Search results for "guidelines"
Microsoft Azure Core Library for Python
Utility tool for converting various files to Markdown
Property-based testing framework for Open API and GraphQL based apps
django-taggit is a reusable Django application for simple tagging.
A package that allows you to utilize 12factor inspired environment variables to configure your Django application.
Lightweight, extensible schema and data validation tool for Pythondictionaries.
Core component of the Microsoft Graph Python SDK
89 skills and 38 specialized agents that enforce proven engineering practices for AI-assisted development. TDD, systematic debugging, parallel code review, and 10-gate development cycles — as a Claude
Agent Package Manager
The agent engineering platform
Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks.
MCP Workspace Server: A secure Model Context Protocol server providing file, git, and GitHub tools for AI assistants within a sandboxed project directory.
Debug, evaluate, and monitor your LLM applications, RAG systems, and agentic workflows with comprehensive tracing, automated evaluations, and production-ready dashboards.
Build resilient language agents as graphs.
Official MCP Servers for AWS
🔬 Harness Vibe Research with Self-evolving AI Scientists
RAGFlow is a leading open-source Retrieval-Augmented Generation (RAG) engine that fuses cutting-edge RAG with Agent capabilities to create a superior context layer for LLMs
Build autonomous AI agents in Python.
423 plugins, 2,849 skills, 177 agents for Claude Code. Open-source marketplace at tonsofskills.com with the ccpi CLI package manager.
An open-source, code-first Python toolkit for building, evaluating, and deploying sophisticated AI agents with flexibility and control.
Knowledge Engine for AI Agent Memory in 6 lines of code
The Unofficial and Awesome Home Assistant MCP Server
Self improving agents through iterations
Open-source persistent memory for AI agent pipelines (LangGraph, CrewAI, AutoGen) and Claude. REST API + knowledge graph + autonomous consolidation.
Memori is agent-native memory infrastructure. A SQL-native, LLM-agnostic layer that turns agent execution and conversation into structured, persistent state for production systems.
Build and run agents you can see, understand and trust.
SRE Agent - CNCF Sandbox Project
Python SDK, Proxy Server (AI Gateway) to call 100+ LLM APIs in OpenAI (or native) format, with cost tracking, guardrails, loadbalancing and logging. [Bedrock, Azure, OpenAI, VertexAI, Cohere, Anthropi
AI-first security scanner with 76 analyzers, 9,600+ detection rules, and repo poisoning detection for AI/ML, LLM agents, and MCP servers. Scan any GitHub repo with: medusa scan --git user/repo
Universal memory layer for AI Agents. It provides scalable, extensible, and interoperable memory storage and retrieval to streamline AI agent state management for next-generation autonomous systems.
Make AI work for Everyone - Monitoring and governing for your AI/ML
Infrastructure that connects LLMs to ERPNext. Frappe Assistant Core works with the Model Context Protocol (MCP) to expose ERPNext functionality to any compatible Language Model
Python Deep Agent framework built on top of Pydantic-AI, designed to help you quickly build production-grade autonomous AI agents with planning, filesystem operations, subagent delegation, skills, and
Code, Build and Evaluate agents - excellent Model and Skills/MCP/ACP Support
Open-source MCP server for LinkedIn. Give Claude and any MCP-compatible AI assistant access to profiles, companies, jobs, and messages.
The Best AI Agent Framework for Agent Collaboration.
MCP server for Fabric Real-Time Intelligence (https://aka.ms/fabricrti) supporting tools for Eventhouse (https://aka.ms/eventhouse), Azure Data Explorer (https://aka.ms/adx, and other RTI services (co
Monocle is a framework for tracing GenAI app code. This repo contains implementation of Monocle for GenAI apps written in Python.
The conversational control layer for customer-facing AI agents - Parlant is a context-engineering framework optimized for controlling customer interactions.
An AI Gateway, registry, and proxy that sits in front of any MCP, A2A, or REST/gRPC APIs, exposing a unified endpoint with centralized discovery, guardrails and management. Optimizes Agent & Tool call
🐫 CAMEL: The first and the best multi-agent framework. Finding the Scaling Law of Agents. https://www.camel-ai.org
Comprehensive paid advertising audit & optimization skill for Claude Code. 225+ checks across Google, Meta, YouTube, LinkedIn, TikTok, Microsoft & Apple Search Ads with weighted scoring, parallel agen
🚀 The fast, Pythonic way to build MCP servers and clients.
