Langchain agents

Run commands on network device with LLM using netmiko

LLM Sentinel Red Teaming Platform is an enterprise-grade framework for automated security testing of Large Language Models, detecting vulnerabilities such as jailbreaks, prompt injection, and system prompt leakage across multiple providers, with structured attack orchestration, risk scoring, and security reporting to harden models before production

This repository contains code examples of langchain

Trilith v0.1 beta — context engineering for agents (budgeted memory, 3 tiers, audit trail). Core is Python; use via REST or adapters (LangGraph / OpenAI Agents / Claude / TS). Needs trilith serve locally. No API key for Trilith itself. Not prod-hardened. Clone → pip install -e ".[server]" → try docs/adapters.md → open issues.

A Repository for Intelligent Agents Integrated with Retrieval-Augmented Generation for Querying Automotive Manuals.

The open standard for AI agent integrity. Evaluate, enforce, and prove that autonomous agents are adversarially coherent, environmentally portable, and verifiably assured.

Simple Chatbot using LangChain just Q & A Generative AI Application.

Step-by-step RAG tutorial for legal contract analysis — chunking, embeddings, BM25, hybrid search and Claude-based danger scoring, built from scratch without LangChain.

一个面向编程学习、面试准备和 AI 问答场景的springboot+langchain4j项目，在开源项目基础上优化并添加功能：https://github.com/liyupi/ai-code-helper 在此感谢作者开源对我的帮助。

Multi-layer token optimization for LLM applications — compress prompts, map codebases, reduce output. Zero required dependencies.

点击就能使用 AI Agent 工作台，集成对话、ai浏览器、工具调用、记忆、知识库、技能和定时任务，能作为你的个人工作助手来帮你完成自己的梦想。

A notebook-driven exploration of next-gen agentic RAG architectures and intelligent retrieval pipelines.

Smart Home with AI: Your private AI Agent using LangGraph, LangChain, Ollama to control home appliances which are being controlled via Micro-controllers like ESP32, ESP8266 etc. It is designed to work completely offline & private in nature. Users can interact to the AI with text prompts or voice commands to control the home appliances.

Um agente conversacional inteligente que responde perguntas sobre o estoque de produtos utilizando um modelo de linguagem (LLM), consultas SQL e interface interativa com Streamlit.

Deterministic snapshot testing for AI agents

ResearchPilot AI is an Autonomous Multi-Agent Research System that transforms a single question into a complete, evidence-backed research report using AI agents that plan, search, analyze, fact-check, visualize, cite, and refine information automatically. Includes interactive charts, detailed insights, downloadable PDF reports & modern Streamlit UI

An open, portable specification for describing AI agent workflows using a human-readable text language.

A lightweight, protocol-based AI agent framework with LangChain/LangGraph integration, powered by Pico-IoC dependency injection.

A collection of 100,000+ APIs designed to power your agents 🤖

Decepticon 2026: AI Red Team Toolkit 🔓 | Autonomous Security Agent

30 production-focused examples: covering RAG patterns, hybrid search, routing, agentic RAG, knowledge graphs, multimodal RAG, and debugging.

🦊狐聊--提供一个和我们心中对象对话的简单入口

🗺️ MRRA: A Mobility Retrieve-and-Reflect Agent for Mobility Prediction.

Resume Analyzer & Job Description Matcher is an AI-powered web application that extracts structured information from resumes and compares it with job descriptions to generate an ATS match score, identify missing skills. Built with Python, LangChain, Groq, Pydantic, and Streamlit.

Auperator 是一个基于 DeepAgents 架构的智能运维系统，能够自动监控 Web 应用、收集日志、智能分析并修复问题，最终通过提交 PR 完成闭环修复。

Checks for jobs continuously (24×7) on a schedule you control Parses job descriptions, extracts skills & keywords, and scores matches to your preferences Sends notifications (Email + Telegram bot supported in MVP) Generates tailored, job‑specific CVs (Markdown → optional PDF via Pandoc)

Unofficial LangChain for Rust — the easiest way to write LLM-based programs in Rust, powered by Tokio, standard async, agents, RAG, tools, and integrations.

