Skip to main content
ToolPotion
AI Advisor
Submit a Tool (Free)

Otto

Otto is a terminal AI agent that evaluates its own work against predefined criteria. It operates on various platforms, including codebases and browsers, using a rubric-first evaluator and tiered memory to ensure high accuracy and efficiency.

Visit Website
Share
Otto screenshot
Otto screenshot

Otto is a terminal AI agent designed to autonomously evaluate its own work against criteria it establishes before beginning a task. It functions across multiple platforms, including codebases, containers, browsers, and desktops. Otto employs a unique agent loop with modes over four model vendors, utilizing a rubric-first evaluator and tiered memory to maintain high performance. The system is equipped with six benchmark harnesses and 1,593 tests that do not require an API key. Otto's design emphasizes efficiency, with a one-tool task costing only three model calls and a write-and-run task judged in seven calls and 31 seconds. The agent's memory system features type-aware compaction, ensuring that user input is never summarized, and employs a two-stage semantic recall over a content-addressed store. Otto's development was meticulously logged, with 138 commits made between September 7 and 14, 2026, each detailing changes and measurements. The agent is MIT licensed and developed by Siddharth Priyadarshi. Otto's capabilities are extensive, including the ability to handle complex tasks such as code, math, and NP-hard problems with real checkers, achieving a perfect score on a golden set of 20 tasks. The system's design also includes a mutation gate to prevent irreversible actions without proper evaluation. Otto's architecture allows it to adapt and learn from its interactions, making it a robust tool for developers and researchers seeking an AI agent capable of self-assessment and improvement.

  • CategoryAI Agent Builders
  • Pricing ModelOpen Source
  • DeploymentCloud, Self-hosted
  • PlatformsMulti-platform

  • Terminal AI agent

  • Rubric-first evaluator

  • Tiered memory system

  • Six benchmark harnesses

  • 1,593 tests without API key

  • Type-aware compaction

  • Two-stage semantic recall

  • Mutation gate for safety

  • Golden set task handling

  • Self-assessment capabilities

  • Multi-platform operation

  • Efficient model call usage

  • Comprehensive development log

  • MIT licensed

  • Built by Siddharth Priyadarshi

  1. Install: Set up Otto on your preferred platform

  2. Configure: Adjust settings and criteria for tasks

  3. Use: Deploy Otto to evaluate tasks autonomously

  4. Optimize: Review Otto's performance and adjust criteria

  • Code Evaluation
  • Task Automation
  • Research Assistance
  • Development Support
  • Quality Assurance

Otto Reviews

Loading...

Popular AI Tools Like Otto

Agent Builder in UiPath Studio allows users to build AI agents quickly using a low-code, drag-and-drop interface. It enables the creation and deployment of enterprise-grade agents…

AI Agent Builders
View Tool

Agent Builder in UiPath Studio allows users to build AI agents quickly using a low-code, drag-and-drop interface. It enables the creation and deployment of enterprise-grade agents…

AI Agent Builders
See the Top 250 AI Apps

Chloe

AI Apps

Chloe is a TypeScript AI agent runtime that allows users to write AI agents in code. It supports deterministic code execution and uses LLMs for steps requiring judgment. Users can…

AI Agent Builders
View Tool

AI Apps

TypeScript AI agent runtime that allows users to write AI agents in code. It supports deterministic code execution and uses LLMs for steps requiring judgment. Users can…Chloe is a TypeScript AI agent runtime that allows users to write AI agents in code. It supports deterministic code execution and uses LLMs for steps requiring judgment. Users can…

AI Agent Builders
See the Top 250 AI Apps

Keystroke

AI Apps

Keystroke provides teams with a comprehensive platform to build powerful internal agents and AI systems. It combines memory, file systems, and code execution, enabling seamless…

AI Agent Builders
View Tool

AI Apps

Provides teams with a comprehensive platform to build powerful internal agents and AI systems. It combines memory, file systems, and code execution, enabling seamless…Keystroke provides teams with a comprehensive platform to build powerful internal agents and AI systems. It combines memory, file systems, and code execution, enabling seamless…

AI Agent Builders
See the Top 250 AI Apps

Termo

AI Apps

A platform for creating autonomous AI agents that run on their own virtual machines with persistent memory, web browsing, code execution, and scheduled automation, working on…

AI Agent Builders

Ranked #125 for Project Managers

View Tool

AI Apps

A platform for creating autonomous AI agents that run on their own virtual machines with persistent memory, web browsing, code execution, and scheduled automation, working on…

AI Agent Builders
Ranked #125 for Project Managers

miao

AI Apps

miao is an open-source AI coding agent for the terminal. It allows users to choose models, manage tasks, and delegate to subagents. The tool provides insights into token usage and…

AI Agent Builders

Ranked #178 for Explaining code

View Tool

AI Apps

Open-source AI coding agent for the terminal. It allows users to choose models, manage tasks, and delegate to subagents. The tool provides insights into token usage and…miao is an open-source AI coding agent for the terminal. It allows users to choose models, manage tasks, and delegate to subagents. The tool provides insights into token usage and…

AI Agent Builders
Ranked #178 for Explaining code

Bytebot provides desktop agents that mimic human computer interaction at cloud scale. These AI agents can navigate applications, process documents, and complete complex multi-step…

AI Agent Builders

Ranked #197 for Automating data entry

View Tool

Provides desktop agents that mimic human computer interaction at cloud scale. These AI agents can navigate applications, process documents, and complete complex multi-step…Bytebot provides desktop agents that mimic human computer interaction at cloud scale. These AI agents can navigate applications, process documents, and complete complex multi-step…

AI Agent Builders
Ranked #197 for Automating data entry

DeepSeek Harness (dsh) is an open-source agent harness from DeepSeek AI. It allows users to create customizable agents using a plugin-based architecture, enabling flexible task…

AI Agent Builders
View Tool

Open-source agent harness from DeepSeek AI. It allows users to create customizable agents using a plugin-based architecture, enabling flexible task…DeepSeek Harness (dsh) is an open-source agent harness from DeepSeek AI. It allows users to create customizable agents using a plugin-based architecture, enabling flexible task…

AI Agent Builders
See the Top 250 AI Apps

Pi Agent Harness

AI GitHub Repos

pi is an AI agent toolkit that provides a unified LLM API, agent loop, TUI, and coding agent CLI. It is designed to streamline the development and deployment of AI agents, making…

AI Agent Builders
View Tool

AI GitHub Repos

pi is an AI agent toolkit that provides a unified LLM API, agent loop, TUI, and coding agent CLI. It is designed to streamline the development and deployment of AI agents, making…

FeaturedAI Agent Builders
See the Top 250 AI GitHub Repos
1 of 8