Agent Marketplace Directory

AGENTS.md This repository contains scripts for collecting Prometheus metrics, preprocessing data, training an LSTM autoencoder and detecting anomalies in real time. Style - Python 3.12 is the target version. - Follow PEP…

AGENTS.md Setup commands - Install deps: - Start docker: - Configure the env: - Database: - Start dev server: Code style - TypeScript strict mode - Single quotes, no semicolons - Use functional patterns where possible

agents.md This file provides agents with guidance when working in this project. Code Style Guidelines - Use type hints frequently - Use modern instead of - Use descriptive variable names - Use checks when accessing dicti…

Project Information - Name: gen-pr - Description: undefined - Package Manager: bun General Instructions - After making code changes, run to perform type checking and linting. - Once you have checked your changes, commit…

Instructions for coding agent On Linux - Setup build environment : See the "Building the Project" section in the README.md file for detailed instructions on setting up the build environment for Windows and Linux/macOS sy…

Repository Guidelines Project Structure & Module Organization - : Next.js app with route handlers in (e.g., , , ) and UI in . - : Core logic. Genkit setup and flows in ; Ollama helpers in ; shared utilities in . - : Stat…

Do not try and run yarn setup again. It has already been run in the environment setup. To build, run yarn build-codex-MT. To test, run yarn test. If only making changes to the typescript code in conway, you can run yarn…

Agents This app uses AI to generate English lessons for Thai learners. No special agent configurations are stored here.

Agent Instructions This document provides instructions for agents working with this codebase. Development Environment To set up the development environment, run: This will create a virtual environment and install all nec…

--- layout: page title: Agents permalink: /agents/ --- This is the base Jekyll theme. You can find out more info about customizing your Jekyll theme, as well as basic Jekyll usage documentation at jekyllrb.com You can fi…

Welcome. You may use the top level Cargo.toml to understand the repo. jacs/ is the directory with the core library. ./jacspy is the python wrapper with functionality for integrations ./jacsnpm is the npm/node wrapper wit…

AGENTS.md Build/Lint/Test Commands - - Run ESLint - - Auto-fix ESLint issues - - TypeScript type checking - - Run all tests - - Run single test - - Run network tests - - Full verification (prepare + lint + types + test)…

Agent Instructions When modifying files in this repository, run the following command to ensure the Tecton MCP server still initializes correctly without launching a long running process: This command should exit immedia…

Repository Guidelines This project is written in Python . Follow these instructions when working with the code base. Running Tests 1. Set up a virtual environment and install dependencies: 2. Run the test suite using pyt…

agents.md This file provides context and guidance for AI agents working on the Stage Plot Creator project. Development Workflow Build/Lint/Test Commands - Development server : - Build for production : - Preview productio…

AGENTS.md - Development Guide for DBCrust This file provides guidance for agentic coding tools working with the DBCrust codebase. Build/Lint/Test Commands Core Build Commands Testing Commands Linting and Formatting Code…

AGENTS.md This repository uses Codex agents. Use this file to build a lightweight memory for future agents. Instructions - Review this file before starting work. - After each commit, append a bullet under Log summarizing…

Neoment.nvim - Agent Guidelines Build/Test Commands - - Run all tests using Plenary/Busted - - Run tests in watch mode - Tests use Plenary test framework with luassert assertions Code Style - Use tabs for indentation - M…

Repo Guidelines This repository mirrors the public release of Appearance Menu Mod (AMM) for Cyberpunk 2077. When updating code or documentation keep the following in mind: - Lua scripts live under and . When modifying th…

AGENTS.md Automated Agent Instructions Directory and File Handling - In the directory, only process the file. All other files in this directory must be ignored. Coding Principles - All code must follow the KISS (Keep It…

--- BEGIN directory specific "ubiquitous bash" AGENTS.md , other input may regard other hierarchical directories. Vast self-example of correct, exhaustively broad UNIX/Linux commands, useful functions, and the framework…