This project creates a real-time conversational AI, either serverless via SvelteKit/Static or using LangChain with FastAPI as a web server, streaming GPT model responses and supporting in-browser LLMs via webllm.

Ask your database questions in English. The model emits a typed query plan, never SQL text - validated against the real schema and the caller's role before any SQL is generated.

Aria. A multi-agent digital marketing assistant. Give it a business objective and a brand tone; a team of agents writes the copy, plans the campaign, scores itself against a rubric, and reworks until it passes. Model-agnostic via a gateway.

LLM Tool for effective test evaluation of ML projects with curated Checklists and LLM prompts

Interactive numerical-methods platform — six root-finding algorithms with real-time visualization and Google Gemini AI assistance for step-by-step explanation.

minorAgent —— 轻量、清晰的 Agent 框架。内置丰富工具与多 Agent 协作，强可扩展性，适合 Agent 入门学习与二次开发。期待与社区共建。

Context Excavator solves a real problem: when you paste large codebases into ChatGPT, the AI gets lost in noise. You're feeding it 500 lines of code when only 20 lines actually matter. The LLM can't tell the difference, so it gives irrelevant answers. This project extracts only the code that matters, automatically..

Retrieval-augmented generation over custom document collections - FAISS semantic search paired with LLM reasoning, served via Streamlit

Multilingual voice and text conversational AI agent that automates sales calls, contextually answers questions using RAG, and dynamically segregates leads into HOT/WARM/COLD pipelines in 10 Indian languages.

🚀 基于 Agentic RAG 与 FAISS 向量检索的沉浸式英语记忆系统 | 包含多模态 OCR 结构化、词根知识图谱星状图、语义雷达与 SRS 动态复习闭环。

A multi-agent conversational financial analytics platform that combines company fundamentals analysis, SEC filing intelligence, and machine learning-based stock price prediction through an intuitive chat interface.

An interactive chatbot built with LangChain, featuring memory support to keep track of conversations and provide context-aware responses.

EV fleet analytics: a next-day revenue prediction pipeline (Ridge / Random Forest / XGBoost over leakage-safe lag features) plus a LangChain SQL-agent chat assistant with input/output guardrails. Walkthrough notebooks, and a production-readiness design doc.

MVP to showcase how MongoDB can be used to implement an end-to-end user-facing app

A Saas AI Platform built using latest tech such as Next.js, TypeScript, OpenAI, Langchain and Pinecone and Stripe to provide fast and efficient hiring process. Automatic interview, automatic cv screening, create and publish job effortlessly!

AI powered CLI tool to clone and run any repo.

Self-hosted AI Go-To-Market platform: 5 autonomous AI agents for ICP scoring, outreach personalization, deal intelligence, and churn prediction.

Faraday: An Autonomous Web Research Agent (LangGraph/Streamlit). 🕵️‍♀️ Investigates queries using dynamic tools (Tavily, Google, NewsAPI, etc.), gathers multi-source info, and synthesizes structured reports in a Streamlit UI. Features agentic workflow & source tracking.

An AI-native procurement assistant that turns procurement workflows into natural language actions.

This repository showcases the implementation of a Multi-Agent Research RAG (Retriever-Augmented Generation) Tool built with LangGraph.

An open-source AI agronomy agent that runs locally on your own machine or server, reaches you on Telegram and WhatsApp, and computes aquaponics system designs from a deterministic, source-cited engineering core instead of guessing them.

Synthelion compresses prompts before they reach any AI model — cutting token usage by up to 70%, reducing API costs, and speeding up responses. It works with any agent or framework: Claude Code, OpenAI, LangChain, OpenCode, Cursor, and more.

