agent-deployment-template-tutorial

AI Agent Marketplace Index| AI Agent Directory | AI Agent Store to Host All Available AI Agents | OneKey AI Agent Router | Agent Moneytization

Github

Huggingface

Pypi

Open Source AI Agent Marketplace DeepNLP

Agent RL Dataset

Deploy & Live URL

Product Hunt

This is the official github repo for pypi package ai_agent_marketplace https://pypi.org/project/ai-agent-marketplace. The repo Open Source AI Agent Marketplace and deepnlp.org website AI Agent Marketplace Store & Search Engine aims to provides a public repo and index of more than 10K+ AI Agent information from 30+ categories in the communities, such as autonomous agent, chatbots, Computer and Mobile phone use agents, robotic agents, and various industries such as business, finance, law, medical or healthcare, etc. The directory are updated to websites from both public repo (github/huggingface) as well as AI Agent services in cloud service provider (Microsoft Azure AWS, Copilot, OpenAI Agent app Store GPT Store, Google Cloud, etc).

AI Agent Marketplace Distribution By Category

We would like to help developers and end users within the lifecycle of AI agent development. From the registration, deployment, Agent router, API calling, metric/traffic tracking, and finally to the stage of moneyterization from your AI Agent. Anyone can submit their AI agents card information, code, APIs, pricing plans to the public registry, just like your submit a paper to arxiv.org and submit models to huggingface.co.

News:

1. Agent & MCP Deployment & Domain Verificationis online: Deploy your nodejs/python agent/mcp code and get free subdomain project *.aiagenta2z.com/project_name, Deployment Workspace and Document;
2. Add Bring Agent Live RunTime for AI Agent Deployment Templates: GitHub
3. Agent Router & Skills Discovery Live: OneKey Agent Router is live, Support Various Agent APIs in Skills and API endpoint!

Main Features

1. AI Agent A2Z Middleware(Deployment, Host,Payment): Deploy your pyhon/nodejs agent/mcp code and get free subdomain Live URL *.aiagaenta2z.com/project. Get More traffic and earn credit by distribute to communities (OpenAI Apps SDK, Claude MCPs, etc. ) Doc
2. AI Agent Registry: You can submit your AI Agent’s meta to the Official AI Agent Marketplace Registry directly on website or using various methods (python,nodejs, curl, etc). After submitting your AI Agent meta and approval, community will find your AI Agent in each categories. We also host available submission from various agent store or build in any infrastructures, such as OpenAI Apps SDK, Claude MCPs, etc.
3. AI Agent Search Engine and Search API: Users are able to search and explore your AI Agent through AI Agent Search Engine and you can also access the AI Agent Meta Index through Search API and MCP servers also.
4. OneKey Agent Router: OneKey Agent Router aims to router users’ request to your AI Agent or MCPs’ registered http APIs using only one access key authentication, which can help users simplify their registration process. We initialize a OneKey revenue sharing credit plans to help you gain from the free-tier users.
5. Marketplace Domain Verification: We support subdomain verification for various platforms, such as OpenAI, WeCom, WeChat, DingTalk, etc.
6. AI Agent Monetization: Getting payment account for your AI Agent is not easy, we provides Stripe, Alipay, Credit card payment methods based on a unified credit charging system and and you can gain credits in your billing account from users’ request. You can purchase datasets, call LLM and commercial MCPs (Google Maps, Google Search, etc) and withdraw.
7. Dataset for Research: We provide full snapshot of AI Agent Marketplace dataset periodically back to the community on Huggingface, so researchers can track the growth.
8. Agent Router & Skills Discovery: OneKey Agent Router is live, Support Various Agent APIs in Skills and API endpoint!