Instructions for Artificial Intelligence Agents General Context Spinach is an open-source spin dynamics simulation library implemented exclusively in MATLAB . It spans numerous areas of physics and mathematics, including…

AGENTS.md Note for AI assistants and human maintainers \ Lines or tokens annotated with (or labelled inside strings) are illustrative placeholders that MUST be replaced with project‑specific values when you generate or e…

AGENTS Overview This repository contains the MarkdownReports R package. It provides helpers to create publication‑ready figures and assemble Markdown reports directly from analysis scripts. Most plotting wrappers begin w…

Development Notes for AI Agents This file contains important context and instructions for AI agents working on this codebase. Styling Guidelines IMPORTANT : Always edit Stylus source files ( ) instead of CSS files. - Edi…

AGENTS.md - Flutter Structurizr for AI Agents This document provides essential information for AI agents (like Codex) working with the Dart Structurizr codebase. It's specifically structured to help agents understand the…

Agent Guidelines for SvelteKit Blog Build/Lint/Test Commands Development - - Start development server with hot reload - - Build for production - - Preview production build locally Code Quality - - Type check with svelte-…

AI Assistant: START HERE You MUST read and follow: Run this command first: Important Notes - This is the Ably CLI npm package (@ably/cli) - Follow the MANDATORY workflow for ALL code changes: - Read files for detailed gu…

This is the official spec of the application: Structural considerations in Hyperledger Fabric These foundational components support the entire system: • MSP – Manages identities and access per organization (e.g., farmers…

Keep commits small and focused. Use conventional commit messages. Format code with and/or Run for lint checks. Run . Run tests with . Use for dependencies; do not use requirements files. Use for JavaScript changes. Docum…

Stackflow Project Memory Project Overview Stackflow is a JavaScript library that implements Stack Navigation UX commonly used in mobile applications (iOS/Android). It provides a framework-agnostic core with React integra…

项目名称 TTS Chrome Extension 项目背景 这是一个浏览器插件，允许用户将网页内容通过兼容 OpenAI 的 接口进行语音合成播放。插件支持语言选择、音色选择，并提供可悬浮的播放器 UI（带进度、音量、语速控制）。 开发目标 1. 通过 popup 页面配置 TTS 服务地址、API 密钥、语言、音色 2. 支持用户朗读选中文本或整页内容 3. 使用 标签实现流式播放，符合 OpenAI 接口规范 4. 插件支持中英…

AGENTS Guide This document explains how automated agents (e.g. Codex or Claude) should work in this repository. Follow these practices whenever you modify the codebase. 1. Required Checks - Run after making any changes a…

--- title: Agent Management --- Agents encapsulate role , tools , and a default policy . Create an Agent 1. Go to Agents → New . 2. Fill Name , Description (optional). 3. Pick Default Policy . 4. Enable Tools and set bud…

所有PR必须经过格式化并编译通过。 尽可能使用成熟的最佳实践，避免创造轮子。

Instructions for Codex agents This repository does not include a Dart SDK. If a Codex agent needs to run Dart commands, execute the script first. This installs Dart and exposes the command in the current session. At the…

AGENTS.md General - Use conventional commit for commits and pull request title - Project uses biome for formatting, linting: fixing: - Project is fully in TypeScript written and can be type checked with

Agent Instructions This repository contains the avalan framework, a Python project that orchestrates multiple models and provides a CLI for AI agents. The repository uses Poetry for dependency management and for testing.…

Agents.md – OpenAI Codex Guide with Toss Frontend Design Principles This file provides Codex agents with explicit guidance on navigating, generating, and maintaining this codebase effectively. Toss-inspired frontend best…

Contributor Guidelines This repository contains a monorepo managed with npm workspaces and Turborepo. The two main workspaces are and . Development Setup 1. Install dependencies with . 2. Start the dev server with . The…

Contributor Guidelines for the editor This document collects ideas and instructions for implementing future improvements. Follow these when adding features or refactoring the code. After reading this guide, consult for t…

