MCP Servers

Open MCP Marketplace | AI Agent Marketplace Index and Web Client from DeepNLP

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Basic

Open MCP Marketplace is an open source project, which aims to make MCP and AI Agent integration Easier.

• You can get well-cleaned up MCP Servers Tools Meta information, Tools and Config Schema, etc.
• You can integrate a MCP Marketplace (web based client) button or a panel to your AI Apps. So that users can choose their preferred MCP tools (such as Map, Browser Use, Payment, Fetch, etc) to answer their questions. It can be easily integrated to your AI apps, such as Chatbot, AI Search/Deep Research Engine, Video/Image generation, Coding IDE, etc.

KEY Features

1. MCP Server Public Index of Tools Schema and Config file Dataset Collection of MCP Servers Tool/Function Call Schemas from 5000+ MCP servers, Useful for Tools RAG, Tools Dispatcher research and R&D. You can search route planning or "map" keywords from raw schema files. Welcome to add your config to the index. MCP Tool Schema

2. MCP Marketplace Web Integration, See Web Demo and Video how to integrate the Open MCP Marketplace to Your AI Search Engine or Agent Workflow.

• Pure Web-based Plugin : Show the Panel of MCP Tools from available open MCP marketplace, Support Filtering, Search, Installation
  
• Browse Navigate and Pagination : User can browser the MCP Tools by category and use pagination to navigate.
  
• Customized MCP servers Selection and Installation : Users can choose which MCP tools to perform tasks from mcp tools marketplace with similar features, such as Map Location, Search, Fetch, Payment, etc.
  
• Badge: Put Badge on your homepage Track MCP Servers User Reviews and Ratings, such as

3. Various API Endpoint Support for Your AI Client Development

• Various MCP Marketplace API Endpoint: Get Server Schema, Such as pulsemcp.com, deepnlp.org, aiagenta2z.com,etc.
  
• GET/UPDATE/CREATE MCP Servers Meta information to get your MCP Server more visibilityy.
  
• Python and Typescript SDK Search and registry of MCP Servers and Tools
  
• Rich Meta Data Tools, Servers Description, URL, Category, Github stars, User reviews score, Ratings and more statistics.
  

4. Agent Workflow of MCP Marketplace

• MCP Tools Dispatcher Agent: The MCP Tool Dispatcher Agent helps to retrieve relevent tools from thousands of MCP servers and tools from marketplace, and reduce the context token length of function call LLM.

1. MCP Server Public Index of Tools Schema and mcp.config file

See MCP Tool Schema for details.

Collected tools schema from google map mcp

{"name": "maps_geocode", "description": "Convert an address into geographic coordinates", "input_schema": {"type": "object", "properties": {"address": {"type": "string", "description": "The address to geocode"}}, "required": ["address"]}}
{"name": "maps_directions", "description": "Get directions between two points", "input_schema": {"type": "object", "properties": {"origin": {"type": "string", "description": "Starting point address or coordinates"}, "destination": {"type": "string", "description": "Ending point address or coordinates"}, "mode": {"type": "string", "description": "Travel mode (driving, walking, bicycling, transit)", "enum": ["driving", "walking", "bicycling", "transit"]}}, "required": ["origin", "destination"]}}

2. MCP Marketplace Web Client Integration

Demo: AI Search Engine

MCP Marketplace Browse and Pagination of MCP Servers Demo

3. Various API Endpoint Support for Your AI Client Development

Supported MCP Marketplace API Provider

| Endpoint | API | Website | | --- | ---- | ---- | | deepnlp.org | http://www.deepnlp.org/api/mcp_marketplace/v1 | http://www.deepnlp.org/doc/mcp_marketplace | | pulsemcp.com | https://api.pulsemcp.com/v0beta/servers | https://www.pulsemcp.com/api |

Python and Typescript SDK

For official documentation of MCP Marketplace API, please check http://www.deepnlp.org/doc/mcp_marketplace , Python SDK and Typescript SDK (WIP)

Installation

pip install mcp-marketplace

Usage

Search MCP Server

Search MCP Server by Meta Information by unique id, query or category

import mcp_marketplace as mcpm

## endpoint: deepnlp
mcpm.set_endpoint("deepnlp")
result = mcpm.search(query="map", page_id=0, count_per_page=20, mode="dict")
print (result)

server_id = "financial-datasets/mcp-server"
result2 = mcpm.search(query="financial datasets", count_per_page=20, offset=0)
print (result2)

# search by batch query
query_list = ["map", "navigation", "route planning"]
params_list = [{"query": query, "page_id":0, "count_per_page":50} for query in query_list]
results = mcpm.search_batch(params_list)

Curl Endpoint

curl http://www.deepnlp.org/api/mcp_marketplace/v1/server/google-maps/google-maps

Result

{
  "total_hits": 1,
  "id": "google-maps/google-maps",
  "items": [{
    "content_name": "Google Maps",
    "publisher_id": "pub-google-maps",
    "website": "https://github.com/modelcontextprotocol/servers/tree/main/src/google-maps",
    "review_cnt": "2",
    "rating": "4.5",
    "description": "Google Maps  Location services, directions, and place details\r\n\r\n# Google Maps MCP Server\r\n\r\nMCP Server for the Google Maps API.\r\n\r\n## Tools\r\n\r\n1. \\`maps_geocode\\`\r\n\r\n   - Convert address to coordinates\r\n   - Input: \\`address\\` (string)\r\n   - Returns: location, formatted_address, place_id\r\n\r\n2. \\`maps_reverse_geocode\\`\r\n\r\n   - Convert coordinates to address\r\n   - Inputs:\r\n     - \\`latitude\\` (numb",
    "ext_info": {
      "tools": []
    },
    "subfield": "MAP",
    "field": "MCP SERVER",
    "id": "google-maps/google-maps",
    "content_tag_list": "official",
    "config": [],
    "thumbnail_picture": "http://118.190.154.215/scripts/img/ai_service_content/b7fe82a3ab985ce1a953f7b4ad9c5e01.jpeg"
  }]
}

