cotal-ai/cotal
The open standard for agent coordination.
01 / MACHINE INTELLIGENCE
Models you can run. Agents you can inspect. Tools you can build on.
← All topicsThe open standard for agent coordination.
Agent skill that draws architecture, flowchart, sequence, data-flow and lifecycle diagrams as hand-placed SVG, to one linted house style.
A GUI for your coding agents.
Review code 100X faster. Lens draws every PR as animated architecture and data-flow diagrams, inside the pull request itself. Use it as a GitHub App, GitHub Action, CLI, or a skill for your coding agent
Self-hosted browser workspace to run coding agents in parallel, steer work as it runs, review diffs, and ship.
A simple skill that will make your Agent create beautiful Infographics
A terminal AI agent you can fully undo - every file and shell action is snapshotted and reversible. Model-agnostic (any LLM), and connects to 1000+ app tools and MCP servers.
Shopify implementations of Anthropic's commerce-agents blueprint: a storefront shopping agent over UCP and Sign in with Shop, and a merchant agent over the Admin API
A cross-platform desktop app to manage Agent Skills in one place and sync them to multiple AI coding tools’ global skills directories — “Install once, sync everywhere”.
Open the project to explore the idea and the code.
Reference blueprint for building shopping and merchant agents with Claude. Examples in retail, commerce, telecom, and entertainment included.
[EMNLP 2026 Findings] Beyond Factual Knowledge: Benchmarking and Learning Step-Level Procedural Rule Reasoning in Large Language Models
Verified reverse engineering: AI RE grounded on deterministic tools - results checked against the binary, not hallucinated.
Harness of Harness: Multi-Day Autonomous Software Development with Continual Improvement
数据分析与 Excel 全流程 skill:体检脏表、清洗、对齐需求、分析、对账、交付。让 AI 算出来的数字经得起追问。跨 agent 通用,依赖仅 openpyxl。
An MCP server that lets LLM agents play Civilization VI.
Langostino - An open-source autonomous drone platform using ROS2 and AI-powered flight control. A complete reference implementation for building, understanding, and extending real-world drone autonomy.
Marco Search Agent for Realistic and Challenging Agentic Search
Code, data and weights for the paper **What drives success in physical planning with Joint-Embedding Predictive World Models?**
OpenRouter for agent tools. Join community here: https://discord.gg/6mQYYfFMAn
Paw Work - selection-first web agent for Chrome: select on the live page, describe the outcome, take away an editable office file. BYOK, sandboxed, no server.
Miles is an enterprise-facing reinforcement learning framework for LLM and VLM post-training, forked from and co-evolving with slime.
Continual learning infra for self-improving agents
HERO = Hashing · Edge cases · Rubrics · Overbuild — the four shapes coding agents over-defend in. A paste-in contract that stops them. Works with Claude Code, Codex, Antigravity, Cursor, Copilot, Windsurf, Gemini CLI.