Agent Zero AI framework
The Multi-Agent Custom Automation Engine Solution Accelerator is an AI-driven system that manages a group of AI agents to accomplish tasks based on user input. Powered by Microsoft Agent Framework, Az
vMLX - Home of JANG_Q - Cont Batch, Prefix, Paged, KV Cache Quant, VL - Powers MLX Studio. Image gen/edit, OpenAI/Anth
Official data.gouv.fr Model Context Protocol (MCP) server that allows AI chatbots to search, explore, and analyze datasets from the French national Open Data platform, directly through conversation.
Python SDK for Milvus Vector Database
AI-powered development framework with task management, 41 agents, 83 skills, and MCP tools for Cursor, Claude Code, Gemini, Codex & OpenCode. File-based memory that survives across sessions.
Nextcloud MCP Server
Open-source sandboxes where coding agents build and deploy. Spin up isolated environments where Claude Code, Cursor, and other agents code and deploy software.
Project-agnostic, composable AI workflow automation via pi packages and Claude Code plugins.
Open-source framework for conversational voice AI agents
See how you really use AI — X-ray your AI coding sessions locally
Full featured redis cache backend for Django.
MCP Server for Computer Use in Windows
Python ETL framework for stream processing, real-time analytics, LLM pipelines, and RAG.
My personal Claude Code and OpenAI Codex setup with battle-tested skills, commands, hooks, agents and MCP servers that I use daily.
Crawl4AI MCP Server: Extract content from web pages, PDFs, Office docs, YouTube videos with AI-powered summarization. 17 tools, token reduction, production-ready.
Tools for labeling human languages with IETF language tags
An MCP server plus a CLI tool that indexes local code into a graph database to provide context to AI assistants.
OpenClaw reimagined in pure Python — autonomous AI agent with memory, RAG, skills, web dashboard, voice input, daemon, and multi-channel support.
AI Agent Backend Platform on FastAPI — MCP server + AI orchestration + async DDD architecture. Zero-boilerplate CRUD, auto domain discovery, 14 Claude Code AI development skills.
Enterprise-grade distributed AI agent framework | Develop → Deploy → Observe | K8s-native | Dynamic DI | Auto-failover | Multi-LLM | Python + Java + TypeScript
A High-Availability, Transparent, and Smart Multi-Vendor Proxy for Claude Code. Support Claude Plans, GitHub Copilot, Google Antigravity, ZAI/GLM, MiniMax, Qwen, Xiaomi, Kimi, Doubao...
Buddhist Digital Text Platform — 9,200+ texts, 500+ sources, 8 UI languages, AI Q&A (RAG), knowledge graph, full-text search
🛡⚔️AI-Powered Penetration Testing Framework with automated vulnerability scanning, multi-agent system, and compliance reporting🛡⚔️
Benchmark for vector databases.
A local sandbox for your AI agents
Connect AI models like Claude & GPT with robots using MCP and ROS.
Alibaba Cloud adb (20211201) SDK Library for Python
Open-source, contract-driven data quality validation. Shift-left enforcement at the point of write — before data enters your pipeline.
Lightweight, embedded graph-based memory system for AI applications. Fast (<3ms recall), offline-first, with MCP server support for Claude and other AI tools.
Agentic Coding Rules, Templates etc...
An open-source long-horizon SuperAgent harness that researches, codes, and creates. With the help of sandboxes, memories, tools, skill, subagents and message gateway, it handles different levels of ta
Curated list of the best truly open-source AI projects, models, tools, and infrastructure.
Community-contributed instructions, agents, skills, and configurations to help you make the most of GitHub Copilot.
Autonomous Offensive Security Intelligence AI-powered multi-agent penetration testing
Conversational & memory-enabled AI research partner for multi-omics analysis. From biological idea to full research paper.
Agentic AI assistant on Telegram, powered by Claude Code. Runs locally with shell access, spec-driven PR reviews, layered security, persistent memory, and scheduled jobs. Your machine, your data, your
AI skills that turns coding agents into UiPath experts.
Synthadoc: An open-source LLM knowledge compilation engine that turns raw documents into structured, local-first wikis. A transparent, human-readable alternative to traditional RAG, which can be self-
MCP Server for Simplenote integration with Claude Desktop
Local AI server with persistent memory, RAG, and multi-backend inference (MLX / llama.cpp / Ollama). Runs entirely on your machine — zero data sent to external services.
Search your files by talking to them - 100% offline
A comprehensive suite of protocols, meta-prompts, and orchestration tools designed to streamline software development workflows, project management, and team collaboration. Includes the VibeCode Proto
220+ Claude Code skills & agent plugins for Claude Code, Codex, Gemini CLI, Cursor, and 8 more coding agents — engineering, marketing, product, compliance, C-level advisory.
