.

Alternative to Vectorize Io Hindsight, Topoteretes Cognee

★ 8repo activity 5mo ago
open-sourceMITTypeScript

Best for: Developers who use Claude Code regularly and want to persist and retrieve session memory

MMCPlowCatalogue

ChevalGrand520/local-gpu-imagegen

Various

MCP-first control plane for supported ComfyUI workflows with cryptographic model identity, explicit approvals, durable evidence, and no silent downloads.

★ 1repo activity 1mo ago62/100
open-sourceMITPython

Best for: Developers running ComfyUI locally who need auditability and approval controls.

MMCPlowCatalogue

evalstate/mcp-hfspace

Various

MCP Server to Use HuggingFace spaces, easy configuration and Claude Desktop mode.

★ 386repo activity 1y ago
open-sourceMITTypeScript

Best for: Developers who want to quickly connect Hugging Face models to Claude Desktop for prototyping or experimentation.

MMCPlowCatalogue

eviscerations/whisper-windows-mcp

Various

Windows-native MCP server for local audio transcription — GPU accelerated via Vulkan, works with Claude Desktop

★ 0repo activity 5mo ago
open-sourceJavaScript

Best for: Windows users who need local GPU-accelerated transcription for Claude Desktop

MMCPlowCatalogue

gbrigandi/mcp-server-cortex

Various

MCP Server for Cortex

★ 15repo activity 10mo ago
open-sourceMITRust

Best for: Developers building local AI toolchains with Cortex who need a lightweight MCP adapter

MMCPlowCatalogue

gpu-bridge/mcp-server

Various

GPU-Bridge MCP Server — 30 AI services as Model Context Protocol tools. LLMs, image gen, video, audio, embeddings, reranking, PDF parsing & more. x402 native for autonomous agents.

★ 0repo activity 7mo ago
open-sourceMITJavaScript

Best for: Developers building autonomous agents that need to orchestrate multiple AI services via the Model Context Protocol

MMCPlowCatalogue

guaardvark/guaardvark

Various

The self-hosted AI studio: local video, image, music, voice, LoRA training, coding swarms, RAG and screen agents on one GPU, driven from the Studio or by your coding agent (Claude

★ 227repo activity 1mo ago78/100
open-sourceMITPython

Best for: Developers who want a self-hosted, GPU-local AI studio they can drive from their coding agent

MMCPlowCatalogue

Handshake58/DRAIN-marketplace

Various

Open marketplace for AI services, LLMs, image/video generation, web scraping, model hosting, data extraction, and more. Agents pay per use with USDC micropayments on Polyg

open-source

Best for: Developers building autonomous agents that need to pay for external AI services programmatically

MMCPlowCatalogue

ingero-io/ingero

Various

eBPF agent and MCP server for GPU causal observability

★ 85repo activity 4mo ago
open-sourceApache-2.0C

Best for: Developers debugging GPU performance issues in Linux-based AI/ML environments

MMCPlowCatalogue

jaimenbell/vllm-ops-mcp

Various

Read-only ops/health MCP server for a WSL2/systemd vLLM instance: liveness vs real-completion health tiers, GPU/VRAM, systemd state, live serve-flag introspection.

★ 0repo activity 2mo ago58/100
open-sourceMITPython

Best for: Developers running vLLM on WSL2/systemd who need a lightweight, read-only health monitoring MCP server.

MMCPlowCatalogue

jaspertvdm/mcp-server-ollama-bridge

Various

MCP Server - Bridge to local Ollama LLM. Part of HumoticaOS/SymbAIon ecosystem.

★ 1repo activity 9mo ago
open-sourceMITDockerfile

Best for: Developers experimenting with local LLMs and the Model Context Protocol

MMCPlowCatalogue

juergenkoller-software/distill-mcp

Various

Open-source MCP server bridge for Distill — let Claude/Cursor rename your files based on content (AI: Claude/OpenAI/Gemini/Ollama/Apple).

★ 0repo activity 4mo ago
open-sourceMITSwift

Best for: Developers who want AI-assisted file renaming within Cursor or Claude environments

MMCPlowCatalogue

Kali123411/k402-mcp

Various

MCP server for k402 agent-payable APIs on Kaspa — text tools, chain data, GPU inference, covenants-as-a-service, and RISC Zero zk attestation, paid per call in KAS/BTC/LTC/DOGE/BCH

★ 1repo activity 3mo ago56/100
open-sourceMITPython

Best for: Developers building on Kaspa who want pay-as-you-go API access without registration

MMCPlowCatalogue

Kungie/gut

Various

Judgment calls as one line of Python, built for TypeSafe AI's Jev and running on any small model: likely / classify / rate → YES, NO or UNSURE. Also local NLI, local LLMs, Ollama,

★ 6repo activity 21d ago66/100
open-sourceApache-2.0Python

Best for: Python developers needing fast, lightweight judgment calls.

MMCPlowCatalogue

MGM-FALCON/quelllm-mcp

Various

MCP server for quelllm.fr — 250+ open-weights LLM catalog. Tools: list/compare/estimate VRAM/estimate cost API vs self-hosted.

★ 0repo activity 3mo ago55/100
open-sourceMITPython

Best for: Developers evaluating open-weights LLMs for self-hosting or API use

MMCPlowCatalogue

Michael-WhiteCapData/ollama-handoff

Various

MCP server that offloads cheap work from your cloud LLM agent to a local Ollama model — summaries, drafts, extractions, first-pass reviews — at zero cloud cost.

★ 1repo activity 4mo ago
open-sourceMITPython

Best for: Developers using cloud LLM agents who want to cut costs on repetitive, low-complexity tasks by delegating them to a local model.

MMCPlowCatalogue

musharna/jobd

Various

Self-hostable GPU-aware job broker for your own machines, with native MCP/agent integration

★ 0repo activity 4mo ago
open-sourceMITPython

Best for: Developers needing a private, GPU-aware job broker that can plug into agent systems

MMCPlowCatalogue

pgalyen1987/gate402-mcp

Various

MCP server for Gate402 — pay-per-call agent APIs over x402/USDC: rent GPU/CPU compute (per-second), open-model LLM inference (Llama 3.1, Qwen, Mistral), a full Base trading loop (d

★ 2repo activity 2mo ago59/100
open-sourceMITJavaScript

Best for: Agent builders who want a single MCP bridge to paid compute, inference, trading, and web scraping.

MMCPlowCatalogue

qune-tech/ocds-mcp

Various

MCP server for German public procurement data — semantic search and tender matching for Claude, GPT, Cursor, and LM Studio

★ 3repo activity 7mo ago
open-sourceMITRust

Best for: Developers building AI assistants that need to search or match German public tenders

MMCPlowCatalogue

richer-richard/fenestra

Various

Pure-Rust native GUI framework with web-grade aesthetics and first-class headless PNG rendering — winit + wgpu + vello + parley + taffy

★ 5repo activity 3mo ago
open-sourceApache-2.0Rust

Best for: Rust developers exploring native GUI frameworks with modern rendering and headless capabilities

MMCPlowCatalogue

SebastianGilPinzon/colab-mcp

Various

Fixed & enhanced fork of Google's Colab MCP — tools visible at startup, GPU control, Windows support, no more 'Disconnected'

Alternative to Pydantic Pydantic Ai Mcp Run Python

★ 6repo activity 4mo ago
open-sourceApache-2.0Python

Best for: Developers who need a reliable Colab MCP fork with GPU control and Windows compatibility