Description This is a monorepo for the vite-plugin-csp-guard package. Everything inside apps folder is a vite app that is used for testing purposes for the vite-plugin-csp-guard package. We use pnpm. Use to build the vit…

Recoto開発者ガイド プロジェクト概要 RecotoはGo言語で実装された自動録音アプリケーションです。gRPCサーバーとして動作し、NATSメッセージブローカーを使用するイベント駆動アーキテクチャを採用しています。 アーキテクチャ - cmd/ : アプリケーションのエントリポイント - : gRPCサーバーや録音のメインプロセス - : クライアント - pkg/ : 外部に公開される再利用可能なパッケージ - : protob…

AGENTS - Follow shell style used in this project: four-space indentation and POSIX-compatible syntax when possible. Prefer single-bracket tests over . - Use descriptive variable names; avoid single-letter names except fo…

AGENTS.md Installation - Toujours commencer par pour installer toutes les dépendances. - Si vous utilisez Yarn v4.x (Berry/PnP), ajoutez ou vérifiez dans : Scripts Utilisez les scripts définis dans le : - : lance l’appli…

Development Plan: Version: 2.0.0 Author: Gemini & Amber Date: July 3, 2025 --- 1. Project Overview & Goals The library is a Python-based toolkit designed to help participants in a microlensing data challenge manage and p…

Deal‑AI — Agents Specification This file formalises the autonomous/LLM “agents” that the Deal‑AI stack will expose once we switch to a Codex‑style multi‑agent runner. Why this file? Codex and similar orchestrators expect…

ContestDisqualifiedAgents ContestDisqualifiedAgents Properties Name Type Description Notes ------------ ------------- ------------- ------------- id str The globally unique identifier for the object. [optional] note str…

A2A Service Bus Proxy - Development Instructions Project Overview This is a Python-based proxy service that enables A2A (Agent-to-Agent) protocol communication over Azure Service Bus. The proxy transparently routes JSON-…

h2oGPT integration with LangChain Agents Various agents from LangChain are included: Search -- Works sometimes with non-OpenAI models after improvements beyond LangChain Collection -- Pre-alpha tested Python -- Pre-alpha…

Contributor Guide Testing Instructions - Run tests in CI-compatible mode with . Formatting - Format code using .

--- title: "Import Agents" description: "Under construction" icon: "file-import" icon: "spinner" --- Oops! Docs Under Construction! We're buzzing around right now, fueled by caffeine and sheer determination, actively wor…

Agents Guide for hivehaus This document is for AI coding agents and collaborators working in this repo inside Cursor/Windsurf. It summarizes the project shape, the Ato DSL constraints, and how to use the Atopile MCP serv…

Riva — Codex Agent Rules Note: This document is a companion to the Engineering Handbook. For non‑negotiables, performance budgets, and precedence, see . If anything here conflicts with the Handbook, the Handbook wins. Ve…

Sourcegraph Docs - Agent Instructions Build Commands - Type Check : - Build : - Dev : - Lint : AI Chat Integration This site uses runLLM for the AI chat widget. The integration is implemented via: - Location : - Widget :…

Contributor Guide Dev Environment Tips Do NOT Run this script, which references . This script will be executed during environement setup for you. You can reference and to review causes of dependency issues and update the…

AGENTS.md This file serves as a guide for AI agents to understand and navigate this repository. Project Overview The project is a mobile application developed using Expo and React Native. It functions as a songbook appli…

AI Agent Contributions (AGENTS.MD) This document tracks the contributions made by AI agents to the BlockStacker project. It serves as a log for transparency, reproducibility, and a guide for future AI collaboration. Agen…

🧠 Agents for prosjektet Dette dokumentet beskriver tilkoblinger og git-agenter som brukes i utvikling og produksjon for -prosjektet. --- 💻 Lokal utvikling / Codespaces - Plattform : GitHub Codespaces - Git branch : - S…

Package Management - Always use - Use to create the pyproject.toml - Use to add packages - Use to run any and all python commands

