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Ollama MCP Server

Ollama MCP Server

by JMRussas
OverviewSchemaSourceRelated ServersDiscussionsAdmin
Python
Local

ollama-mcp

An MCP (Model Context Protocol) server that exposes local Ollama instances as tools for Claude Code.

Lets Claude offload code generation, drafts, embeddings, and quick questions to your local GPUs.

Setup

  1. Run the setup script:

    bash setup.sh

    This creates a venv, installs dependencies, generates a machine-specific config.json, and registers the MCP server with Claude Code.

    Note: setup.sh uses cygpath and targets Windows (Git Bash / MSYS2). On Linux/macOS, replace the cygpath -w calls with the paths directly, or register manually:

    claude mcp add ollama -s user -- /path/to/.venv/bin/python /path/to/src/ollama_mcp/server.py

  2. Restart Claude Code.

Related MCP server: Ollama MCP Server

Tools

Tool

Description

ollama_generate

Single-turn prompt → response

ollama_chat

Multi-turn conversation

ollama_embed

Generate embedding vectors

ollama_list_models

List models on your Ollama instances

Configuration

Copy config.example.json to config.json and fill in your machine details, or let setup.sh generate it interactively.

Requirements

  • Python 3.10+

  • Ollama 0.4.0+ running on at least one machine

  • Claude Code with MCP support

Development

pip install -e ".[dev]"
pytest tests/ -v

About

Extracted from a private developer infrastructure repo and published as a standalone tool. This server runs daily as part of a multi-project AI development workflow spanning game engines, RAG pipelines, and task orchestration — see mcp-rag and orchestration-engine for projects that use it.

Troubleshooting

Problem

Cause

Fix

config.json not found

Setup not run

Run bash setup.sh

404 on embed calls

Ollama < 0.4.0

Upgrade Ollama (ollama update)

Cannot connect to...

Ollama not running on target host

Start Ollama: ollama serve or check Docker

Request timed out

Large model / slow hardware

Increase timeout in config.json, or pass timeout parameter

OFFLINE in list_models

Host unreachable

Check network, firewall, Ollama port 11434

cygpath: command not found

Running setup.sh on Linux/macOS

See setup note above

License

MIT

This server cannot be deployed

One endpoint for every MCP toolRayrun runs every MCP server behind one URL and holds the credentials. Each call is decided per client, tool, and argument, then recorded.ray.runAd

Maintenance

ActivityInactive
ResponsivenessNo recent community issues

Resources

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