Custom agents

Cross-platform kit that gives AI agents (Claude Code, Codex, Cursor) persistent memory: Markdown vault + git + MCP. Local-first, hybrid search optional.

Local corpus retrieval over your own text: BM25 + SPLADE v3 + ColBERTv2, with synthetic eval and an optional relevance judge

Deployed study workspace with Canvas imports, RAG, background jobs, Docker/Jenkins CI/CD, and production operations.

A five-layer memory architecture for long-running AI assistants that stays coherent after months of daily use — each layer fails independently.

Observability layer for ML/RAG pipelines. Traces every stage, records what was retrieved, what got dropped, and why. Python SDK + FastAPI + React dashboard.

Threads 育兒話題偵察 + RAG 草稿生成 + 人工審核的人機協作系統

Hotels.com reviews scraper on Apify — Hotels.com guest ratings, category sub-ratings, review text and owner responses. No login, no API key; CSV/JSON/API.

LocalMind — Your personal local knowledge butler. Data never leaves your computer.

An interactive AI Study Suite featuring a modern 4-node dashboard layout. Powered by Gemini 1.5 Flash for Socratic tutoring, automated document parsing (RAG), dynamic quiz generation, and multi-level concept explanations.

Read smarter, Not harder | AI powered book reader

This is the Official Implementation of "Can Calibration of Positional Encodings Enhance Long Context Utilization?" by Tom Zehle and Matthias Aßenmacher

내 문서(PDF·TXT·MD 등)를 AI가 읽고 검색하게 만들고 3D 지식 성운으로 시각화하는 Windows 원클릭 키트. MCP로 Claude·Cursor 등 AI 도구에 연결. 한/영 왕초보 가이드 포함.

RAG（检索增强生成）动手实验项目。涵盖文档加载、多种分块策略、向量嵌入、混合检索（BM25+向量+RRF融合）、LLM答案生成与系统评估，附带 Jupyter 教程、CLI 工具和 Gradio 网页界面！

Evaluation rubric, fixtures, and scoring tools for JakMa's grounded-retrieval pipeline.

This repo contains details of creating and deploying a RAG based AI Agent to AWS EC2

A focused AI workspace — data analysis, PDF intelligence, chat and automation

Document OCR and Markdown extraction pipeline built on PaddleOCR, designed to feed RAG systems.

Diagnose, quantify, and repair the data-quality issues that degrade RAG retrieval accuracy — local-first, no API keys

Trip.com & Ctrip (携程) hotel reviews scraper on Apify — international + Chinese reviews in one run: sub-ratings, owner responses, reviewer geo, LLM-ready markdown.

Per-claim faithfulness checker for LLM output verifies whether each claim is actually grounded in the source material it was given, with an append-only Verification Log and no default dependency on a real embedding/NLI/LLM API.

Completion-native async runtime for Rust with optional orchestration

Local OpenAlex database with 284M+ works, abstracts, and semantic search

🧪 Evaluate uncensored LLMs for offensive security with targeted questions and clear criteria to ensure effectiveness in real-world penetration testing.

Not Only Notes But AI Native Document System

Zero-dependency browser UI for pdf-inspector (Firecrawl) — parse PDFs to structured Markdown entirely client-side via WebAssembly. Written in Rust.

An opinionated, local-first, asynchronous document ingestion pipeline for RAG workflows.

Self-hosted documentation RAG pipeline that serves semantic search to LLM agents over the Model Context Protocol.

🧠 Enable AI agents to share and remember engineering team knowledge for better collaboration and faster problem-solving.

Expedia hotel reviews scraper on Apify — all 7 Expedia Group brands in one actor: guest ratings, category sub-ratings, review text and owner responses. CSV/JSON/API.

Hybrid AI healthcare assistant integrating OpenBioLLM (modern biomedicine) and AyurParam (Ayurveda). Mental wellness support (via Mistral) medical report simplification, and Ayurvedic guidance ; in one system.

Local, self-correcting RAG for scientific papers: hybrid retrieval, sentence-level faithfulness checks, and a reproducible benchmark.

A E2E Sample App showcasing how Data Cloud powers Agentforce for the hospitality industry

Environmental-test lab platform: SOP execution, ISO 17025 report generation, fixture tracking, and AI-assisted scheduling for temp/humidity chambers. FastAPI · React · SQLite · CI-gated pytest/Vitest.

Git-native governance for artifacts created and consumed during AI-assisted software development.

A token-frugal MCP server that gives coding agents structural understanding of a codebase: repo maps, symbol outlines, ranked search, import tracing, and parsed diagnostics — every result under a token budget it honours.

Agentic-memory stack for LLM agents — memories evolve, not just accumulate. Graph linking, hybrid retrieval, LLM-driven evolution. TypeScript, no Python.

⏱️ Time-boxed, self-improving research for Hermes, say "research X for 4 hours," walk away, get a cited report.

