Use VectorShift with your AI.
Connect your account once and let the AI you already use work with it, without building another integration. Automate AI workflows and RAG via VectorShift. manage pipelines, query knowledge bases, and deploy chatbots directly from any AI agent.
Developed, maintained, and hosted by Vinkius.
MCP VERIFIED · PRODUCTION READY · VINKIUS GUARANTEED
Waiting for input…
Works with modern AI clients that support MCP, including ChatGPT, Claude, Cursor, and more.
Complete set · 29 capabilities
The complete VectorShift capability set.
These are the exact actions your AI can choose when you ask it to work with VectorShift.
01-04
4 capabilities in this set.
Part of 29 available through VectorShift.
- 01
Delete knowledge base documents
Delete specific documents by ID from a knowledge base
- 02
List knowledge bases
List all available knowledge bases
- 03
Create chatbot
Create a new chatbot
- 04
Create knowledge base
Create a new knowledge base
05-08
4 capabilities in this set.
Part of 29 available through VectorShift.
- 05
Create pipeline
Create a new pipeline
- 06
Create transformation
Create a new transformation (Python/JS)
- 07
Delete pipeline
Delete a pipeline by ID
- 08
Delete transformation
Delete a transformation
09-12
4 capabilities in this set.
Part of 29 available through VectorShift.
- 09
Get chatbot
Fetch a chatbot by id or name
- 10
Get pipeline
Fetch a pipeline by id or name
- 11
Get transformation
Fetch a transformation by id or name
- 12
Index knowledge base
Add data (files, URLs, etc.) to a knowledge base
13-16
4 capabilities in this set.
Part of 29 available through VectorShift.
- 13
List pipelines
List all available pipelines
- 14
List transformations
List all available transformations
- 15
Pause pipeline
Pause a currently running pipeline instance
- 16
Run pipeline
Execute a pipeline with specified inputs
17-20
4 capabilities in this set.
Part of 29 available through VectorShift.
- 17
Run transformation
Execute a transformation with inputs
- 18
Terminate chatbot
Terminate an active chatbot session
- 19
Terminate pipeline
Stop a currently running pipeline instance
- 20
Bulk run pipeline
Execute multiple instances of a pipeline in parallel
21-23
3 capabilities in this set.
Part of 29 available through VectorShift.
- 21
Delete chatbot
Delete a chatbot
- 22
Delete knowledge base
Delete a knowledge base
- 23
Get knowledge base
Fetch a knowledge base by id or name
24-26
3 capabilities in this set.
Part of 29 available through VectorShift.
- 24
List chatbots
List all available chatbots
- 25
List knowledge base documents
Find documents within a knowledge base
- 26
Query knowledge base
Query a knowledge base with semantic search
27-29
3 capabilities in this set.
Part of 29 available through VectorShift.
- 27
Resume pipeline
Resume one or more paused pipeline instances
- 28
Run chatbot
Send a message to a chatbot and get a response
- 29
Upload chatbot files
Upload files to a chatbot session
Observed, not estimated
985ms average. Fast in production.
VectorShift is checked daily against the live service.
- Fastest day
- 873ms
- Slowest day
- 1234ms
- 14-day trend
- Slowing+11%
Connect your client
One URL. Every client.
Activate the Connector, copy your link, and paste it into the client you already use. 29 capabilities arrive ready to run.
Preview access · not provider authentication
The vk_preview_* token belongs to Vinkius preview infrastructure. It lets Claude discover and display the capabilities of VectorShift, so you can see the experience inside your AI.
It does not authenticate your account with VectorShift. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.
VectorShift Connector
You're all set. Choose your MCP client and follow the setup instructions.
https://edge.vinkius.com/vk_preview_EmQ0ykbVFnJJJOx8Wrsr9PBOJ4yiohOhm84Pa96G/mcpClaude Desktop
Follow the steps below to connect in seconds.
- 1In Claude Desktop, open Settings → Connectors.
- 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
- 3Click Add and start a new chat — VectorShift capabilities are ready to use.
{
"mcpServers": {
"vectorshift-ai-workflow-rag-automation-mcp": {
"url": "https://edge.vinkius.com/vk_preview_EmQ0ykbVFnJJJOx8Wrsr9PBOJ4yiohOhm84Pa96G/mcp"
}
}
}
Claude
ChatGPT
Cursor
VS Code
Windsurf
Claude Code
JetBrains
Cline
Step-by-step instructions for each client are in the guide. How to connect
FAQ
Questions VectorShift owners ask.
- 01
How do I search for specific information within my VectorShift knowledge base?
Use the query_knowledge_base capability with your Knowledge Base ID and the search query. The agent will perform a semantic search and return the most relevant data chunks.
- 02
Can I trigger a specific AI workflow with custom parameters?
Yes! Use the run_pipeline capability. Provide the Pipeline ID and a JSON object mapping your input names to their respective values to start the execution.
- 03
Is it possible to add new documents to a knowledge base through the agent?
Absolutely. Use the index_knowledge_base capability to add data (such as URLs or file content) to an existing knowledge base for real-time RAG updates.
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