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pypi

mcp-client-for-ollama

A text-based user interface (TUI) client for interacting with MCP servers using Ollama. Features include agent mode, multi-server, model switching, streaming responses, tool management, human-in-the-l

736 stars2k/wkupdated 0d agogithub ↗
87good
▣ Overview
Python 3.10+PyPI - Python VersionPyPI - Python VersionCIPyPI - Downloads

What it does

A terminal client that bridges local Ollama models (or Ollama Cloud) to one or more MCP servers, providing interactive access to MCP tools, prompts, and resources with real-time streaming. Supports agent mode for multi-step tool execution with configurable loop limits, human-in-the-loop approval gates, MCP server hot-reload for rapid development, and vision-capable model support.

Who it's for

Backend engineers and MCP server developers testing tools locally, harness engineers debugging agent workflows with safety controls, and developers prototyping tool-calling agents before moving to production systems.

Common use cases

  • Test and validate MCP tools, prompts, and resources locally before deploying to production
  • Debug multi-step agent workflows with human-in-the-loop approval on each tool execution
  • Rapidly iterate on MCP servers using hot-reload without restarting the client
  • Prototype agents with local Ollama, then switch to Ollama Cloud models for testing
  • Experiment with model parameters, system prompts, context windows, and reasoning modes interactively

Setup pitfalls

  • Requires Ollama running locally or valid Ollama Cloud credentials; does not fetch or pull models automatically
  • Writes configuration and conversation history to disk — verify write permissions and available storage
  • Classified as high-risk due to filesystem access and network calls to MCP servers — isolate untrusted servers or use in a sandbox
  • Tool execution blocks the terminal UI; resource-intensive tools may freeze the interface until they complete
▣ Score BreakdownMCPScore = Σ(raw × weight)
DimensionRawWeighted
Security
35%
100
35.0
Freshness
25%
100
25.0
Adoption
20%
67
13.4
Quality
10%
90
9.0
Trust
10%
50
5.0
Total
87.4
⚿ Capabilities & Risk Explainer
fs readfs writenetworkexecsecrets
◆ Risk level: high
fs read + fs write + network + exec + secrets active — can execute code, access credentials, and make external network calls.
⚙ Install config
Claude Desktop · Cursor · Windsurf · VS Code (Copilot) · Claude Code
add to your MCP client config:
{
  "mcpServers": {
    "mcp-client-for-ollama-1": {
      "command": "uvx",
      "args": [
        "mcp-client-for-ollama"
      ]
    }
  }
}
📈 Score historylast 29 snapshots
5/10/20266/10/2026 · 29 snapshots
⚙ Maintenance health
63/ 100 · is this project alive?
contributors (1y)6
top contributor share82%
releases (1y)31
last release16d ago
ci✓ passing
⛁ Raw data
weekly downloads2k
github stars736
forks104
open issues21
license✓ present
readme length45943 chars
last publish0d ago
last commit0d ago
last updated1d ago
install verified✓ pass · 26d ago
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