Powered by Claude · Adaptive Thinking

AI Agents

Autonomous AI agents that plan, build, and connect — all from a plain English prompt.

Adaptive Thinking RAG Search MCP Connect File Auto-Sync Version Control Bash Execution
urauto — agent session
LIVE
640
Tool Calls
Per Prompt
800K
Token
Context Window
6
Built-in
Agent Tools
2hr
Autonomous Session
Per Prompt
Agent Workflow

From Prompt to Production

Describe what you want — the agent plans, executes, and delivers.

1

Natural Language Input

Describe your goal in plain English. No setup, no syntax.

2

Adaptive Reasoning

Thinks through the task at configurable depth — fast or thorough.

3

Context Gathering

Reads the codebase and uploaded documents before taking action.

4

Autonomous Execution

Builds, edits, and integrates — chaining actions until the task is done.

5

GitHub Sync

Changes are committed and pushed to GitHub automatically.

6

Live Application Update

Your app reloads instantly. What you described is now live.

Tool Arsenal

Six Powerful Tools

Six dedicated capabilities — everything the agent needs to build, search, and connect.

file_operations

File Operations

Create, read, and edit any file in the codebase — precisely.

create view edit insert
execution

Command Execution

Install packages, run scripts, and validate results in an isolated environment.

install scripts ops validate
knowledge_search

Knowledge Search

Semantic search across uploaded documents — finding meaning and context, not just keywords.

semantic PDF / DOCX code files OCR images
knowledge_admin

Knowledge Management

Manage document collections — inspect status, view stats, trigger refreshes.

status collections stats refresh
mcp_connect

External Connections

Connect to tools, databases, and any API via the Model Context Protocol.

connect discover execute retrieve
mcp_build

Custom MCP Servers

Scaffold and deploy custom servers that expose your data as callable tools.

create deploy templates manage
Adaptive Intelligence

Configurable Thinking Depth

Control how deeply the agent reasons — from instant responses to maximum analytical depth.

Low Quick Edits & Lookups
Simple changes, direct lookups, fast straightforward operations
Medium Recommended Default
Multi-step tasks requiring moderate planning and structured reasoning
High High Performance
Complex features, architecture decisions, deep problem-solving required
Max Maximum Capability
The most demanding problems requiring maximum reasoning depth and capability
Conversation Memory
Context persists across every prompt

Each prompt builds on everything before — the agent retains full context throughout the entire session.

Smart Context Compaction
Intelligent history management

Long sessions auto-compress older context — preserving continuity without ever hitting a hard limit.

Isolated Execution Environment
Dedicated environment per agent

Every agent runs fully isolated. Your code, credentials, and data are completely private.

Knowledge Integration

RAG — Your Documents, Searchable

Upload any document and the agent can semantically search it — genuine contextual understanding, not keyword matching.

Supported File Types

PDF DOCX XLSX PPTX TXT MD CSV JSON Python JavaScript TypeScript SQL YAML HTML RTF Images (OCR)

How It Works

Upload Documents
Any supported format stored in your project
Vector Embedding
Documents are processed and vectorized for semantic retrieval
Agent Searches Semantically
Finds contextually similar content across all uploaded files
Results in Your App
Search results stored and accessible in your Streamlit pages
Smart Incremental Updates

Only changed files are re-processed — zero wasted computation, no duplicate data.

OCR for Images & Scans

Scanned documents and images are OCR-processed — every word becomes fully searchable.

Tunable Similarity Threshold

Adjust result precision from strict to broad:

0.7+
Strict Match
0.5
Moderate
0.3
Broad Search
MCP Integrations

Connect to Anything

Connect the agent to any MCP-compatible service — or have it build a custom server on the spot.

GitHub

Repos, PRs, issues, code

Databases

Query & manage data

HTTP APIs

Any REST endpoint

Custom Servers

Agent-built MCP servers

Filesystem

File & directory ops

SaaS Tools

OAuth2 supported

Multiple transport protocols and authentication methods supported. The agent can scaffold custom server templates to match your stack.

Infrastructure

Solid Foundation

Dedicated, isolated infrastructure — built for reliability, security, and real-time performance.

Dedicated Cloud VM
Dedicated compute provisioned per agent
Active
Containerized
Fully isolated execution environment
Isolated
Version Control
Auto-commit & push on every change
Real-time
Cloud Storage
Files and data persist across sessions
Persistent
Claude Foundation Model
Latest Anthropic model · Adaptive thinking
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