Ragas MCP Server
Equip your AI with Ragas to create datasets, run RAG evaluations, and track experiment metrics directly from your workflow.
Vinkius AI Gateway supports streamable HTTP and SSE.

Works with every AI agent you already use
…and any MCP-compatible client


















Ragas MCP Server: see your AI Agent in action
Built-in capabilities (7)
get_dataset
Retrieves details for a specific evaluation dataset
get_experiment
Retrieves detailed information for a specific experiment
get_results
Retrieves the results of a completed experiment
list_datasets
Lists available evaluation datasets
list_experiments
Lists experiments associated with a specific dataset
list_metrics
Lists all available evaluation metrics
run_evaluation
g., faithfulness, answer_relevancy). Triggers a new evaluation run for a dataset
What this connector unlocks
Integrate Ragas with your AI agent to bring professional grade RAG (Retrieval-Augmented Generation) evaluation and tracking into your chat interface. By subscribing to this server, the AI can seamlessly manage datasets and measure LLM performance on demand.
What you can do
- Dataset Management — Upload, list, and organize evaluation datasets directly inside your environment.
- Run Evaluations — Automatically trigger Ragas evaluations on your RAG pipelines and fetch detailed scoring.
- Track Experiments — Monitor and compare iterative improvements by viewing tracked metrics across different agent versions.
- Project Organization — Associate evaluations with specific projects within your Ragas dashboard.
How it works
1. Enable the server integration.
2. Provide your Ragas Application URL and your generated Application Token.
3. Instruct your AI to initiate evaluations or query historical metrics natively from your IDE or chat.
Who is this for?
- AI & ML Engineers — Run pipeline evaluations without context switching to a separate dashboard or writing Python evaluation scripts each time.
- QA Specialists for LLMs — Rapidly examine datasets and benchmark results to ensure hallucination rates remain low.
- Data Scientists — Compare multiple RAG configuration experiments side-by-side using unified metrics.
Frequently asked questions
Give your AI agents the power of Ragas
Access Ragas and 2,000+ MCP servers — ready for your agents to use, right now. No glue code. No custom integrations. Just plug Vinkius AI Gateway and let your agents work.
More in this category

Synthesia
10 toolsConnect your AI to Synthesia. Generate corporate AI avatar videos from text prompt, explore templates, and automatically dub existing media directly from the terminal.

Hive AI
10 toolsAutomate content moderation via Hive AI — moderate text, images, video, and detect AI-generated content directly from any AI agent.

NVIDIA Audio
10 toolsTranscribe speech, generate voices, translate audio, and clone voices via NVIDIA Audio APIs.
You might also like

ComboCurve
10 toolsEnable your AI agent to manage wells, projects, and production forecasts via the ComboCurve API.

Guesty
11 toolsAutomate vacation rental management via Guesty — manage reservations, listings, guests, and calendars directly from any AI agent.

Revolut Business
10 toolsGrant your AI access to Europe's powerhouse treasury. Automate multi-currency exchange, mass payouts and real-time vendor bulk-payments.
