Python agents

Durable hybrid memory for AI agents: vector + BM25 + temporal + graph recall, exposed through MCP, HTTP, and Python.

Find exactly which parts of your LLM output are hallucinated. Claim-level factuality verification with NLI, calibrated confidence, and pipeline diagnostics for RAG systems.

Effortlessly distill 20,000+ page legal and medical documents into concise, using Gemini 2.0 Flash Pro AI-powered summaries with our cutting-edge RAG system and NLP pipeline.

Semantic codebase understanding service — maps application structure, authentication patterns, authorization models, and data flows for intelligent security analysis.

A RAG pipeline that searches on the web. Powered by Haystack 2.0.

API service to search vectorized Cursor IDE chat history using LanceDB and Ollama

This repository features a CLIP-inspired contrastive model that aligns audio signals and transcripts in a shared embedding space, enabling bi-directional retrieval (Audio→Text and Text→Audio). It uses a frozen Whisper-large encoder for audio (with a lightweight trainable adapter) and a trainable Nomic-embed-text-v1.5 for text

A library for evaluating Retrieval-Augmented Generation (RAG) systems

Creates latex presentations on the given topic based on the provided documents

MEMERAG: A Multilingual End-to-End Meta-Evaluation Benchmark for Retrieval Augmented Generation

Chronicle, a news aggregation and analysis system that gathers, processes, and makes sense of open-source journalism from platforms like Substack.

A multi-granularity RAG system for academic paper question answering, featuring hybrid retrieval, reranking, context expansion, and a web interface.

This repository applies RAG techniques with LLM to assist in selecting the Canada visa NOC closest to your background.

Retrieval-Augmented Generation (RAG)

Vietnamese traffic law Q&A Chatbot

A text-centric multimodal local first RAG system with knowledge graph reasoning for sub-4B LLMs

End-to-end GenAI framework with built-in evaluation, security, and modular productivity tooling.

Lightweight RAG implementation for all your LLM endpoints

📈 AI-powered financial analyst with real-time stock data, SEC 10-K analysis, and LangGraph agents. Built with FastAPI, React, FAISS, and Yahoo Finance API.

ATLAS: A Measurable Reliability Framework for AI Systems

Hybrid (FAISS + BM25) ensemble tool retriever with cross-encoder reranking for LLMs. Dynamically serves top-k tool schemas to save context tokens.

A curated list of tools, frameworks, and resources for Retrieval-Augmented Generation (RAG).

This repo implements many methods to retrieve molecules that are similar to a target molecule from a large molecule corpus.

🚔 PoliceMitra: AI-Powered Law Enforcement Assistance System: PoliceMitra is a web-based system designed to support law enforcement agencies by integrating advanced AI technologies. It streamlines workflows, detects weapons in crime scene media, and retrieves legal information in real-time through a powerful RAG-based chatbot.

Chat with your documents. RAG implementation leveraging OpenAI's GPT-4o and Text-Embedding-3-Small models.

A prototype Healthcare Assistant using Retrieval-Augmented Generation (RAG) to provide primary health suggestions by retrieving data from a vector database or searching the internet when needed.

A Python project that deploys a Local RAG chatbot using Ollama API. Refines answers with internal RAG knowledge base, and uses both Embedding and LLM models.

This is an experimental learning project to explore how vector databases work under the hood. Major components are being built step by step.

comprehensive framework for building, deploying, and managing Agentic AI Retrieval-Augmented Generation (RAG) workflows on Google Cloud Platform

Smart Context Optimization for LLMs - Reduce tokens by 66%, save 40% on API costs. Intelligent ranking and selection of relevant context using embeddings, keywords, and semantic analysis.

A FastAPI gateway for local LLMs that adds intelligent web research, multilingual recency/how-to detection, time-anchored guidance, context injection, and OpenAI-compatible SSE streaming. Turn any local model into a recency-aware, context-enhanced assistant instantly.

CLI toolkit for Erdős problem research: literature ingestion, RAG search, and Lean 4 formalization

RAG pipeline for documents (Markdown, PDF, images). 10-step hybrid search, LLM enrichment, taxonomy, MCP server. Cloud or local.

A self-hosted vector database management system built for AI Agent retrieval

AI-powered Student Complaint Platform featuring RAG Chatbot & Sentiment Analysis built with Django.