Multi-agent information organization workflow for search keywords, outlines, article synthesis, and shareable info boards. 中文：多Agent信息板报生成。

The most comprehensive LLM + MCP security guide i.e. OWASP aligned, real CVEs, actionable checklists

This repository contains a sophisticated AI agent built with LangGraph and LangChain that automates financial analysis workflows. The agent processes financial data from CSV files, performs competitor analysis, and generates detailed reports with interactive feedback loops.

Production-style AI knowledge platform for research papers using FastAPI, React, PostgreSQL/pgvector, Ollama, Docling, hybrid retrieval, cross-encoder reranking, streaming responses, and intent-based query routing.

This repository showcases the implementation of a Multi-Agent Research RAG (Retriever-Augmented Generation) Tool built with LangGraph.

Enterprise-grade conversational AI platform built with Django REST Framework, Next.js 15, LangChain, and PostgreSQL with pgvector, featuring Docker orchestration, Celery task queues, and production-ready architecture patterns for scalable AI chatbot deployments.

RAG-powered document chatbot using Llama 3.2 with hybrid retrieval, conversational history, and Gradio interface.

Full-stack ESG management platform - carbon tracking, CSR workflows, compliance audits, and AI-powered ESG advisory, all in one dashboard.

AlphaStream India is a production-grade, real-time investment intelligence terminal designed to empower Indian retail investors. Featuring a Bloomberg-style terminal UI, it integrates Gemini 2.0 Flash, FastAPI, and React 19 to deliver grounded, backtested, and high-alpha investment signals.

Full-stack Procurement & Vendor Management ERP - React 19 + Express 5 + MongoDB + Redis + Socket.IO. Features Google OAuth, LangChain AI assistant (Gemini 2.5 Flash), 2-level approval workflows, auto PDF invoices via ImageKit, Brevo email, JWT auth & Redis rate limiting.

Make any Python function crash-proof in 3 lines. The zero-daemon durability kernel for AI agents & scripts.

A friendly TUI for inspecting LangChain/LangGraph threads, checkpoints and LLM calls.

📧 Streamline your inbox with Email Agent AI; it automatically sorts, classifies, and archives emails across multiple accounts for effortless management.

从 0 手写 AI Agent —— 完整 Python 教程 不依赖 LangChain / LlamaIndex 等任何 Agent 框架，纯手写实现一个完整的 AI Agent 应用， 覆盖 Agent 的全部核心概念：LLM 调用、工具、ReAct 循环、记忆、RAG、规划、多智能体、评估。

AI Multi-Agent Documentation Writer using LangGraph, LangChain, and Google Gemini API

Track, visualize, and optimize LLM API spending. Monitor OpenAI & Anthropic costs per feature, detect waste, suggest savings. Zero-config Python profiler.

An example implementation of OpenAI and Langchain's ability to easily use third parties to produce internet aware outputs.

A harness agent knows you

Omnex is not a search tool. It is the memory substrate for the agentic era — the data layer that sits beneath AI agents, AI operating systems, and human-AI interaction. What exists today (file systems, folder hierarchies, manual search) is legacy. Omnex is the foundation of what comes next.

Self-hosted AI agent platform with a web UI. Agents, tools, MCP, Jobs, and Sites — one container, SQLite or PostgreSQL.

Real-time, multi-agent AI voice assistant with animated visual feedback. Built with LangGraph Swarm, FastAPI, WebSocket streaming, and React.

Shipping management app for teaching software testing — manual, UI automation, API and AI/agent testing. SvelteKit + LangChain.

基于大语言模型的桌面端思维导图生成与智能编辑工具，支持从文本和文档生成导图，并通过自然语言进行修改、扩展和知识库检索。

Curso de desarrollo de Agentes de IA Generativa para developers.

Production AI Agents for enterprise automation — 8+ specialized agents using LangChain, OpenAI function calling, and FastAPI. Multi-agent orchestration, tool use, planning loops, guardrails.

Architecto est un agent IA « Software Architect » : il assiste la conception logicielle (analyse de besoins, choix d'architecture, ADR, diagrammes, revue de code) en s'appuyant sur une base de connaissances vectorielle.

