How do I find my Gitee Personal Access Token?

Log in to Gitee, go to [Settings -> Personal Access Tokens](https://gitee.com/profile/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.

Gitee MCP Server for Pydantic AI 10 tools — connect in under 2 minutes

Name: Gitee
Availability: InStock
Author: Vinkius

ai.pydantic.dev/mcp

Built by Vinkius GDPR 10 Tools SDK

Pydantic AI brings type-safe agent development to Python with first-class MCP support. Connect Gitee through Vinkius and every tool is automatically validated against Pydantic schemas. catch errors at build time, not in production.

Get MCP Server for AI Agents

ASK AI ABOUT THIS MCP SERVER

Open in ChatGPT Open in Claude Open in Perplexity

Vinkius supports streamable HTTP and SSE.

python

import asyncio
from pydantic_ai import Agent
from pydantic_ai.mcp import MCPServerHTTP

async def main():
    # Your Vinkius token. get it at cloud.vinkius.com
    server = MCPServerHTTP(url="https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp")

    agent = Agent(
        model="openai:gpt-4o",
        mcp_servers=[server],
        system_prompt=(
            "You are an assistant with access to Gitee "
            "(10 tools)."
        ),
    )

    result = await agent.run(
        "What tools are available in Gitee?"
    )
    print(result.data)

asyncio.run(main())

Fully ManagedVinkius Servers

60%Token savings

High SecurityEnterprise-grade

IAMAccess control

EU AI ActCompliant

DLPData protection

V8 IsolateSandboxed

Ed25519Audit chain

<40msKill switch

Stream every event to Splunk, Datadog, or your own webhook in real-time

* 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 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.

Pydantic AI validates every Gitee tool response against typed schemas, catching data inconsistencies at build time. Connect 10 tools through Vinkius and switch between OpenAI, Anthropic, or Gemini without changing your integration code. full type safety, structured output guarantees, and dependency injection for testable agents.

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.

The Gitee MCP Server exposes 10 tools through the Vinkius. Connect it to Pydantic AI 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 Gitee to Pydantic AI via MCP

Follow these steps to integrate the Gitee MCP Server with Pydantic AI.

Install Pydantic AI

Run pip install pydantic-ai

Replace the token

Replace [YOUR_TOKEN_HERE] with your Vinkius token

Run the agent

Save to agent.py and run: python agent.py

Explore tools

The agent discovers 10 tools from Gitee with type-safe schemas

Why Use Pydantic AI with the Gitee MCP Server

Pydantic AI provides unique advantages when paired with Gitee through the Model Context Protocol.

Full type safety: every MCP tool response is validated against Pydantic models, catching data inconsistencies before they reach your application

Model-agnostic architecture. switch between OpenAI, Anthropic, or Gemini without changing your Gitee integration code

Structured output guarantee: Pydantic AI ensures tool results conform to defined schemas, eliminating runtime type errors

Dependency injection system cleanly separates your Gitee connection logic from agent behavior for testable, maintainable code

Gitee + Pydantic AI Use Cases

Practical scenarios where Pydantic AI combined with the Gitee MCP Server delivers measurable value.

Type-safe data pipelines: query Gitee with guaranteed response schemas, feeding validated data into downstream processing

API orchestration: chain multiple Gitee tool calls with Pydantic validation at each step to ensure data integrity end-to-end

Production monitoring: build validated alert agents that query Gitee and output structured, schema-compliant notifications

Testing and QA: use Pydantic AI's dependency injection to mock Gitee responses and write comprehensive agent tests

Gitee MCP Tools for Pydantic AI (10)

These 10 tools become available when you connect Gitee to Pydantic AI via MCP:

create_issue

Create an issue

create_pull_request

Create a pull request

create_repo

Create a new repository

get_file_content

Get file content

get_repo

Get repository details

get_user

Get authenticated user profile

list_pull_requests

List pull requests

list_repo_commits

List repository commits

list_repo_issues

List repository issues

list_user_repos

List authenticated user repositories

Example Prompts for Gitee in Pydantic AI

Ready-to-use prompts you can give your Pydantic AI agent to start working with Gitee immediately.

"List all my repositories on Gitee."

"Create a new issue in 'my-org/my-repo' titled 'Bug: login failure'."

"Read the contents of README.md from the main branch of 'user/project'."

Troubleshooting Gitee MCP Server with Pydantic AI

Common issues when connecting Gitee to Pydantic AI through the Vinkius, and how to resolve them.

MCPServerHTTP not found

Update: pip install --upgrade pydantic-ai

Gitee + Pydantic AI FAQ

Common questions about integrating Gitee MCP Server with Pydantic AI.

How does Pydantic AI discover MCP tools?

Create an MCPServerHTTP instance with the server URL. Pydantic AI connects, discovers all tools, and generates typed Python interfaces automatically.

Does Pydantic AI validate MCP tool responses?

Yes. When you define result types as Pydantic models, every tool response is validated against the schema. Invalid data raises a clear error instead of silently corrupting your pipeline.

Can I switch LLM providers without changing MCP code?

Absolutely. Pydantic AI abstracts the model layer. your Gitee MCP integration works identically with OpenAI, Anthropic, Google, or any supported provider.