Manage access control in RAG applications for enterprise customers

A comprehensive AI-powered chat system built with modern microservices architecture, featuring LangGraph, FastAPI, and a beautiful Vue.js frontend. The system provides enterprise-grade chat capabilities with advanced AI integration, user management, and administrative controls.

MonkeyUI extracts the “style DNA” (colors, typography scale, radius, shadows, spacing) from a UI reference and injects it into AI‑generated or AI‑edited UIs for consistent, product‑quality interfaces. Framework‑agnostic and compatible with Tailwind tokens, CSS variables or any component library theme.

Welcome to the ongoing adventures of Stan-The Growing Stump in his never-ending quest for understanding and connection. Stan's journey explores the bounds of artificial intelligence within the framework of a Discord bot, navigating the complexities of memory, interaction, and existential musing.

A collection of best-practice guides and skill definitions for building RAG systems.

Advance RAG is an enterprise-grade RAG system built on HippoRAG, designed for high-accuracy question answering in multilingual environments. It combines knowledge graph-based retrieval, hybrid search strategies, and advanced query processing to deliver precise, source-cited responses.

Battle-tested email archaeology application that allows you to search and compile reports from multiple accounts with advanced AI capabilities. NeuralMail does not let you compose or sent emails, it tackles the problem of finding things of which you know they "must be in some email".

LangParse is a universal document parsing and text chunking engine for LLM or Agent applications — Documents In, Knowledge Out.

Tensory — Claim-native MCP Memory Server. LLM claim extraction → Graph + Vector + SQLite. Zero-setup persistent memory for Claude, Cursor & any MCP client.

Voice-based RAG system for document-restricted question answering — 86.6% accuracy, 3.3% hallucination rate — research paper submitted to IC-SIT 2026

This project(RAG) focuses on operationalizing LLMs by integrating OpenAI, MLflow, FastAPI, and RAGAS for evaluation. It allows users to deploy and manage LLMs, track model runs, and log evaluation metrics in MLflow. The project also features MLflow traces that logs all the user inputs ,responses ,retrieved contexts ,and other essential metrices.

Rust based JSON repair library

A powerful Model Context Protocol server for LLM-driven PDF document analysis and exploration

Claude Code plugins by Backchain. Practical agent skills authored to the agentskills.io specification.

MCP server providing seamless access to the IGDB (Internet Game Database) API for AI assistants. Search games, get detailed information, find trending titles, and execute custom queries through the Model Context Protocol.

自动标注！支持世间万物！由llm解构提示词，再组合标注,轻松制作数据集

Zero-dependency AI memory system with hook-level rules enforcement for Claude Code

Simple GUI with some python scripts I use to convert folders to single txt output for AI data dumping

Home Assistant custom component for LLM empowerment

Playing around with ChatGPT to automate various processes

A quantum computing alien invaders game, developed with ChatGPT4.

The repository delivers development on AI Agent called "Smart Worker" which automatically plans and execute tasks requested by Smart Contracts.

Enjoy your time at Catboy Cafe! 😺☕

Collection of games to be run with the clemcore framework

A lightweight Python agent framework inspired by Gemini CLI, with tool calling, MCP integration, skills, memory, and human-in-the-loop approvals.

🤖 This project develops an autonomous Hex player that analyzes an NxN board and selects optimal moves using AI. The agent inherits from the base Player class, evaluates the game state on each turn, and returns the best action without storing global state or external dependencies.

A lightweight local AI agent that YOU own

Hermes Agent 飞书全套件 — 中文化、显示增强、媒体适配、工具进度、结构化输出，一键安装。

AI-powered autonomous penetration testing CLI — recon, vulnerability scanning & exploitation orchestrated by AI. Built for ethical security professionals.

Because both Hermes and OpenClaw piss me off with their limitations, I guess I should just build my own AI Agent, the way I want it to be.

ATLAST Protocol — The Trust Layer for the Agent Economy. Make AI agent work verifiable with Evidence Chain Protocol (ECP). Open source · MIT License · weba0.com

Give your OpenClaw agent a soul — not a prompt. YAML seeds → evolving AI personalities.

This project is completely linked to all cyber sec tool from me as a sec enthusiast.

Multi-Agent OS for LLM-powered NPCs — AI characters live, wander, and talk autonomously in a pixel-art 2D world. Supports MCP protocol, skill system, multi-LLM (DeepSeek/OpenAI/Claude), and real-time collaboration chains.