List Available Tools

import mcp_marketplace as mcpm

server_id = "google-maps/google-maps"
result = mcpm.list_tools(id=server_id, config_name="deepnlp_tool")
    
server_id = "puppeteer/puppeteer"
result = mcpm.list_tools(id=server_id, config_name="deepnlp_tool")

Curl Endpoint

curl http://www.deepnlp.org/api/mcp_marketplace/v1/tools/google-maps/google-maps

{"id":"/google-maps/google-maps","tools":[{"name":"maps_geocode","description":"Convert an address into geographic coordinates","input_schema":{"type":"object","properties":{"address":{"type":"string","description":"The address to geocode"}},"required":["address"]}},{"name":"maps_reverse_geocode","description":"Convert coordinates into an address","input_schema":{"type":"object","properties":{"latitude":{"type":"number","description":"Latitude coordinate"},"longitude":{"type":"number","description":"Longitude coordinate"}},"required":["latitude","longitude"]}},{"name":"maps_search_places","description":"Search for places using Google Places API","input_schema":{"type":"object","properties":{"query":{"type":"string","description":"Search query"},"location":{"type":"object","properties":{"latitude":{"type":"number"},"longitude":{"type":"number"}},"description":"Optional center point for the search"},"radius":{"type":"number","description":"Search radius in meters (max 50000)"}},"required":["query"]}},{"name":"maps_place_details","description":"Get detailed information about a specific place","input_schema":{"type":"object","properties":{"place_id":{"type":"string","description":"The place ID to get details for"}},"required":["place_id"]}},{"name":"maps_distance_matrix","description":"Calculate travel distance and time for multiple origins and destinations","input_schema":{"type":"object","properties":{"origins":{"type":"array","items":{"type":"string"},"description":"Array of origin addresses or coordinates"},"destinations":{"type":"array","items":{"type":"string"},"description":"Array of destination addresses or coordinates"},"mode":{"type":"string","description":"Travel mode (driving, walking, bicycling, transit)","enum":["driving","walking","bicycling","transit"]}},"required":["origins","destinations"]}},{"name":"maps_elevation","description":"Get elevation data for locations on the earth","input_schema":{"type":"object","properties":{"locations":{"type":"array","items":{"type":"object","properties":{"latitude":{"type":"number"},"longitude":{"type":"number"}},"required":["latitude","longitude"]},"description":"Array of locations to get elevation for"}},"required":["locations"]}},{"name":"maps_directions","description":"Get directions between two points","input_schema":{"type":"object","properties":{"origin":{"type":"string","description":"Starting point address or coordinates"},"destination":{"type":"string","description":"Ending point address or coordinates"},"mode":{"type":"string","description":"Travel mode (driving, walking, bicycling, transit)","enum":["driving","walking","bicycling","transit"]}},"required":["origin","destination"]}}]}

List MCP Config files

API

GET /api/mcp_marketplace/v1/server/${owner_id}/${repo_name}

Resources

Badage

Put Badge on your homepage markdown to track MCP Servers User Reviews and Ratings, such as .

change google-maps/google-maps to your MCP "owner_name"/"repo_name"

![MCP Marketplace User Review Rating Badge](http://www.deepnlp.org/api/marketplace/svg?name=${owner_name}/${repo_name})](http://www.deepnlp.org/store/ai-agent/mcp-server/pub-${owner_name}/${repo_name})

## google map
![MCP Marketplace User Review Rating Badge](http://www.deepnlp.org/api/marketplace/svg?name=google-maps/google-maps)](http://www.deepnlp.org/store/ai-agent/mcp-server/pub-google-maps/google-maps)

4. Agent Workflow of MCP Marketplace

(WIP) Here is a diagram of how MCP Marketplace is integrated to your Agent Workflow

graph TD
    Start --> Search[Query Plan]
    Search[Query Plan] --> QueryPlanning[Query Planning Agent]
    QueryPlanning --> SearchTask1[Search]
    SearchTask1 --> DocList[DocList]
    DocList --> Generation
    
    Search[Query Plan] --> ToolDispatcher[Tool Dispatcher Agent]
    ToolDispatcher --> Task1[MCP Server 1]
    ToolDispatcher --> Task2[MCP Server 2]
    ToolDispatcher --> Task3[MCP Server 3]
    Task1 --> Tool1[Tool List 1]
    Task2 --> Tool2[Tool List 2]
    Task3 --> Tool3[Tool List 3]

    Tool1 --> LLM[LLM Function Call Agent]
    Tool2 --> LLM[LLM Function Call Agent]
    Tool3 --> LLM[LLM Function Call Agent]

    LLM -->  ToolSelection

    ToolSelection --> ToolResult[Tool Execution Result]

    ToolResult --> Generation

Contribution

Resources

• MCP Marketplace DeepNLP
• MCP Marketplace PulseMCP
• AI Agent Marketplace