AI Agent Marketplace and Search Engine

AI Agent Registration

AI Agent Calls Credit Usage

Agent API Dashboard

OneKey Router

Users Genunie Reviews

Short Cut to AI Agent Marketplace Markdown

• AI AGENT Marketplace Collection
• Email Writing AI Agent
• BENCHMARK AI Agent

Usage

1. AI Agent A2Z Middleware(Deployment, Host,Payment):

Deploy your pyhon/nodejs agent/mcp code get free subdomain Live URL *.aiagaenta2z.com/project. Get More traffic and earn credit by distribute to communities (OpenAI Apps SDK, Claude MCPs, etc. ) Doc

Demo Deployed Agent and Apps

| Live URL | Description | Website | |————————————————–|—————————————————-|——————————————————————————————| | derekzz.aiagenta2z.com/fortune-compass-agent/mcp | A Fortune Telling Agent ChatGPT Apps Deployed Live | Website | | jjjmc.aiagenta2z.com/perplexity_agent/mcp | Perplexity API Based Deep Research Agent | Website |

2. AI Agent Registry

List of Methods that you can register your AI agent

method	usage
Website	Visit the official AI Agent registry
curl	Support to Submit your Github Repo contents to the marketplace
CLI	Command Line agtm upload --github or agtm upload --config ./agent.json
python	Install packages pip install ai-agent-marketplace
nodejs	Install packages npm install -g @aiagenta2z/agtm

Curl

Best suitable when you already put your AI Agent introduction on github and you can just curl to the registry.

Let’s say you want to submit an MCP github repo, we use the markitdown repo for example: https://github.com/microsoft/markitdown.

Firstly, get the keys from Keys Generation generate AI_AGENT_MARKETPLACE_ACCESS_KEY as developer.

curl -X POST https://www.deepnlp.org/api/ai_agent_marketplace/registry -H "Content-Type: application/json" -d '{"github":"https://github.com/microsoft/markitdown", "access_key":"{AI_AGENT_MARKETPLACE_ACCESS_KEY}"}' 

CLI

Install the command line using pip or nodejs first, Get access key at keys

export AI_AGENT_MARKETPLACE_ACCESS_KEY="{your_access_key}"
agtm upload --github https://github.com/AI-Hub-Admin/My-First-AI-Coding-Agent

## upload from json file or yaml file
agtm upload --config ./agent.json
agtm upload --config ./agent.yaml

Demo examples can be found in ./agent.json or ./agent.yaml

Setup Your Own Endpoint or Schema

Please visit the command line github package agtm detailed usage

agtm upload --config ./agent.json --endpoint https://www.example.com --schema ./schema.json

For test API Key, please set variable of AI_AGENT_MARKETPLACE_ACCESS_KEY

export AI_AGENT_MARKETPLACE_ACCESS_KEY="TEST_KEY_AI_AGENT_REGISTRY"

agtm upload --config ./agent.json --endpoint https://www.deepnlp.org/api/ai_agent_marketplace/registry --schema ./schema.json

# or 

agtm upload --config ./agent.json --endpoint https://www.aiagenta2z.com/api/ai_agent_marketplace/registry --schema ./schema.json

Python

Install

pip install ai-agent-marketplace

Get Keys and Register your AI Agent

export AI_AGENT_MARKETPLACE_API_KEY={Your API Key}

submit your AI Agent

import ai_agent_marketplace as aa
import json

def publish_your_agent():
    """
        access_key can be obtained from your personal page:
        www.deepnlp.orgworkspace/my_ai_services
        once you submit, it's pending approval and you can track the data then
        get your access_key from http://www.deepnlp.org/workspace/my_ai_services
    """
    access_key = "${your_access_key}"
    name = "My First AI Agent"

    item_info = {}
    item_info["content"] = "This AI Agent can do complicated programming work for humans"
    item_info["website"] = "https://www.my_first_agent.com"
    item_info["field"] = "AI AGENT"
    item_info["subfield"] = "Coding Agent"
    item_info["content_tag_list"] = "coding,python"
    result = aa.add(access_key=access_key, name="My First Agent", item_info=item_info)
    url = result["url"] if "url" in result else ""
    msg = result["msg"] if "msg" in result else ""
    print ("## DEBUG: AI Agent Marketplace Post msg is|%s" % str(msg))
    print ("## DEBUG: AI Agent Marketplace Post url is|%s" % str(url))


publish_your_agent()

3. AI Agent Search Engine and Search API:

We provides both API and python package wrapper

import ai_agent_marketplace as aa
import json

def search_ai_agent_traffic_data():

    result = aa.search(q="Coding Agent Jetbrains")
    print ("## DEBUG: search result is|%s" % str(result))

    result2 = aa.search(q="Coding Agent", limit=20, timeout=5)
    print ("## DEBUG: search result is|%s" % str(result2))

    result3 = aa.search(q="", limit=20, timeout=5)
    print ("## DEBUG: search result is|%s" % str(result3))

search_ai_agent_traffic_data()

For example, we use the AI Agent MCP server Google Maps MCP Servers as example.

