Bring Git Repository
to LangChain
Create your Vinkius account to connect Gitee 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 Gitee MCP Server?
Empower your AI agent to manage your development workflow on Gitee, the leading platform for collaborative software development in China. By connecting Gitee to your agent, you transform repository management and issue tracking into a natural conversation. Your agent can instantly list your repositories, create new issues, manage pull requests, and even read file contents without you needing to navigate the web interface. Whether you are a solo developer or part of a large team, your agent acts as a real-time development assistant, keeping your projects organized and moving forward.
What you can do
- Repository Management — List all your repositories, get detailed info, and create new projects instantly.
- Issue Tracking — List, filter, and create issues to keep your tasks organized and track bugs efficiently.
- Pull Requests — Monitor and create pull requests to streamline your code review and merging process.
- Code Access — Retrieve file contents and directory structures to understand your codebase better.
- Commit History — Browse commit logs and audit changes across your branches and repositories.
How it works
- Subscribe to this server
- Enter your Gitee Personal Access Token (PAT)
- Start managing your projects through Claude, Cursor, or any MCP-compatible client
Who is this for?
- Software Developers — manage your Gitee projects and issues directly from your AI-powered workspace.
- Project Managers — track development progress, audit issues, and monitor pull requests through natural language.
- Open Source Maintainers — quickly respond to issues and oversee repository activity across multiple projects.
- DevOps Teams — integrate Gitee repository data into your automated workflows and AI-driven insights.
Built-in capabilities (10)
Create an issue
Create a pull request
Create a new repository
Get file content
Get repository details
Get authenticated user profile
List pull requests
List repository commits
List repository issues
List authenticated user repositories
Why LangChain?
LangChain's ecosystem of 500+ components combines seamlessly with Gitee 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 Gitee 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 Gitee queries for multi-turn workflows
Gitee in LangChain
Why run Gitee with Vinkius?
The Gitee 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 Gitee using Vinkius. You will never be left in the dark about what your AI agents are doing with your tools.
Gitee and 4,000+ other AI tools. No hosting, no code, ready to use.
Professionals who connect Gitee 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
Gitee for LangChain
Every request between LangChain and Gitee 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 Gitee Personal Access Token?
Log in to Gitee, go to Settings -> Personal Access Tokens, and click 'Generate new token'. Make sure to copy it immediately as it won't be shown again.
Can I read the content of a file in a private repository?
Yes, as long as your Personal Access Token has the necessary permissions (scopes) to access your private repositories, the get_file_content tool will work perfectly.
Is it possible to filter issues by their state?
Yes. When using list_repo_issues, you can provide an optional state parameter (e.g., 'open', 'closed', or 'all') to filter the results according to your needs.
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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