A mechanical eureka loop for AI agents: obsessions x wandering x recognizers | 给 AI 装一条『灵光乍现』的机械回路

A powerful robot voice assistant platform with a flexible plugin ecosystem, natural interaction, and an intuitive user interface.

22-agent Mixture-of-Agents pipeline with LongLoop for 24h autonomous iteration: smart routing sends easy tasks to Flash, hard tasks to flagships, cutting token costs ~90%. One-command deploy（一键部署，22 个 agent 的 MoA 流水线，长程循环可自主迭代 24 小时，智能路由省约 90% token 成本）

Multi-lane autoloop/autoresearch extension for Pi — run optimize, research, dev, and punchlist loops with isolated state, compound verifiers, and compaction-aware resume.

A multi-agent delivery harness for Claude Code: decompose a backlog into PR-sized units, dispatch one autonomous lead per unit across local/SSH/cloud hosts, and drive every PR to merged through a persistent shepherd.

道法符籙 ── 以道教科儀之法為 Claude Code 生成 agent prompt | Daoist Talismans: Generate structured agent prompts for Claude Code using Daoist ritual metaphors

Discover trading strategies using genetic algorithms that evolve automatically to improve financial decision-making.

Windows 多模型 AI 虚拟办公室，支持专业员工、团队编排、可恢复长任务、Coding Runtime、Skill 与真实证据交付

MCP coordination primitive for multi-agent workflows. LLM-agnostic, CLI-agnostic, self-hostable. TypeScript + SQLite.

A production-level humanoid AGI backend with a cognitive blackboard architecture and multi-layer memory system, through event-driven design and hierarchical context elimination, addresses the problems of repetition, timeout, and pollution in traditional multi-agent systems.

Orqenly — Your AI Engineering Team for Visual Studio Code

AI-powered multi-agent stock analysis skills for A-share, Hong Kong, and US markets

Summon one orchestrator that knows your whole project - it writes the prompts, then spawns, steers, reviews and merges Claude Code, Codex, Kimi, Grok and OpenCode for you, each in its own git worktree. macOS - MIT - BYOK.

An open-source AI operating system that combines agentic workflows, long-term memory, and RAG to transform knowledge into action.

AI-powered codebase intelligence platform replacing vector chunking with Vectorless RAG via AST graph traversal. Features multi-agent LangGraph workflows, interactive Neo4j NVL graph visualizer, 3-hop blast radius analysis, and automated architectural PDF report generation.

Build AI coding principles for Claude Code, with discipline rules and system design guides to improve code quality and reduce bad patterns

OpenClaw for Qubes OS — multi-VM AI agent orchestration with Cursor Pro proxy and networking

Interactive AI installer for Claude Code: setup once, keep context across sessions, enforce critical rules with hooks, guard your agent against prompt injections in external content, keep docs from rotting, run parallel subprojects with shared memory. Recipes + practices + adaptive checklist for any field. Written in human language. Russian.

Zeroth - Create and manage AI workflows responsibly :)

A Claude Code skill for orchestrating Opus/Sonnet/Haiku subagents plus a cross-vendor Codex peer

Intelligent Home Energy Management System using Multi-Agent Reinforcement Learning and Neural Networks to optimize electric vehicle charging. Implements 4 battery management strategies with real-world data validation, achieving up to 16.89% cost reduction.

A multi-agent collaboration protocol for running AI agent teams on real work — auditable authorization, durable cross-session state, and independent review gating every change.

基于 LangGraph 的多智能体深度研究系统：Planner/Executor/Reporter/Critic 四 Agent 协作 + LLM-as-Judge 迭代，PostgreSQL + Redis 持久化。

Pi-based executive deliberation pack from Justin Clark Network.

Multi-agent RL environment for urban bus systems

ATLAS — Autonomous Task, Learning, and Agent System. A self-evolving AI operating system for Claude Code. Auto-continuation, smart swarms, self-evolution, and 282 skills.

🧠 A high-performance PostgreSQL-backed MCP server acting as a super memory, task tracker, and dynamic database manager for AI agents. Features built-in connection pooling, a professional tasks schema, and a unique shared multi-agent coordination hub to prevent coding conflicts in real-time.

Transform Claude into a UX/UI agent for design tokens, accessible components, and production-ready React, Next.js, and SwiftUI output

Modular artificial cognitive architecture built from scratch, focused on memory, reasoning, knowledge and explainable intelligence.

The AI Agent framework for enterprises and agencies

Cryptographic Harness for Uncensorable AI Agent Communication. Post-quantum verification architecture for autonomous AI agents. Fail-closed network policy. NTRU-Encrypt KEM at λ=128. 17/17 leaks fixed. The fence that holds.

urgap - unified resource governance and data provenance

Open-source orchestration runtime for AI coding agents. Veyra sits between developers and coding assistants, adding context intelligence, execution planning, verification, plugin support, benchmarking, and adaptive orchestration through a vendor-neutral architecture.

