Bring Git Repository
to LangChain
Create your Vinkius account to connect Coding.net to LangChain and start using all 10 AI tools in minutes. Fully managed, enterprise secure, and ready to use without writing a single line of code. No hosting, no server setup — just connect and start using.
GDPR Free for SubscribersCompatible with every major AI agent and IDE
Gemini
What is the 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.
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.
How it works
- Subscribe to this server
- Enter your CODING Team Domain and Personal Access Token
- Start managing your DevOps lifecycle through Claude, Cursor, or any MCP-compatible client
Who is this for?
- DevOps Engineers — automate repository auditing and monitor CI/CD pipelines through natural language.
- Project Managers — track issue progress and monitor team velocity directly from your AI-powered workspace.
- Engineering Leads — coordinate code reviews and browse merge requests via a unified AI interface.
- CODING Power Users — integrate your existing DevOps workflows into your AI-driven daily routines.
Built-in capabilities (10)
Get commit details
Get issue details
Get project details
Get repository details
Get current user profile
List repository branches
List project issues
List merge requests
List DevOps projects
List project repositories
Why LangChain?
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.
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The largest ecosystem of integrations, chains, and agents. combine Coding.net MCP tools with 500+ LangChain components
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Agent architecture supports ReAct, Plan-and-Execute, and custom strategies with full MCP tool access at every step
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LangSmith tracing gives you complete visibility into tool calls, latencies, and token usage for production debugging
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Memory and conversation persistence let agents maintain context across Coding.net queries for multi-turn workflows
Coding.net in LangChain
Why run Coding.net with Vinkius?
The Coding.net connection runs on our fully managed, secure cloud infrastructure. We handle the hosting, maintenance, and security so you don't have to deal with servers or code. All 10 tools are ready to work instantly without any complex setup.
You stay in complete control of your data. Your AI only accesses the information you approve, keeping your sensitive passwords and private details completely safe. Plus, with automatic optimizations, your AI works faster and more efficiently.
* Every connection is hosted and maintained by Vinkius. We handle the security, updates, and infrastructure so you don't have to write code or manage servers. See our infrastructure
Over 4,000 integrations ready for AI agents
Explore a vast library of pre-built integrations, optimized and ready to deploy.
Connect securely in under 30 seconds
Generate tokens to authenticate and link external services in a single step.
Complete visibility into every agent action
Audit live requests, latency, success rates, and active security compliance policies.
Optimize spending and track token ROI
Analyze real-time token consumption and cost metrics detailed by connection.
Explore our live AI Agents Analytics dashboard to see it all working
This dashboard is included when you connect Coding.net using Vinkius. You will never be left in the dark about what your AI agents are doing with your tools.
Coding.net and 4,000+ other AI tools. No hosting, no code, ready to use.
Professionals who connect Coding.net to LangChain through Vinkius don't need to write code, manage servers, or worry about security. Everything is pre-configured, secure, and runs automatically in the background.
Raw MCP | Vinkius | |
|---|---|---|
| Ready-to-use MCPs | Find and configure each manually | 4,000+ MCPs ready to use |
| Connection Setup | Manual coding & server setup | 1-click instant connection |
| Server Hosting | You host it yourself (needs 24/7 uptime) | 100% hosted & managed by Vinkius |
| Security & Privacy | Stored in plaintext config files | Bank-grade encrypted vault |
| Activity Visibility | Blind execution (no logs or tracking) | Live dashboard with real-time logs |
| Cost Control | Runaway AI token spend risk | Automatic budget limits |
| Revoking Access | Must delete files or code to stop | 1-click disconnect button |
How Vinkius secures
Coding.net for LangChain
Every request between LangChain and Coding.net is protected by our secure gateway. We automatically keep your sensitive data private, prevent unauthorized access, and let you disconnect instantly at any time.
Frequently asked questions
How do I find my CODING Team Domain?
Your team domain is the unique URL you use to access CODING, typically in the format your-team.coding.net. You can find it in your browser's address bar when logged in.
How do I generate a Personal Access Token (PAT)?
Log in to CODING, go to [Personal Settings] → [Access Tokens], and click on [New Token]. Ensure you grant the necessary permissions for the resources you want to manage.
Can I access multiple repositories in a project?
Yes. Use the list_repos tool with your project name to see all available Git depots. You can then use get_repo or list_branches with specific repository names.
How does LangChain connect to MCP servers?
Use 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?
All agent types including ReAct, OpenAI Functions, and custom agents work with MCP tools. The tools appear as standard LangChain tools after the adapter wraps them.
Can I trace MCP tool calls in LangSmith?
Yes. All MCP tool invocations appear as traced steps in LangSmith, showing input parameters, response payloads, latency, and token usage.
MultiServerMCPClient not found
Install: pip install langchain-mcp-adapters
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