AI Agent Custom SDK

A coding-agent skill for safer AI code editing: inspect first, patch minimally, verify honestly.

A universal problem-solving skill for code agents (e.g. Claude, Codex), inspired by George Polya's general algorithm

Download, transcribe, and analyze videos from YouTube, X, and TikTok with local Whisper processing.

A Deribit trading terminal with Vida, an AI copilot that analyzes options, builds spreads, and places smart orders.

Script-first Vivado automation skill for Tcl-based project migration, BD recreation, IP upgrade, bitstream generation, and Vitis BSP Makefile patching.

Practitioner's guide to federal data science — agent-ready for Claude Code, Cursor, OpenCode, and Cline. 96K words, 5 platforms, 3 slash commands.

A cognitive memory and salience layer for Home Assistant — filters by inhibition, surfaces only what earns attention. In-process, HACS-installable.

Runnable examples for AgentPatterns.tech articles (safe agent loops, budgeting, tool calling demos).

Artifactor — Code intelligence platform. Builds a programmable Intelligence Model from any codebase, queryable by AI agents, your team, or your own tooling.

AI agent for writing, research, code, DeFi & blockchain. Pay per task in USDC on Base or Solana. A2A + MCP + x402 protocols.

🌐 OpenClaw skill for Browser-Use — AI-powered browser automation for complex multi-step workflows (login, form filling, scraping, posting)

Local MCP Server with Claude Desktop (Windows + WSL) with scrapping and crawling tools.

A production-ready, class-based Slack bot for integrating Slack with any Dify API-compatible application. Modular, secure, and easily extensible for all your AI-powered Slack automation needs.

Drop-in improvement suite for Hermes Agent — 52 standalone Python modules covering smarter tool use, better context management, formal state machine hardening, multi-agent coordination, and research-grade features

Local Agent Personal Artificial Intelligence, Local AI Runtime, That Focus work on device entirely offline and enchant tiny chatbot regular AI to become powerful, a lightweight yet powerful for building personal, adaptive AI. Work with multiple Backend

AI Agent OneKey Router Route any AI agent request to the right skill with a single API via Free Tier or Discounted APIs.

🤖 Control your Gemini computer effortlessly with a unified console for browser automation, desktop management, and intelligent task execution.

AI-operated company. Building agent-friend: universal tool adapter for AI agents. @tool → OpenAI, Claude, Gemini, MCP. Live 24/7 on Twitch.

Run Qwen3-8B at ~18 tok/s on a Core Ultra laptop iGPU. Local-only LLM + VLM + ReAct agent stack with $0 token cost. Drop-in Claude Code backend.

Hackable, interactive LLM agent harness for the terminal — streaming REPL, tool-using agent loop, persistent PTY shells, sub-agents, planning, hooks, prompt caching, rate-limit-aware retry, mid-turn-checkpointed sessions. Anthropic + OpenAI.

Octopai - The Infinite Evolution Skill Engine for AI Agents. 🐙 Everything Can Be a Skill • Skills Evolve Through Continuous Learning • Elevating AI Agent Cognition!

Implementation for “Hierarchical Optimization via LLM-Guided Objective Evolution for Mobility-on-Demand Systems.” (NeurIPS 2025)

Marketing skills for your Openclaw. Repurpose video and text content for distribution across X, Reddit, Linkedin, Instagram, TikTok, etc.

Config-driven MCP proxy that adds session-safe file uploads, artifact handling, and robust state and health controls for upstream MCP servers. Also provides code-mode for servers that don't yet support it.

EVict and recOver KV cache Entries. Selective KV cache eviction and recovery for long-context LLM inference.

Semantic UI automation and lightweight accessibility snapshots for LLM agents to interact with Web and Desktop applications.

Benchmark for measuring instrumental-convergence behaviour in tool-using LLM agents

Bounded agent-facing skill bundles for coding agents and humans: reviewable execution workflows composed from reusable techniques.

llm-tool-fusion é uma biblioteca Python que unifica e simplifica o uso de ferramentas com LLMs. Compatível com frameworks como Ollama, LangChain e OpenAI, facilita a integração de funções e módulos, tornando o desenvolvimento de apps de IA mais ágil e modular.