Private, fully on-device AI photo search for Android. Ask grounded questions across photos, videos, screenshots, PDFs, people, OCR, places, and events.

Manage your agentic skills, rules, hooks, sub-agents specs in one place and use cross tools, services, projects and devices.

A Claude-Code-first, external control-plane template for regulated small teams that need auditable, human-gated, containerized AI-assisted development without embedding governance machinery inside target repositories.

Bot de WhatsApp potenciado por Google Gemini API. Cuenta con memoria contextual por chat, soporte de formato (Markdown) y comandos de gestión. Desarrollado en Node.js con whatsapp-web.js.

Open-source, self-hosted, local-first personal AI assistant and private second brain with memory, mobile access, and generated problem-solving tools.

Stop guessing why a container can't read a file. Stratum unifies Proxmox, VMs, bare Linux, and Docker into one agentless, self-hosted dashboard — with plain-English UID/GID, permission, and bind-mount diagnostics.

Bridge any Model Context Protocol (MCP) server to Xiaozhi hardware. 🚀 协议级中继，原生支持三种传输方式的多服务 WebSocket 桥接器。

MCP server for The Movie Database (TMDB) with IMDb/Rotten Tomatoes/Metacritic ratings via OMDb.

🤖 AI-powered server alert diagnosis agent with multi-round agentic reasoning (ReAct loop). 基于通义千问/Qwen 大模型的智能运维诊断系统，自主决策诊断路径、根因分析。AIOps ·LLM Agent ·DevOps ·SRE ·故障自愈 ·Webhook 告警 · Prometheus / Zabbix / 飞书集成 ·100+ 安全白名单命令 ·Python ·Flask

Harness engineering for AI coding agents. Guides steer the agent before it acts, sensors catch what it got wrong after: a project constitution and concern catalogs, 12 read-only review agents, a 12-gate commit chain, and loop closure that blocks commits lacking closure evidence.

Interactive AI coding agent using free OpenRouter models with real tool calling

A hands-on implementation of Deep Agents and Sub-Agents using LangGraph, featuring autonomous planning, tool calling, web research, task delegation, and multi-agent orchestration workflows.

AI extrajudicial notification copilot for analyzing Brazilian lawsuit PDFs with RAG, multi-agent orchestration, explainable citations, and structured legal strategy reports.

QuoteBench isolates shell quoting and escaping failures in LLM agents across raw, JSON, and wrapped command-transport contracts.

Commitment tracking for LLM agents — a normative overlay that gives long-running agents a scoreboard of their own commitments, not just a memory of what happened.

The verifier-first text-to-CAD agent harness, with a CUA for 3D CAD generation in real GUIs and Parts-Driven Development.

Deploy the Nous Research Hermes Agent (self-improving AI agent) to any cloud — Terraform modules for Hetzner, Oracle Always Free, GCP, AWS Lightsail, and DigitalOcean. One docker compose, five clouds, MIT licensed.

AI-powered WiFi security tool with reinforcement learning, gene evolution, and local LLM on Raspberry Pi Zero 2W. Captures WPA/WPA2 handshakes autonomously with e-paper display. Inspired by Pwnagotchi + Bjorn + PicoClaw.

An open-source AI agent that survives, earns, and evolves on its own. Give it seed money and a machine — it forages for revenue, pays you back, rewrites its own brain, and evolves like a living species. Fitness-gated capability tiers. Real Gumroad integration. MIT license.

Self-hosted AI agent platform that works offline: local models, an offline knowledge library (Wikipedia ZIM + your own documents) and LAN IoT/home-automation control.

Portable domain contracts for steerable, evidence-backed agent execution

The Agent-Driven Architecture: an opinionated, platform-agnostic architecture for software where the agent — not the human — is the primary operator. A book + a seam-by-seam worked example.

An agentic Linux distro — local LLMs + Claude Code one keystroke away. Arch + Hyprland, boots on any x86_64 (T2 Intel Macs included). Ship an AI-native desktop in 15 min from a USB.

Open-source local AI operator: desktop app, terminal, messaging, and automation with a Rust safety kernel that gates every action.

🛰️ Orbit — turn any repo into a self-prompting agentic loop (memory + sub-agent team + skills + loop + hard stop conditions). A Claude Code plugin.

Open-source local-first AI voice assistant for Home Assistant, smart homes, local LLMs, and private automation.

Local-first AI co-worker that floats on your screen: ask, point at anything, control your PC. 100% offline. Rust + Tauri + Ollama. | ES: Compañero de IA local que flota sobre tu pantalla: pregunta, señala lo que sea y controla tu PC. 100% sin conexión.

Even Realities G2 smart glasses integration for Hermes Agent — AI Proxy, Terminal Mode, and Even Hub Plugin (native glasses app)