MCP Servers

A collection of Model Context Protocol servers, templates, tools and more.

MCP server by DipankarBhowmik

Created 3/17/2026
Updated about 18 hours ago
Repository documentation and setup instructions

MCP-CrewAI-Ollama

Read: The Missing Layer in AI Agents: MCP Tool Servers with CrewAI and Ollama — Architecture with Scenarios

🎯 Advanced Image Concept (Deep Breakdown)

🧠 Core Narrative You Want the Image to Convey


Your image should visually answer:
“What is the missing layer in AI agents, and why does it matter?”


So the design must clearly show:
Separation of thinking vs execution
Role of MCP tool servers as the missing bridge
Multi-agent orchestration via CrewAI
Real-world connectivity


🧱 Layer-by-Layer Visual Design


1. 👨‍💻 Top Layer — “You / User / Data Scientist”

Representation:


Silhouette of a developer with laptop
Subtle blog/editing UI floating (to reflect blogger identity)

Labels (small, minimal):


“Data Scientist”
“Prompt / Task Input”

Visual style:


Soft glow (human → AI interaction)
Positioned at the top center


2. 🧠 AI Agent Layer (LLM – Ollama)

Representation:


Futuristic brain or neural network sphere
Pulsating nodes (symbolizing reasoning)

Optional label:


“LLM (Ollama)”
“Reasoning Engine”

Key idea to show:


This layer does NOT directly interact with tools
Only “thinks” and plans


3. 🔁 CrewAI Orchestration Layer

Representation:


Multiple small agent icons (3–5 nodes)
Connected in a workflow graph

Labels:


“Planner”
“Researcher”
“Executor”

Visual cues:


Flow arrows between agents
Task delegation arrows downward

Key message:


This layer = coordination, not execution


4. 🧰 MCP Tool Server Layer (⭐ HERO / HIGHLIGHT)


This is the most important part of your image

Representation:


A glowing horizontal layer (distinct color like neon blue/purple)

Boxes representing tools:


API
Database
File system
Web scraping
Python execution

Label:

“MCP Tool Servers (Missing Layer)”

Visual emphasis:


Brighter than all other layers
Slight 3D effect or elevation
Acts as a bridge

Key idea:


“Standardized interface between AI agents and tools”


5. 🌐 Real World / Execution Layer

Representation:

Icons for:


Cloud APIs
Databases
Web
Local system

Style:


Slightly faded (background context)
Connected only to MCP layer (NOT directly to AI)


🔗 Data Flow Arrows (VERY IMPORTANT)

Use directional arrows to show:


User → AI (thinking)
AI → CrewAI (planning)
CrewAI → MCP (requests)
MCP → Tools (execution)
Tools → MCP → AI (results back)

Make arrows:


Glowing
Bidirectional for feedback loop

Quick Setup
Installation guide for this server

Install Package (if required)

uvx mcp-crewai-ollama

Cursor configuration (mcp.json)

{ "mcpServers": { "dipankarbhowmik-mcp-crewai-ollama": { "command": "uvx", "args": [ "mcp-crewai-ollama" ] } } }