A programming framework for agentic AI
Alibaba Cloud openapi SDK Library for Python
Continuous prompt optimization for AI applications. Collect feedback, auto-optimize with DSPy, deliver as reviewable PRs.
MCP Server for Apache Spark History Server. The bridge between Agentic AI and Apache Spark.
AI-powered PRD generation for Claude Code with taskmaster integration
arXiv MCP Server Client 🐙 enables AI assistants to search, retrieve, analyze, and summarize arXiv papers with features like author/category browsing, trends, and citation insights.
JSON Agents - A universal JSON-native standard for describing AI agents, their capabilities, tools, runtimes, and governance in a portable, framework-agnostic format. Based on RFC 8259, JSON Schema 2
CloneMe is an advanced AI platform that builds your digital twin—an AI that chats like you, remembers details, and supports multiple platforms. Customizable, memory-driven, and hot-reloadable, it's th
🍀 Self-hosted multi-agent AI orchestrator — chat with Claude, Gemini & Copilot CLI from Telegram, WebEx, or browser. 5 runtimes, 17+ models, task scheduling, skill plugins.
Autonomous coding agent with web research (Recon), adversarial plan debate, 5-tier cognitive memory, multi-model routing (Gemini + DeepSeek + Ollama), 24/7 loops, and $0 local mode. Apache 2.0.
A Model Context Protocol server that provides task orchestration capabilities for AI assistants
Workspace Architect is a zero-friction CLI tool that provides curated collections of specialized agents, instructions, and prompts to supercharge your GitHub Copilot experience.
🚀 Run a high-performance MCP server for Zotero, enabling customizable workflows without cloud dependency or API keys.
🪈 Intelligent orchestration system that coordinates multiple AI coding assistants (Claude, Codex, Gemini CLI, Copilot CLI) to collaborate on complex software development tasks via REPL or a Vue/Nuxt
Self-hostable RAG platform - document ingestion, embedding, and vector search behind a simple REST API
Provide open-source AI bots for Lark to automate tasks like brainstorming, project planning, content creation, and monitoring within a secure chat interface.
A collection of Summoner clients and agents featuring example implementations and reusable templates
Autonomous, multilingual AI voice agent using ElevenLabs, LangGraph, and RAG for government services
🧠 Qualify leads with an AI-driven system that understands intent, asks key questions, and structures quality leads without hardcoding processes.
Ensure marketing content stays on-brand by using AI to generate, audit, and validate materials across platforms with any large language model.
🤖 Build your own local Retrieval-Augmented Generation system for private, offline AI memory without ongoing costs or data privacy concerns.
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Convert website capabilities into reusable, API-first AI skills with automated authentication and seamless integration for workflow automation.
🚀 Build and scale reliable Retrieval-Augmented Generation (RAG) systems with this curated collection of tools, frameworks, and best practices.
🧠 Enhance your AI coding assistant with a universal knowledge base and rules system, compatible with any project and editor.
🔍 Enable AI-driven network security scanning with a production-ready Nmap MCP server supporting diverse tools, scan types, and timing templates.
⚡ Optimize vector searches with a hyper-efficient cache that uses machine learning for faster, smarter data access and reduced costs.
📄 Transform your workflow with persistent markdown files for planning, tracking progress, and storing knowledge like a pro.
📊 Transform research papers into professional slides and posters seamlessly and quickly with Paper2Slides, saving you valuable time.
Web-Use is a CDP powered Browser Agent
🧠 Enhance visual search with Mini-o3, providing state-of-the-art multi-turn reasoning and easy-to-use training code for advanced AI applications.
🚀 Build an enterprise-ready RAG system to enhance technical documentation querying with LangGraph and multi-step reasoning workflows.
📚 Learn from diverse sources with OmniLearnAI, an intelligent platform that combines documents, videos, and more, all with reliable citations.
🦾 A production‑ready research outreach AI agent that plans, discovers, reasons, uses tools, auto‑builds cited briefings, and drafts tailored emails with tool‑chaining, memory, tests, and turnkey Dock
Intelligent Model Context Protocol (MCP) server for AI-assisted API development. Generate mock servers from OpenAPI specs with advanced logging, performance analytics, and server discovery. Optimized
AI News Scraper & Semantic Search: A Python application that scrapes news articles, uses GenAI to generate summaries and identify topics, and provides semantic search capabilities through vector embed