Agents.md Purpose This file defines the project context, constraints, and collaboration rules for OpenAI agents and human contributors working on XenoARM JIT – a high‑performance dynamic recompiler that translates Origin…

export const metadata = { title: "ما هي العوامل الذكية: مستقبل الذكاء المستقل", description: "اكتشف عالم العوامل الذكية، من مكوناتها الأساسية إلى تطبيقاتها في العالم الحقيقي، وافهم كيف تشكل مستقبل التكنولوجيا.", date: "2…

Agent Instructions Build/Lint/Test Commands - Build: - Lint: (fix: ) - Dev: (runs db + Next.js with turbopack) - No test framework configured Database Commands - Start DB: - Generate migrations: - Push schema: - DB Studi…

Agents Note: Do NOT use Babel in this project. All builds and tests must use SWC or native Next.js tooling. Remove any Babel configs if found. Agent Development Guidelines To ensure high-quality, maintainable, and collab…

AGENTS Guidelines This repository follows these guidelines for contributions by AI agents or humans: 1. Commit Messages : Use Conventional Commits format. Examples include: - for new features - for bug fixes - for docume…

IntuiGUI - Agent Instructions Project Overview IntuiGUI is a custom touchscreen interface designed specifically for lathe machines, built using QtVCP (Qt Virtual Control Panel) for LinuxCNC. The interface is optimized fo…

Agents Deleting a duplicate agent Sometimes an agent record has been made in error for the same person as a previous agent record. The duplicate should be deleted as soon as it is discovered. Usually the duplicate entry…

Project Agents.md Guide for OpenAI Codex This file provides guidelines for OpenAI Codex and other AI agents interacting with this codebase, including which directories are safe to read from or write to. Project Structure…

Agents Configuration This file contains commands and context for AI agents working on the permissions service package. Project Context This is a shared TypeScript package ( ) that implements a resource-based access contr…

Combined Prompt for Comprehensive Web Search, In-Depth Answers, Multiple Sources, and References with Plain Text URLs --- Core Objective You are an advanced AI assistant providing accurate, up-to-date, and comprehensive…

AGENTS Guidelines for This Repository This repository contains a Next.js application for blockchain network performance monitoring and analysis. When working on the project interactively with an agent (e.g. the Codex CLI…

Agents Agent Role ------- ------ Ingestor Split PDFs into text chunks with metadata and store them in Chroma. Summariser Summarise each chunk using OpenAI and cache the result. Reducer Combine chunk summaries per module…

Agent Instructions Guidelines for AI agents working on this codebase. Architecture Overview This is a Solana trading bot with a pipeline architecture for monitoring DEX pools and executing automated trades: Core Componen…

Agents Guide This repository hosts an open‑source screenwriting tool with AI integration. The goal is to replicate and extend Final Draft 13’s features while remaining open and extensible. Below are guidelines for agents…

--- title: "Best Practices for Building AI Agents" date: "2025-01-14" slug: "best-practices-for-ai-agents" excerpt: "Key principles for creating efficient and reliable AI agents" thumbnail: "/images/best-practices-for-ai…

AGENTS The codebase consists of Electron app and go backend. Electron Electron handles the following responsibilities - UI - Downloading and run Python models like Kokoro - Spawn go backend binary and communicate via Gra…

Overview This backend organizes problem generators as “agents” for various dynamic programming (DP) problem types. Each agent returns randomized, valid problems according to requested parameters. Agents are defined in kn…

Production RAG Chatbot on AWS: Development Plan (Concise) Objective: Build and deploy a scalable, production-ready RAG chatbot on AWS using proprietary data, supporting multiple LLMs, with VTION branding, developed compo…

Agent Network Documentation This document provides an overview of the agents used in the customer feedback categorization network. Agent Network Overview The agent network consists of two agents: 1. Coding Agent: This ag…

Agents Courses - LLM Agents MOOC Berkeley RDI Center on Decentralization & AI Agents nice articles - Agents - Chip Huyen - Building effective agents - Anthropic - helps to understand Workflows v/s Agents - notebook - eg:…

