Top-Tier HarnessHermes Agent
AI Agents That Get Smarter With Use
Multi-model intelligent routing · Deep Research · AI image editing · MCP tool ecosystem · Knowledge Graph & RAG · A2UI rendering · User profiles & experience accumulation — Compose prompts, tools, memory and evaluation, drag and drop to deploy.
Top-Tier HarnessHermes-AgentUser ProfilesExperience MemoryDeep ResearchKnowledge GraphAI Image EditingMCP Tools
Top-Tier Harness Engine
Drag-and-drop Agent orchestration: prompts, routing, retrieval, tool calls, conditions, structured output — industry-leading
User Profiles · Gets Better
Honcho persistent profiles + experience accumulation loop — agents remember, understand, and adapt to you
Hermes Skills · Self-Evolving
Hermes-Agent skill system integration, autonomous experience crystallization into reusable skill libraries
Multi-Model Intelligent Routing
OpenAI / Azure / Gemini / MiMo / OpenRouter unified access with GPT-5, Claude, MiMo and more — one-click switch and intelligent routing.
Multi-Agent
Agents collaborate: plan, execute, reflect, verify. Custom roles and topologies.
RAG Knowledge Base
Vector search + knowledge graph retrieval (entities, relations, attributes). Semantic + keyword hybrid recall with citation and alignment for grounded answers.
MCP Tool Protocol
stdio local process + SSE remote HTTP transports, connecting DB, API, GitHub, Slack and more.
Code Interpreter
Built-in code execution sandbox supporting Python / JS runtime, data analysis, chart generation and file processing — LLMs that do, not just say.
Streaming & TTFB Tracing
SSE stream output, Time-To-First-Token measurement, node-level tracing and pipeline visibility.
Guardrails
Sensitive filter, tool permissions, output policy — safe, controllable AI.
Deep Research
Two-phase: Planner generates structured research plan, Hub-and-Spoke multi-Agent parallel execution with progressive summary injection.
Multimodal Capabilities
Text, image, video, audio multimodal input & understanding. AI image editing (matting, erase, inpaint, outpaint, enhance, comic), voice chat, visual QA — all in one.
Vectorization Model
Multi-type document cleaning, chunking and vectorization. Supports sparse and dense vectors with built-in Embedding model management, multi-recall and re-ranking strategies.
User Profile (Honcho)
Honcho-powered persistent user profiles that remember preferences, knowledge background and interaction style for personalized conversations.
Skill Import & Accumulation
Agents autonomously accumulate experience during interactions, building reusable skill libraries. New tasks auto-match historical experience — the system gets smarter over time.
Mainstream LLMs & Image Models
Multi-model intelligent routing, GPT-5 / MiMo / Claude and more, one-click switch
Claude 4
Claude Sonnet
MiMo V2.5 Pro
MiMo V2 Omni
Doubao Pro
OpenRouter
Claude 4
Claude Sonnet
MiMo V2.5 Pro
MiMo V2 Omni
Doubao Pro
OpenRouter
Workflow Builder
Multi-Agent
Deep Research
Realtime Voice
AI Image Editing
A2UI Rendering
Web Search
RAG
MCP Tools
Streaming & TTFB
Node Tracing
Guardrails
Console
Memory
Workflow Builder
Multi-Agent
Deep Research
Realtime Voice
AI Image Editing
A2UI Rendering
Web Search
RAG
MCP Tools
Streaming & TTFB
Node Tracing
Guardrails
Console
Memory