Bring Documentation
to Pydantic AI
Create your Vinkius account to connect Document360 to Pydantic AI and start using all 7 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 Document360 MCP Server?
Connect your Document360 portal to any AI agent and take full control of your enterprise knowledge base and documentation workflows through natural conversation.
What you can do
- Project & Version Navigation — Analyze specific localized versions mapping exactly which documentation segments exist globally across your portal
- Categorical Orchestration — Extract explicitly attached categories bounding physical groupings active inside specific project versions
- Article Management — Perform structural extraction of explicit document lists and retrieve raw content texts securely via unique IDs
- Semantic Search — Execute immediate semantic queries discovering strictly mapped textual responses active inside your knowledge base
- Team & Author Oversight — Retrieve complex RBAC profiles outlining registered authors physically mapped against workspace boundaries
- Analytics & Traffic Auditing — Read available metrics exposing explicit traffic ranges and visitor interaction stamps to monitor KB performance
How it works
- Subscribe to this server
- Enter your Document360 API Key (found in Settings > Knowledge base portal > API Tokens)
- Start managing your knowledge base from Claude, Cursor, or any MCP-compatible client
Who is this for?
- Technical Writers & Editors — search for articles and manage categories without navigating the web portal
- Product Managers — monitor knowledge base analytics and audit team contributions using natural language
- Customer Support — quickly search for documentation and retrieve article content to resolve customer inquiries
- Developers — test and debug knowledge base integrations and verify documentation schemas directly from the IDE
Built-in capabilities (7)
Get knowledge base analytics
Get article content
List articles in a category
List categories in a version
List project versions
List team accounts
Search articles
Why Pydantic AI?
Pydantic AI validates every Document360 tool response against typed schemas, catching data inconsistencies at build time. Connect 7 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.
- —
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 Document360 integration code
- —
Structured output guarantee: Pydantic AI ensures tool results conform to defined schemas, eliminating runtime type errors
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Dependency injection system cleanly separates your Document360 connection logic from agent behavior for testable, maintainable code
Document360 in Pydantic AI
Why run Document360 with Vinkius?
The Document360 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 7 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 Document360 using Vinkius. You will never be left in the dark about what your AI agents are doing with your tools.
Document360 and 4,000+ other AI tools. No hosting, no code, ready to use.
Professionals who connect Document360 to Pydantic AI 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
Document360 for Pydantic AI
Every request between Pydantic AI and Document360 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
Can my agent list all categories in a specific project version?
Yes. Use the 'list_categories' tool. Provide the project version ID, and the agent will retrieve the explicitly attached categories and their physical groupings within that version.
How do I search for a specific topic across my knowledge base via chat?
Provide your search query to the 'search' tool. Your agent will execute immediate semantic queries to discover strictly mapped textual responses and articles active inside your KB.
Can I monitor live traffic metrics through the agent?
Absolutely. Use the 'analytics' tool. You can specify a date range (from/to), and the agent will pull available metrics exposing explicit traffic ranges and visitor interaction stamps for your portal.
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 Document360 MCP integration works identically with OpenAI, Anthropic, Google, or any supported provider.
MCPServerHTTP not found
Update: pip install --upgrade pydantic-ai
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