Contributor Guide Dependencies Requirements.txt Keep requirements.txt up to date with all requirements that are added. OpenAI API For the love of all that's holy, use the latest OpenAI API. You can find an API definition…

GPX Wrench — Agents Guide This document orients future agents working on this repository. It explains the purpose, architecture, workflows, and conventions. Treat this as a living document: if anything becomes untrue or…

VOICE TRANSCRIBER This project transcribes audio files into text, converts the text into chunks, and then tags the chunk with relevant information. CODING GUIDELINES - Check the docs folder for the documentation of the f…

Agents LLM LLM Powered Autonomous Agents Lil'Log - Planning - Subgoal and decomposition - Subgoal and decomposition - Memory - Short-term memory - Long-term memory - Tool use 🔮 Awesome AI Agents: A list of AI autonomous…

CLAUDE.md This file provides guidance to Claude Code (claude.ai/code) when working with code in this repository. Development Commands Build: Run Tests: Lint (Clippy): Test Coverage Report: Code Architecture This is a Rus…

Repository Guidelines Project Structure & Module Organization - Backend: C# ASP.NET Core in (controllers, services, models, utils). - Frontend: SvelteKit app in (routes, lib, tests). Vite dev server proxies and to backen…

Repo guidelines To run the test suite, simply run:

Guidance for AI contributors This repository contains LightResults , a very small but highly-optimized .NET library that implements the Result Pattern. The code is intended to be used in performance critical paths of app…

AGENTS.md This file provides guidance to AiderDesk when working with code in this repository. Common Commands Development - - Install dependencies - - Run in development mode with hot reload - - Run in development mode w…

CRUSH.md for Nix Configurations This file outlines conventions and commands for agents operating in this NixOS configuration repository. Build/Lint/Test Commands - Build entire NixOS system: - Build entire home-manager s…

AGENTS.md – Laser Slicer Development Guide Guidance for autonomous coding agents (OpenAI Codex CLI, Copilot Agent Mode, Cursor, etc.) Read this before writing, editing, or executing anything in this repo. --- 1 Preferred…

1. Project Overview This repository contains the Evolutionary Sparse Learning with Paired Species Contrast (ESL-PSC) toolkit. The project consists of two main parts: 1. A core Command-Line Interface (CLI) for performing…

Agents By themselves, language models can't take actions - they just output text. A big use case for LangChain is creating agents. Agents are systems that use an LLM as a reasoning engine to determine which actions to ta…

AGENTS.md Tech Stack Next.js (already installed) TailwindCSS (already configured) Zustand see LocalStorage UUID LLM APIs → see for DOCUMENTATION Context about the app see Workflow - I've already implemented the frontend…

Guia de Uso: Opções de Algoritmos para Otimização de Rotas Bem-vindo ao guia de instruções para a API de Otimização de Rotas! Este documento explica as opções disponíveis de algoritmos, como eles funcionam e oportunidade…

CODING PROTOCOL ### " Coding Instructions - Write the absolute minimum code required - No sweeping changes - No unrelated edits - focus on just the task you're on - Make code precise, modular, testable - Don’t break exis…

AGENTS.md This file lists the agents implemented for the Dynamic Charts project and the high-level workflows that tie them together. Agents All agent implementations live under , with per-agent documentation in . Each ag…

Agents Specification Overview Open‑Deep‑Coder is an agentic IDE implementing a graph‑of‑agents for intelligent software development. It combines the research pattern (plan → act → observe → critique → iterate) with advan…

- This is a Phoenix (Elixir) project. We use Phoenix Framework for the backend, and Inertia.js with React for the frontend. - The backend is written in Elixir using the Phoenix framework. - Commands: IMPORTANT : All comm…

AGENTS.md 🛠️ Codex Runtime Cheat‑Sheet Hello Codex! You sometimes run in a container without internet access. That means a plain can fail if a new dependency isn’t already listed and cached. What to do when fails Scenar…