The unique_id should follow the same /{owerid}/{item-id} format

{
  "unique_id": "google-maps/google-maps",
  "content_name": "Google Maps MCPs",
  "content": "Google Maps MCPs provides Location Service to support various APIs..."  
  "category": "Map",
  "field": "MCP SERVER",
  "subfield": "Map",
  "website": "maps.google.com",
  "content_tag_list": "official,maps,location",
  "github": "https://github.com/modelcontextprotocol/servers/tree/main/src/google-maps"
}

NodeJs

See the document for node CLI wrapper at NPM Agtm package

4. OneKey Agent Router

Try Web App of Onekey API Router Agent

Agent & MCP Ranking

pip install ai-agent-marketplace

Python API Usages

Using Agent Router API from Python Code and related Skills. Generate the OneKey Router Keys here.

export DEEPNLP_ONEKEY_ROUTER_ACCESS=BETA_TEST_KEY_MARCH_2026

    import os
    from ai_agent_marketplace import OneKeyAgentRouter
    onekey = os.getenv("KEY_DEEPNLP_ONEKEY_ROUTER_ACCESS", "BETA_TEST_KEY_MARCH_2026")
    agent_router = OneKeyAgentRouter(onekey=onekey)
    print (f"DEBUG: Connectin to agent_router google-maps")
    result = agent_router.invoke(
        unique_id = "google-maps/google-maps",
        api_id = "maps_directions",
        data = {
            "origin": "Boston", "destination": "New York", "mode": "driving"
        }
    )
    print("Google Map Result:", result)

5. Traffic and API Usage Tracking

Key Metrics

Some of the key metric that DeepNLP AI Agent Marketplace monitors include:

• Bing/Google search result ranking
• IOS Android App Store Ranking
• Github Repo Ranking
• etc

You can visit DeepNLP AI Agent Marketplace and Directory to find more.

Search Ranking Performance

Suppose you want to find out some suitable AI Employees which can help you write reports or emails, schedule meeting, write codes, etc. You may use Google or Bing to search keywords like “AI Agent Employees”, “Report Writing Agents”, “Coding Agents”, etc. And DeepNLP AI Agents Marketplace helps you monitor the AI Agents search results ranking. You can navigate to the “Email writing” tab of the AI Agent Directory and see the top reviewed AI Agents and its latested Bing Search Ranking.

And you can navigate the Email Writing AI Agents Directory and find out some top rated AI Agents in Email Writing such as

• mailmeteor.com Bing Search Rank 2.0

• galaxy.ai Bing Search Rank 3.0

6. Domain Verification

AI Agent A2Z Agent Platform provides subdomain verification. You can copy and paste the code and add a new verification records. E.g. ChatGPT App requires users to submit the MCP urls at the same time verify they own the domains.

App	Verification URL
ChatGPT App Store	https://{username}.aiagenta2z.com/.well-known/openai-apps-challenge
MCP Official Registry	https://{username}.aiagenta2z.com/.well-known/mcp-register-challenge
WeCom (Tencent)	https://{username}.aiagenta2z.com/WW_verify_xxxxxx.txt
WeChat	https://{username}.aiagenta2z.com/MP_verify_xxxxxx.txt
DingTalk	https://{username}.aiagenta2z.com/verify_xxxxxx.txt

On the ChatGPT App Manage Page (https://platform.openai.com/apps-manage), you can submit your AI Agent by filling the form. You need to prepare a MCP Server URL (e.g. https://derekzz.aiagenta2z.com/fortune-compass-agent/mcp) and copy and paste the verification code under the file path (https://derekzz.aiagenta2z.com/.well-known/openai-apps-challenge).

You can go to the Domain Verification tab of AI Agent A2Z Deployment (https://deepnlp.org/workspace/deploy) platform.

Fill the form of openai-apps-challenge with the code on the platform. Then click Verify Domain to add a record. Please wait a while for the record to work. If you want to change the content, just add a new record and the content will be overridden.

Contributing

Please contribute to the AGENT.md to include links and introduction to your repo.