Build Your Agent Anywhere. Run It on AgentBrains.
Keep building agents the way you already do — your preferred framework, your preferred stack. AgentBrains is the production layer underneath.
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> Your Framework. Our Backbone.
> The AgentBrains API
> MCP Protocol
> What Your Agent Gets Access To
> Built for Flexibility, Not Lock-In
> Core Platform Integrations
Your Framework. Our Backbone.
The AI agent ecosystem is moving fast. New frameworks launch every month. Builders have strong preferences — and they should. The best agent is the one built with the tools you already know.
AgentBrains was designed to be framework-agnostic from day one. Whether you're wiring up workflows in a visual automation tool, writing Python with an orchestration library, or hand-rolling your own agent loop, the connection point is the same: our API and MCP protocol layer. Authenticate with your API key, hit our endpoints, and your agent gets instant access to a structured Knowledge Base, vector search, image retrieval, conversation logging, and automated scoring — regardless of how it was built.
We're not here to replace your builder. We're here to give it a production backbone.
The AgentBrains API

MCP Protocol
For platforms and frameworks that support the Model Context Protocol, AgentBrains exposes a native MCP interface. This means compatible agent builders can discover and use our tools — Knowledge Base access, Vector search, Image retrieval, QA triggers — as standard tools in their agent's toolbelt without writing custom integration code. Plug in the MCP endpoint, and your agent treats AgentBrains services like any other tool it can call.
Both paths lead to the same infrastructure. Choose the one that fits your stack.
What Your Agent Gets Access To
Structured Knowledge Base
Stop dumping raw files into a prompt. AgentBrains organizes your business data into clean, hierarchical categories and converts everything into LLM-optimized Markdown. Your agent queries structured context, not chaos.
Vector DB with Zero Setup
Semantic search using General or custom Indexes. No managing embeddings. Just point your agent at the index and let it retrieve what it needs.
Deterministic File Retrieval
When you don't want your agent to "search and guess," pull the exact file. Price lists, policy documents, technical data sheets — retrieved by folder or file ID with pin-point accuracy.
Image Retrieval
Your agent can fetch and display labeled images from the Knowledge Base. Product shots, wiring diagrams, comparison charts — served as hosted URLs that render directly in the conversation. This is a major game changer for Chatbots.
Conversation Inbox
Every interaction between your agent and a real user flows into a centralized, filterable feed. No more digging through JSON logs or server outputs.
Automated Scoring
Every conversation is graded automatically against your custom rubrics. Problem Solving, Compliance, Tone, Sales Performance — configure up to five tests per agent, and get a single Aggregate Quality Score for every session.
Synthetic QA
Validate your agent before it touches a live customer. Spin up Synthetic Users with realistic personas and behaviors, run batch simulations, and get a scored Analysis Report with actionable recommendations.
Analytics Dashboard
Track your agent's overall health with a single Aggregate Score gauge, drill-down metrics for specific behaviors, and traffic volume trends over time.
Admin Panel for Your Clients
Hand your clients a clean interface to manage their AI operations independently. They update the Knowledge Base, monitor conversations, review scores, and launch campaigns — without calling you.
Built for Flexibility, Not Lock-In
We know agent builders don't want to be boxed in. Your workflow might live in n8n today and a custom Python pipeline tomorrow. Your client might want to swap out the LLM provider next quarter. That's fine. AgentBrains is the operational layer — the plumbing that stays constant while the logic evolves.
Switch your agent framework and workflows as needed. The Knowledge Base, the Inbox, the scores, the analytics — all of it persists.
Core Platform Integrations
AgentBrains connects to the tools agent builders actually use. For each platform below, we build and maintain custom nodes or modules that provide native, drag-and-drop access to the full AgentBrains toolset — Knowledge Base queries, Vector search, Image retrieval, QA triggers, and conversation logging — without writing custom HTTP requests or managing authentication manually.





