Chroma (Vector DB) MCP Server for Windsurf 7 tools — connect in under 2 minutes
Windsurf brings agentic AI coding to a purpose-built IDE. Connect Chroma (Vector DB) through Vinkius and Cascade will auto-discover every tool. ask questions, generate code, and act on live data without leaving your editor.
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Vinkius supports streamable HTTP and SSE.
Vinkius Desktop App
The modern way to manage MCP Servers — no config files, no terminal commands. Install Chroma (Vector DB) and 2,500+ MCP Servers from a single visual interface.
{
"mcpServers": {
"chroma-vector-db": {
"url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
}
}
}
* 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 Chroma (Vector DB) MCP Server
Connect your Chroma vector database to any AI agent and take full control of your semantic data through natural conversation.
Windsurf's Cascade agent chains multiple Chroma (Vector DB) tool calls autonomously. query data, analyze results, and generate code in a single agentic session. Paste Vinkius Edge URL, reload, and all 7 tools are immediately available. Real-time tool feedback appears inline, so you see API responses directly in your editor.
What you can do
- Vector Collections — List all available collections and inspect their deep configuration and metadata
- Semantic Search — Perform high-dimensional vector similarity searches to find relevant context for your LLM applications
- Document Auditing — Count documents, peek at unstructured data segments, and retrieve specific records by ID
- Instance Health — Monitor heartbeats and connectivity across Chroma Cloud or self-hosted instances
- Tenant & Database Management — Switch between different tenants and databases to isolate your production and staging environments
The Chroma (Vector DB) MCP Server exposes 7 tools through the Vinkius. Connect it to Windsurf 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 Chroma (Vector DB) to Windsurf via MCP
Follow these steps to integrate the Chroma (Vector DB) MCP Server with Windsurf.
Open MCP Settings
Go to Settings → MCP Configuration or press Cmd+Shift+P and search "MCP"
Add the server
Paste the JSON configuration above into mcp_config.json
Save and reload
Windsurf will detect the new server automatically
Start using Chroma (Vector DB)
Open Cascade and ask: "Using Chroma (Vector DB), help me...". 7 tools available
Why Use Windsurf with the Chroma (Vector DB) MCP Server
Windsurf provides unique advantages when paired with Chroma (Vector DB) through the Model Context Protocol.
Windsurf's Cascade agent autonomously chains multiple tool calls in sequence, solving complex multi-step tasks without manual intervention
Purpose-built for agentic workflows. Cascade understands context across your entire codebase and integrates MCP tools natively
JSON-based configuration means zero code changes: paste a URL, reload, and all 7 tools are immediately available
Real-time tool feedback is displayed inline, so you see API responses directly in your editor without switching contexts
Chroma (Vector DB) + Windsurf Use Cases
Practical scenarios where Windsurf combined with the Chroma (Vector DB) MCP Server delivers measurable value.
Automated code generation: ask Cascade to fetch data from Chroma (Vector DB) and generate models, types, or handlers based on real API responses
Live debugging: query Chroma (Vector DB) tools mid-session to inspect production data while debugging without leaving the editor
Documentation generation: pull schema information from Chroma (Vector DB) and have Cascade generate comprehensive API docs automatically
Rapid prototyping: combine Chroma (Vector DB) data with Cascade's code generation to scaffold entire features in minutes
Chroma (Vector DB) MCP Tools for Windsurf (7)
These 7 tools become available when you connect Chroma (Vector DB) to Windsurf via MCP:
check_heartbeat
Validate fundamental network availability against explicit Chroma API nodes
count_documents
Execute explicit structural tracking enumerating total document volumes
get_collection
Identify bounded logical settings configuring a specific Vector Collection block
get_documents
Retrieve exact physical documents and semantic context inside known arrays
list_collections
List all explicitly defined Vector Collections within a given tenant database
peek_documents
Extracts explicitly attached bounded preview of the Database limits
query_embeddings
Identify precise logical bounds matching high-dimensional semantic clustering
Example Prompts for Chroma (Vector DB) in Windsurf
Ready-to-use prompts you can give your Windsurf agent to start working with Chroma (Vector DB) immediately.
"List all vector collections"
"Peek at the first 5 documents in 'knowledge-base'"
"Is the Chroma server alive?"
Troubleshooting Chroma (Vector DB) MCP Server with Windsurf
Common issues when connecting Chroma (Vector DB) to Windsurf through the Vinkius, and how to resolve them.
Server not connecting
Chroma (Vector DB) + Windsurf FAQ
Common questions about integrating Chroma (Vector DB) MCP Server with Windsurf.
How does Windsurf discover MCP tools?
mcp_config.json file on startup and connects to each configured server via Streamable HTTP. Tools are listed in the MCP panel and available to Cascade automatically.Can Cascade chain multiple MCP tool calls?
Does Windsurf support multiple MCP servers?
mcp_config.json. Each server's tools appear in the MCP panel and Cascade can use tools from different servers in a single flow.Connect Chroma (Vector DB) with your favorite client
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Connect Chroma (Vector DB) to Windsurf
Get your token, paste the configuration, and start using 7 tools in under 2 minutes. No API key management needed.