ObsiQuery is a local-first, privacy-preserving AI assistant that transforms your Obsidian notes into an interactive, queryable "second brain." It features a robust data pipeline with markdown-aware chunking and a sophisticated agentic layer built with langgraph, using a ReAct agent and specialized sub-agents (SLMs) for retrieval & synthesis

AgentBridge is a Python SDK for defining an agent once and running it across multiple agent frameworks.

Self-hosted execution infrastructure for AI agents — your clouds, your machines, your rules.

AI Agents PRO (FwDays, потік 08.2026) — наскрізний практикум: один запит клієнта, вісім шарів агентної архітектури. Кожен module = попередній + один шар.

A composable agentic framework on atomr actors and atomr-infer. Channelled state with checkpointing, dynamic HITL, retriever zoo, parallel tool dispatch, eval suites — the LangGraph + LangChain feature set in atomr's actor idiom.

Open-source self-hosted AI research assistant, RAG knowledge base, web research agent, multi-agent AI, MCP server, document chat, live web search, and AI automation platform with cited answers and report generation.

AI Agent Evaluation Platform - automated evaluation, multi-layer attribution analysis, data governance, Langfuse integration

An enterprise AI assistant platform (FastAPI + Vue 3)that modernizes legacy ERP workflows — compressing 3-dayquotation tasks into 15 minutes via intelligent dataextraction, optimized search, and model pooling. Alsofeatures local RAG with memory management and centralizedorder tracking. (Sanitized from the enterprisedeployment.)

Spring AI vs LangChain4j vs SAA 三框架同台对比（配套篇2）

A basic RAG chatbot using LangChain, ChromaDB & Streamlit with Multi-LLM support to answer questions from uploaded PDFs.

Agentic AI banking assistant with LangGraph multi-agent workflows, CockroachDB vector search, durable checkpointing, receipt OCR, fraud detection, and multi-provider support (IBM watsonx, OpenAI, AWS Bedrock, Google Gemini)

本地优先的 OA 智能运维平台：巡检 / 日志分析 / RAG 知识库问答 / 智能根因诊断（证据链 · 只读），Windows 绿色版免装即用 ｜ Local-first AIOps platform for OA systems: inspection, log analysis, RAG QA & evidence-based root-cause diagnosis (offline, portable).

The RAG Application (Gemini) is a Streamlit web application designed as a question-answering system. It retrieves information from uploaded PDFs using Google Generative AI and LangChain, allowing users to ask questions about the document's content and receive detailed, context-aware answers.

AI 知识库系统 - 基于 Spring Boot + FastAPI + Vue3 的 RAG 智能知识管理平台

📝 Generate engaging stories using GPT-2, while exploring how different parameters shape creative text output in this hands-on AI project.

AI agent memory & infrastructure landscape — comparative catalog of 912 systems × 68 columns covering memory layers, agent frameworks, runtimes, vector stores, knowledge graphs, MCP servers, benchmarks. Searchable with typed edges, lineages, citations.

Catch silent failures before your customer does.

A 10-day beginner LangChain bootcamp that runs entirely on free AI APIs. Ten notebooks and ten slide decks, from your first model call to a RAG assistant that cites real 10-K filings. No paid account, no GPU.

Per-turn skill selection for LangChain and deepagents agents: a fast judge picks the few skills a turn needs, so a catalog of hundreds stays out of the prompt.

Co-Founder is a multi agent system with shared memory that help small business run efficiently

A full-stack, multi-agent AI orchestrator that automates product strategy. Watch AI Sales, Engineering, and PM agents debate, scope, and compromise on client briefs in real-time.

AI-powered tender intelligence for suppliers — semantic matching, eligibility checks & bid drafting

This application allows users to upload documents (PDF, DOCX, PPTX, TXT) to their local machine, automatically chunk and embed the text into a completely local vector database using HuggingFace models, and "chat" with their documents seamlessly