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MCP server · AI

Ollama Almasrv MCP

by · github.com/VanKasins/ollama-almasrv-mcp

MCP server for accessing Ollama models on a remote GPU server (RTX PRO 6000 96GB) via Model Context Protocol. 10 models: 4 local + 6 cloud. Tools: chat, think, embed, similarity, health, models.

Unclaimed MIT last commit 8 months ago ai
InstallView source
56Fair

Scored 5 months ago · breakdown

About Ollama Almasrv MCP

Ollama Almasrv MCP is an MCP server published by VanKasins in the AI category: mCP server for accessing Ollama models on a remote GPU server (RTX PRO 6000 96GB) via Model Context Protocol. 10 models: 4 local + 6 cloud. Tools: chat, think, embed, similarity, health, models.

Six months or more without a commit doesn't mean the server is broken, but check the open issues before depending on it in production.

Install

From source
git clone https://github.com/VanKasins/ollama-almasrv-mcp

This server has no ConduID identity, so agent calls to it are not receipted. Pin the version you install and review the source before granting it credentials.

Tools (6)

ollama_chatChat with any Ollama model (default: qwen3:32b)

Parameters not published.

ollama_embedGenerate 1024-dim embedding vectors

Parameters not published.

ollama_healthCheck gateway and embedding service health

Parameters not published.

ollama_modelsList all available models

Parameters not published.

ollama_similarityCalculate cosine similarity between two texts

Parameters not published.

ollama_thinkChat with thinking models that return reasoning traces

Parameters not published.

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Security checks

  • ✓README presentThe repository ships documentation.
  • ✓License declaredUsable under a stated license.
  • !Scoped permissionsDoesn't declare a permission scope. Assume it can do anything its process can.

3 checks have not been run yet.

README

ollama-almasrv-mcp

MCP (Model Context Protocol) server for accessing Ollama models on a remote GPU server.

Designed for ALMASRV (NVIDIA RTX PRO 6000 96GB VRAM) but works with any Ollama instance behind a compatible HTTP gateway.

Features

  • 6 MCP tools: chat, think, embed, similarity, models, health
  • 10 models: 4 local (llama3.3:70b, qwen3:32b, llama3.2:3b, mxbai-embed-large) + 6 cloud
  • 1024-dim embeddings compatible with SQL Server 2025 VECTOR(1024)
  • Thinking models with reasoning traces (qwen3:32b, kimi-k2-thinking, glm-5, kimi-k2.5, minimax-m2.5)
  • Configurable endpoints via environment variables

Quick Install

pip install ollama-almasrv-mcp

Setup with Claude Code

# Add to Claude Code (user-level, available everywhere)
claude mcp add --scope user ollama-almasrv -- ollama-almasrv-mcp

# Or with custom server URLs
claude mcp add --scope user \
  -e ALMASRV_GATEWAY_URL=http://your-server:8030 \
  -e ALMASRV_EMBED_URL=http://your-server:8031 \
  ollama-almasrv -- ollama-almasrv-mcp

Available Tools

Tool Description
ollama_chat Chat with any Ollama model (default: qwen3:32b)
ollama_think Chat with thinking models that return reasoning traces
ollama_embed Generate 1024-dim embedding vectors
ollama_similarity Calculate cosine similarity between two texts
ollama_models List all available models
ollama_health Check gateway and embedding service health

Configuration

Environment Variable Default Description
ALMASRV_GATEWAY_URL http://192.168.50.78:8030 Ollama gateway (chat/think/models)
ALMASRV_EMBED_URL http://192.168.50.78:8031 Embedding service (embed/similarity)

Requirements

  • Python >= 3.10
  • A running Ollama instance with a compatible HTTP gateway
  • Gateway endpoints: /chat, /models, /health
  • Embedding endpoints: /embeddings, /similarity, /health

License

MIT

README copy captured when this server was indexed; it may lag the repository. The original is authoritative.

Questions

About Ollama Almasrv MCP

How do I install Ollama Almasrv MCP?

No package has been published for this server, so install it from source: clone the repository and follow its README.

Is Ollama Almasrv MCP safe to use with an AI agent?

Its trust score is 56 out of 100 (fair). It passes 2 of the 3 static security checks run so far; the failures are listed above. It has no ConduID identity yet, so agent calls to it are not receipted.

Is Ollama Almasrv MCP still maintained?

The last commit was 8 months ago. That's long enough that you should check whether the maintainer is responding to issues before depending on it.