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LLMs, agent workflows, RAG, MCP, prompting, and AI app patterns
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- 1634 Microsoft Graphrag 72e6a096GraphRAG is a modular graph-based Retrieval-Augmented Generation (RAG) system developed by Microsoft Research. It extracts meaningful, structured data from unstructured text using LLMs to create a...Votes: 0GitHub stars: 9
- 1634 Microsoft Graphrag 6501546d| Field | Value | | ------------- | ----------------------------------------------------------------------------------------------------------- | | Research Date | 2026-01-31 | | Primary URL | <https://microsoft.github.io/graphrag/> ...Votes: 0GitHub stars: 9
- 1632 Ra Aid Ea31434dRA.Aid (pronounced "raid") is a standalone autonomous software development assistant built on LangGraph's agent-based task execution framework. It implements a three-stage architecture (Research,...Votes: 0GitHub stars: 9
- 1632 Ra Aid Cabe35c9| Field | Value | | ------------- | --------------------------------------------------- | | Research Date | 2026-01-31 | | Primary URL | <https://ra-aid.ai/> | | Documentation | <https://docs.ra-aid.ai> | | GitHub | <https://github.com/ai-christianson/RA.Aid> | | PyPI | <https://pypi.org/project/ra-aid/> ...Votes: 0GitHub stars: 9
- 1558 Mcp Integration Guide 69a7c0d2This guide explains how to integrate Model Context Protocol (MCP) servers with the Hive Core Framework, enabling agents to use tools from external MCP servers.Votes: 0GitHub stars: 9
- 1557 Environment Setup Aa3a0c17Complete setup guide for building and running goal-driven agents with the Aden Agent Framework.Votes: 0GitHub stars: 9
- 1557 Environment Setup 88dddc86Complete setup guide for building and running goal-driven agents with the Aden Agent Framework.Votes: 0GitHub stars: 9
- 146 Cli Commands 4a42a248Complete command reference for lettactl.Votes: 0GitHub stars: 9
- 140 Claude 5ec3fb03This repository contains skills for AI agents working with dbt projects.Votes: 0GitHub stars: 9
- 1338 Ollama 31e3ee87!!! info "Language Support" This provider is only supported in Python. Ollama is a framework for running open-source large language models locally. Strands provides native support for Ollama, allowing you to use locally-hosted models in your agents. The [`OllamaModel`](../../../api-reference/python/models/ollama.md#strands.models.ollama) class in Strands enables seamless integration with Ollama's API, supporting: - Text generation - Image understanding - Tool/function calling - Streaming resp...Votes: 0GitHub stars: 9
- 1337 Responsible Ai A962eda5Strands Agents SDK provides powerful capabilities for building AI agents with access to tools and external resources. With this power comes the responsibility to ensure your AI applications are developed and deployed in an ethical, safe, and beneficial manner. This guide outlines best practices for responsible AI usage with the Strands Agents SDK. Please also reference our [Prompt Engineering](./prompt-engineering.md) page for guidance on how to effectively create agents that align with respo...Votes: 0GitHub stars: 9
- 1330 Utcp Fd306c31{{ community_contribution_banner }} The [Universal Tool Calling Protocol (UTCP)](https://www.utcp.io/) is a lightweight, secure, and scalable standard that enables AI agents to discover and call tools directly using their native protocols - **no wrapper servers required**. UTCP acts as a "manual" that tells agents how to call your tools directly, extending OpenAPI for AI agents while maintaining full backward compatibility. This community plugin integrates UTCP with [Strands Agents SDK](https...Votes: 0GitHub stars: 9
- 1284 Mcp Tools 03c87257vllm-mlx supports the Model Context Protocol (MCP) for integrating external tools with LLMs.Votes: 0GitHub stars: 9
- 1239 Virtual Keys 5e3bca04Track Spend, and control model access via virtual keys for the proxy :::info - 🔑 [UI to Generate, Edit, Delete Keys (with SSO)](https://docs.litellm.ai/docs/proxy/ui) - [Deploy LiteLLM Proxy with Key Management](https://docs.litellm.ai/docs/proxy/deploy#deploy-with-database) - [Dockerfile.database for LiteLLM Proxy + Key Management](https://github.com/BerriAI/litellm/blob/main/docker/Dockerfile.database) :::Votes: 0GitHub stars: 9
- 1239 Virtual Keys 58995a51Track Spend, and control model access via virtual keys for the proxy :::info - 🔑 [UI to Generate, Edit, Delete Keys (with SSO)](https://docs.litellm.ai/docs/proxy/ui) - [Deploy LiteLLM Proxy with Key Management](https://docs.litellm.ai/docs/proxy/deploy#deploy-with-database) - [Dockerfile.database for LiteLLM Proxy + Key Management](https://github.com/BerriAI/litellm/blob/main/docker/Dockerfile.database) :::Votes: 0GitHub stars: 9
- 1238 User Keys 0e2c7aabLiteLLM Proxy is **OpenAI-Compatible**, and supports: * /chat/completions * /embeddings * /completions * /image/generations * /moderations * /audio/transcriptions * /audio/speech * [Assistants API endpoints](https://docs.litellm.ai/docs/assistants) * [Batches API endpoints](https://docs.litellm.ai/docs/batches) * [Fine-Tuning API endpoints](https://docs.litellm.ai/docs/fine_tuning) LiteLLM Proxy is **Azure OpenAI-compatible**: * /chat/completions * /completions * /embeddings LiteLLM Proxy is ...Votes: 0GitHub stars: 9
- 1236 Provider Discounts F7c1ee52Apply percentage-based discounts to specific providers. This is useful for negotiated enterprise pricing with providers.Votes: 0GitHub stars: 9
- 1232 Logging Spec 8ab16e0eFound under `kwargs["standard_logging_object"]`. This is a standard payload, logged for every successful and failed response.Votes: 0GitHub stars: 9
- 1230 Deploy Ff29e11f[English Version](./deploy_en.md) > 完整的从零开始部署指南，涵盖 PyPI 安装、源码安装、大模型配置、IM 通道接入Votes: 0GitHub stars: 9
- 1230 Deploy B89179ca[English Version](./deploy_en.md) > 完整的从零开始部署指南，涵盖 PyPI 安装、源码安装、大模型配置、IM 通道接入Votes: 0GitHub stars: 9
- 1230 Deploy 928d7fea[English Version](./deploy_en.md) > 完整的从零开始部署指南，涵盖 PyPI 安装、源码安装、大模型配置、IM 通道接入Votes: 0GitHub stars: 9
- 1230 Deploy 4cb3552e[English Version](./deploy_en.md) > 完整的从零开始部署指南，涵盖 PyPI 安装、源码安装、大模型配置、IM 通道接入Votes: 0GitHub stars: 9
- 1230 Deploy 4a663e05[English Version](./deploy_en.md) > 完整的从零开始部署指南，涵盖 PyPI 安装、源码安装、大模型配置、IM 通道接入Votes: 0GitHub stars: 9
- 1230 Deploy 424b4e5c[English Version](./deploy_en.md) > 完整的从零开始部署指南，涵盖 PyPI 安装、源码安装、大模型配置、IM 通道接入Votes: 0GitHub stars: 9