Bring Embeddings
to Windsurf
Create your Vinkius account to connect Chroma (Vector DB) to Windsurf 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 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.
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
How it works
- Subscribe to this server
- Enter your Chroma URL (Cloud or self-hosted) and your API Key
- Start querying your embeddings from Claude, Cursor, or any MCP-compatible client
Who is this for?
- AI Developers — test and debug vector search logic using natural language without writing Python scripts
- Data Engineers — audit collection volumes and metadata consistency across different environments
- Product Managers — inspect what context is being fed to AI agents by peeking at stored embeddings
- DevOps Teams — monitor instance connectivity and health through automated heartbeats
Built-in capabilities (7)
Validate fundamental network availability against explicit Chroma API nodes
Execute explicit structural tracking enumerating total document volumes
Identify bounded logical settings configuring a specific Vector Collection block
Retrieve exact physical documents and semantic context inside known arrays
List all explicitly defined Vector Collections within a given tenant database
Extracts explicitly attached bounded preview of the Database limits
Identify precise logical bounds matching high-dimensional semantic clustering
Why Windsurf?
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.
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Windsurf's Cascade agent autonomously chains multiple tool calls in sequence, solving complex multi-step tasks without manual intervention
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Purpose-built for agentic workflows. Cascade understands context across your entire codebase and integrates MCP tools natively
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JSON-based configuration means zero code changes: paste a URL, reload, and all 7 tools are immediately available
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Real-time tool feedback is displayed inline, so you see API responses directly in your editor without switching contexts
Chroma (Vector DB) in Windsurf
Why run Chroma (Vector DB) with Vinkius?
The Chroma (Vector DB) 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 Chroma (Vector DB) using Vinkius. You will never be left in the dark about what your AI agents are doing with your tools.
Chroma (Vector DB) and 4,000+ other AI tools. No hosting, no code, ready to use.
Professionals who connect Chroma (Vector DB) to Windsurf 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
Chroma (Vector DB) for Windsurf
Every request between Windsurf and Chroma (Vector DB) 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 perform semantic search across my collections?
Yes. Provide the vector embedding array in JSON format, and your agent will return the closest document matches along with their distance metrics. It is the perfect way to test your RAG (Retrieval-Augmented Generation) logic without complex scripts.
How can I verify the health of my self-hosted Chroma instance?
Simply ask your agent to check the heartbeat. The agent performs a nanosecond-level responsiveness test against your API nodes, confirming the physical database is active and reachable from the gateway.
I manage multiple tenants — how do I switch between them?
You can define the tenant and database names during the setup phase. If you need to switch often, you can update the credentials in the dashboard. The agent uses these values for all collection and document operations to ensure strict isolation.
How does Windsurf discover MCP tools?
Windsurf reads the 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?
Yes. Cascade is an agentic system. it can plan and execute multi-step workflows, calling several tools in sequence to accomplish complex tasks without manual prompting between steps.
Does Windsurf support multiple MCP servers?
Yes. Add as many servers as needed in mcp_config.json. Each server's tools appear in the MCP panel and Cascade can use tools from different servers in a single flow.
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