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FastGPT MCP Server for VS Code Copilot 12 tools — connect in under 2 minutes

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GitHub Copilot in VS Code is the most widely adopted AI coding assistant, embedded directly into the world's most popular code editor. With MCP support in Agent mode, Copilot can access external data and APIs to generate context-aware code grounded in real-time information.

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Classic Setup·json
{
  "mcpServers": {
    "fastgpt": {
      "url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
    }
  }
}
FastGPT
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High SecurityEnterprise-grade
IAMAccess control
EU AI ActCompliant
DLPData protection
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Ed25519Audit chain
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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 FastGPT MCP Server

Connect your AI workflows to FastGPT, the powerful open-source platform for building knowledge-based AI applications. This MCP provides 12 tools for full lifecycle management of datasets, apps, and RAG (Retrieval-Augmented Generation) pipelines.

GitHub Copilot Agent mode brings FastGPT data directly into your VS Code workflow. With a project-scoped config, the entire team shares access to 12 tools. Copilot queries live data, generates typed code, and writes tests from actual API responses, all without leaving the editor.

What you can do

  • Dataset Orchestration — Create, list, and manage knowledge base datasets with granular control over configurations
  • Document Ingestion — Push text content or chunks directly to datasets for automatic indexing and vectorization
  • Semantic Search — Run advanced semantic queries against your knowledge bases to test relevance and RAG quality
  • Application Management — List and inspect AI applications to monitor their configurations and linked datasets
  • OpenAI-Compatible Chat — Trigger RAG-powered chat completions with full context, session tracking, and intermediate step visibility

The FastGPT MCP Server exposes 12 tools through the Vinkius. Connect it to VS Code Copilot 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 FastGPT to VS Code Copilot via MCP

Follow these steps to integrate the FastGPT MCP Server with VS Code Copilot.

01

Create MCP config

Create a .vscode/mcp.json file in your project root

02

Add the server config

Paste the JSON configuration above

03

Enable Agent mode

Open GitHub Copilot Chat and switch to Agent mode using the dropdown

04

Start using FastGPT

Ask Copilot: "Using FastGPT, help me...". 12 tools available

Why Use VS Code Copilot with the FastGPT MCP Server

GitHub Copilot for Visual Studio Code provides unique advantages when paired with FastGPT through the Model Context Protocol.

01

VS Code is used by over 70% of developers. adding MCP tools to Copilot means your team can leverage external data without leaving their primary editor

02

Project-scoped MCP configs (`.vscode/mcp.json`) let you commit server configurations to your repository, ensuring the entire team shares the same tool access

03

Copilot's Agent mode integrates MCP tools seamlessly with file editing, terminal commands, and workspace search in a single agentic loop

04

GitHub's enterprise compliance and audit features extend to MCP tool usage, providing visibility into how AI interacts with external services

FastGPT + VS Code Copilot Use Cases

Practical scenarios where VS Code Copilot combined with the FastGPT MCP Server delivers measurable value.

01

Live API integration: Copilot can query an MCP server, inspect the response schema, and generate typed API client code in the same step

02

DevSecOps workflows: security teams can give developers access to domain intelligence tools directly in their editor for real-time vulnerability assessment during code review

03

Data pipeline development: Copilot fetches sample data via MCP and generates transformation scripts, validators, and test fixtures from actual API responses

04

Documentation generation: Copilot queries available tools and auto-generates README sections, API reference docs, and usage examples

FastGPT MCP Tools for VS Code Copilot (12)

These 12 tools become available when you connect FastGPT to VS Code Copilot via MCP:

01

chat_completions

Supports chatId for context tracking, streaming, and detailed intermediate steps. Send a message to a FastGPT application

02

create_dataset

Create a new dataset (knowledge base)

03

delete_dataset_data

Delete specific data from a dataset

04

get_app_detail

Get details for a specific AI application

05

get_dataset_detail

Get details for a specific dataset

06

get_embeddings

Useful for semantic search outside of FastGPT. Generate text embeddings

07

list_apps

List AI applications

08

list_dataset_data

List data items in a dataset

09

list_datasets

Can filter by parentId or search keyword. List knowledge base datasets

10

push_dataset_data

Add or update data in a dataset

11

search_dataset_data

Perform semantic search on a dataset

12

update_dataset_data

Update existing data in a dataset

Example Prompts for FastGPT in VS Code Copilot

Ready-to-use prompts you can give your VS Code Copilot agent to start working with FastGPT immediately.

01

"List all my AI applications in FastGPT."

02

"Search dataset 'ds_123' for 'company refund policy'."

03

"Create a new dataset named 'Internal Documentation'."

Troubleshooting FastGPT MCP Server with VS Code Copilot

Common issues when connecting FastGPT to VS Code Copilot through the Vinkius, and how to resolve them.

01

MCP tools not available

Ensure you are in Agent mode in Copilot Chat. MCP tools only appear in Agent mode.

FastGPT + VS Code Copilot FAQ

Common questions about integrating FastGPT MCP Server with VS Code Copilot.

01

Which VS Code version supports MCP?

MCP support requires VS Code 1.99 or later with the GitHub Copilot extension. Ensure both are updated to the latest version. Older versions of Copilot may not expose the Agent mode toggle.
02

How do I switch to Agent mode?

Open the Copilot Chat panel and look for two mode options: "Ask" and "Agent". Click "Agent" to enable autonomous tool calling. In Ask mode, Copilot provides conversational answers but cannot invoke MCP tools.
03

Can I restrict which MCP tools Copilot can access?

Yes. VS Code shows a tool consent dialog before any MCP tool is invoked for the first time. You can also configure tool access policies at the organization level through GitHub Copilot settings.
04

Does MCP work in VS Code Remote or Codespaces?

Yes. MCP servers configured via .vscode/mcp.json work in Remote SSH, WSL, and GitHub Codespaces environments. The MCP connection is established from the remote host, so ensure the server URL is accessible from that environment.

Connect FastGPT to VS Code Copilot

Get your token, paste the configuration, and start using 12 tools in under 2 minutes. No API key management needed.