Coding.net MCP Server for LangChain 10 tools — connect in under 2 minutes
LangChain is the leading Python framework for composable LLM applications. Connect Coding.net through Vinkius and LangChain agents can call every tool natively. combine them with retrievers, memory, and output parsers for sophisticated AI pipelines.
ASK AI ABOUT THIS MCP SERVER
Vinkius supports streamable HTTP and SSE.
import asyncio
from langchain_mcp_adapters.client import MultiServerMCPClient
from langchain_openai import ChatOpenAI
from langgraph.prebuilt import create_react_agent
async def main():
# Your Vinkius token. get it at cloud.vinkius.com
async with MultiServerMCPClient({
"codingnet": {
"transport": "streamable_http",
"url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp",
}
}) as client:
tools = client.get_tools()
agent = create_react_agent(
ChatOpenAI(model="gpt-4o"),
tools,
)
response = await agent.ainvoke({
"messages": [{
"role": "user",
"content": "Using Coding.net, show me what tools are available.",
}]
})
print(response["messages"][-1].content)
asyncio.run(main())
* Every MCP server runs on Vinkius-managed infrastructure inside AWS - a purpose-built runtime with per-request V8 isolates, Ed25519 signed audit chains, and sub-40ms cold starts optimized for native MCP execution. See our infrastructure
About Coding.net MCP Server
Empower your AI agent to orchestrate your entire software development lifecycle with CODING (Coding.net), the premier DevOps platform in China. By connecting CODING to your agent, you transform complex project management, code repository auditing, and issue tracking into a natural conversation. Your agent can instantly list projects, retrieve detailed Git repository metadata, browse active merge requests, and monitor issue progress without you ever needing to navigate the comprehensive CODING web interface. Whether you are conducting a code review or coordinating a cross-functional release, your agent acts as a real-time DevOps assistant, keeping your development data accurate and your team moving.
LangChain's ecosystem of 500+ components combines seamlessly with Coding.net through native MCP adapters. Connect 10 tools via Vinkius and use ReAct agents, Plan-and-Execute strategies, or custom agent architectures. with LangSmith tracing giving full visibility into every tool call, latency, and token cost.
What you can do
- Project Orchestration — List all DevOps projects and retrieve detailed metadata for each organizational unit.
- Repository Auditing — Browse Git depots, list branches, and retrieve detailed commit information.
- Issue Tracking — List and retrieve detailed information about project tasks and bugs to monitor velocity.
- Collaboration Monitoring — List active merge requests to identify blockers and pending reviews.
- User Insights — Retrieve profile information for organization members and the authenticated user.
The Coding.net MCP Server exposes 10 tools through the Vinkius. Connect it to LangChain in under two minutes — no API keys to rotate, no infrastructure to provision, no vendor lock-in. Your configuration, your data, your control.
How to Connect Coding.net to LangChain via MCP
Follow these steps to integrate the Coding.net MCP Server with LangChain.
Install dependencies
Run pip install langchain langchain-mcp-adapters langgraph langchain-openai
Replace the token
Replace [YOUR_TOKEN_HERE] with your Vinkius token
Run the agent
Save the code and run python agent.py
Explore tools
The agent discovers 10 tools from Coding.net via MCP
Why Use LangChain with the Coding.net MCP Server
LangChain provides unique advantages when paired with Coding.net through the Model Context Protocol.
The largest ecosystem of integrations, chains, and agents. combine Coding.net MCP tools with 500+ LangChain components
Agent architecture supports ReAct, Plan-and-Execute, and custom strategies with full MCP tool access at every step
LangSmith tracing gives you complete visibility into tool calls, latencies, and token usage for production debugging
Memory and conversation persistence let agents maintain context across Coding.net queries for multi-turn workflows
Coding.net + LangChain Use Cases
Practical scenarios where LangChain combined with the Coding.net MCP Server delivers measurable value.
RAG with live data: combine Coding.net tool results with vector store retrievals for answers grounded in both real-time and historical data
Autonomous research agents: LangChain agents query Coding.net, synthesize findings, and generate comprehensive research reports
Multi-tool orchestration: chain Coding.net tools with web scrapers, databases, and calculators in a single agent run
Production monitoring: use LangSmith to trace every Coding.net tool call, measure latency, and optimize your agent's performance
Coding.net MCP Tools for LangChain (10)
These 10 tools become available when you connect Coding.net to LangChain via MCP:
get_commit
Get commit details
get_issue
Get issue details
get_project
Get project details
get_repo
Get repository details
get_user
Get current user profile
list_branches
List repository branches
list_issues
List project issues
list_mrs
List merge requests
list_projects
List DevOps projects
list_repos
List project repositories
Example Prompts for Coding.net in LangChain
Ready-to-use prompts you can give your LangChain agent to start working with Coding.net immediately.
"List all my DevOps projects on CODING."
"Show me the latest issues for project 'Alpha'."
"Get the branches for repository 'main-api' in project 'Alpha'."
Troubleshooting Coding.net MCP Server with LangChain
Common issues when connecting Coding.net to LangChain through the Vinkius, and how to resolve them.
MultiServerMCPClient not found
pip install langchain-mcp-adaptersCoding.net + LangChain FAQ
Common questions about integrating Coding.net MCP Server with LangChain.
How does LangChain connect to MCP servers?
langchain-mcp-adapters to create an MCP client. LangChain discovers all tools and wraps them as native LangChain tools compatible with any agent type.Which LangChain agent types work with MCP?
Can I trace MCP tool calls in LangSmith?
Connect Coding.net with your favorite client
Step-by-step setup guides for every MCP-compatible client and framework:
Anthropic's native desktop app for Claude with built-in MCP support.
AI-first code editor with integrated LLM-powered coding assistance.
GitHub Copilot in VS Code with Agent mode and MCP support.
Purpose-built IDE for agentic AI coding workflows.
Autonomous AI coding agent that runs inside VS Code.
Anthropic's agentic CLI for terminal-first development.
Python SDK for building production-grade OpenAI agent workflows.
Google's framework for building production AI agents.
Type-safe agent development for Python with first-class MCP support.
TypeScript toolkit for building AI-powered web applications.
TypeScript-native agent framework for modern web stacks.
Python framework for orchestrating collaborative AI agent crews.
Leading Python framework for composable LLM applications.
Data-aware AI agent framework for structured and unstructured sources.
Microsoft's framework for multi-agent collaborative conversations.
Connect Coding.net to LangChain
Get your token, paste the configuration, and start using 10 tools in under 2 minutes. No API key management needed.