Search results for "mapping"
Factory boy classes for wagtail
Python port of Inquirer.js (A collection of common interactive command-line user interfaces)
Implements a fake file system that mocks the Python file system modules.
Fiona reads and writes spatial data files
A versatile test fixtures replacement based on thoughtbot's factory_bot for Ruby.
Cython hash table that trusts the keys are pre-hashed
MCP server for Claude Code and Codex. One tool call replaces ~42 minutes of agent exploration
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
Autonomous AI agent with persistent memory, self-learning, and earned autonomy. Cognitive partner that remembers, learns, and evolves.
⚡ Lightweight offline AI agent for local models. No cloud, no API keys — just your GPU.
Generates Kotlin Code from OpenAPI 3 Specifications
MCP server for Kaseya Autotask PSA — 39 tools for companies, tickets, projects, time entries, and more
Every meeting, every idea, every voice note — searchable by your AI. Open-source, privacy-first conversation memory layer.
Plugin suite + bundled MCP servers for Claude Code. Full delivery lifecycle: Agile pipeline with multi-model AI review, project bootstrap, documentation generation, codebase audits, performance optimi
A Model Context Protocol (MCP) server for interacting with Microsoft 365 and Office services through the Graph API
The leading, most token-efficient MCP server for GitHub source code exploration via tree-sitter AST parsing
423 plugins, 2,849 skills, 177 agents for Claude Code. Open-source marketplace at tonsofskills.com with the ccpi CLI package manager.
⚡️ Open-source AI Gateway — Use any SDK to call 100+ LLMs. Built-in failover, load balancing, cost control & end-to-end tracing.
A portable accelerated SQL query, search, and LLM-inference engine, written in Rust, for data-grounded AI apps and agents.
Seedance 2.0 Shot Design Skills
A Model Context Protocol (MCP) server that provides secure, read-only access to BigQuery datasets. Enables Large Language Models (LLMs) to safely query and analyze data through a standardized interfac
Agent-CI is local GitHub Actions for your agents.
ARIS ⚔️ (Auto-Research-In-Sleep) — Lightweight Markdown-only skills for autonomous ML research: cross-model review loops, idea discovery, and experiment automation. No framework, no lock-in — works wi
EdegQuake 🌋 High-performance GraphRAG inspired from LightRag written in Rust; Transform documents into intelligent knowledge graphs for superior retrieval and generation
Convoke extends BMAD Method AI agents with two types of installable modules: Teams bring new agents for a domain, Skills add new capabilities to existing agents. Install them independently or combine
RAG pipeline security testing toolkit - 27 techniques across 6 kill chain phases, mapped to MITRE ATLAS
OpenClaw-inspired autonomous AI agent built entirely in n8n. Adaptive RAG-powered memory, Skills via MCP templates, Expert Agents with delegated sub-agents, proactive task management, media understand
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
Nornicdb is a low-latency, Graph + Vector, Temporal MVCC with all sub-ms HNSW search, graph traversal, and writes. Uses Neo4j Bolt/Cypher and qdrant's gRPC drivers so you can switch with no changes. T
Vibe-Skills is an all-in-one AI skills package. It seamlessly integrates expert-level capabilities and context management into a general-purpose skills package， enabling any AI agent to instantly upgr
🌱 A little course on Reinforcement Learning Environments for evaluating and training Language Models
A simple and well-tailored LLM application framework that enables you to seamlessly integrate LLM capabilities in the most "Code-Centric" manner. LLM As Function, Prompt As Code. 一个简单的恰到
Build interactive AI agents in Elixir with OTP supervision, middleware composition, human-in-the-loop approvals, sub-agent delegation, and real-time Phoenix LiveView integration. Built on LangChain.
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
LLM-powered framework for deep document understanding, semantic retrieval, and context-aware answers using RAG paradigm.
Open-source security platform for AI agents -- audits skills before install, monitors 24/7, shares threat intelligence across all users. | AI Agent 開源安全平台 -- 安裝前審計 skill、24/7 即時監控、社群共享威脅情報。
Generate OpenAPI 3.1 specs from Go source code via static analysis — zero annotations, automatic framework detection
The Mind Palace for AI Agents — Autonomous Cognitive OS with affect-tagged memory (valence engine), token-economic RL (surprisal gate + UBI), Hebbian learning, ACT-R spreading activation, Synapse Engi
Open-source calendar sync tool & universal calendar MCP server. Aggregate, sync and control calendars on Google, Outlook, Office 365, iCloud, CalDAV or ICS.
One API for 25+ LLMs, OpenAI, Anthropic, Bedrock, Azure. Caching, guardrails & cost controls. Go-native LiteLLM & Kong AI Gateway alternative.
565 AI-callable tools across 16 MCP servers. Full-pipeline AAA game asset production. Controls Blender, Substance Suite, Maya, Houdini, and Unreal Engine 5. 50 specialized AI agents. One prompt in, ga
From the team behind Gatsby, Mastra is a framework for building AI-powered applications and agents with a modern TypeScript stack.
🧠 Curated collection of 214+ best OpenClaw personas — weekly updated by Deskclaw.net from GitHub & community. AI, productivity, dev, marketing, finance & more.
A tremendous feat of documentation, this guide covers Claude Code from beginner to power user, with production-ready templates for Claude Code features, guides on agentic workflows, and a lot of great
QuickDesk is the first AI-native remote desktop — an open-source, free application with a built-in MCP (Model Context Protocol) Server that lets any AI agent see and control remote computers.
OSCAL tools for AI agents
Developer-focused Mapbox MCP Server
NEXO Brain — Shared brain for AI agents. Persistent memory, semantic RAG, natural forgetting, metacognitive guard, trust scoring, 150+ MCP tools. Works with Claude Code, Codex, Claude Desktop & any MC
AgentScope Java: Agent-Oriented Programming for Building LLM Applications
Organization-as-Code for autonomous AI agents. Brain-inspired memory that grows, consolidates, and forgets. Multi-model (Claude/Codex/Gemini/Cursor/Ollama).
🥒 Pickle Rick for Claude Code — autonomous PRD-driven coding loops + relentless code review. Ralph Loop toolkit.
Security scanner for MCP server configurations. Detects secrets, CVEs, permission issues, and exfiltration vectors across 10 AI tool clients.
The official Java SDK for Model Context Protocol servers and clients. Maintained in collaboration with Spring AI
Droid LLM Hunter is a tool to scan for vulnerabilities in Android applications using Large Language Models (LLMs).
AI Constraint Engine by Sandeep Roy — stops AI from breaking what you locked. 100/100 on Claude's adversarial test suite. 42 MCP tools. Works with Bolt.new, Lovable, Claude Code, Cursor. Free & open s
RAGLight is a modular framework for Retrieval-Augmented Generation (RAG). It makes it easy to plug in different LLMs, embeddings, and vector stores, and now includes seamless MCP integration to connec
"RAG-Anything: All-in-One RAG Framework"
Security scanner for AI-generated ("vibe-coded") code. Runs SAST, DAST, and sandboxed exploit simulation across 15+ languages using 30+ tools. Catches what LLMs introduce before it ships — wit
Crawl4AI MCP Server: Extract content from web pages, PDFs, Office docs, YouTube videos with AI-powered summarization. 17 tools, token reduction, production-ready.
Agentic DOCX Redlining Engine. Enables LLMs to read Word documents and inject native Track Changes (w:ins, w:del) and Comments without breaking formatting. Includes Model Context Protocol (MCP) Server
Autonomous Agents (LLMs) research papers. Updated Daily.
Visual architecture modeling for AI agents. Edit C4 diagrams in a drag-and-drop editor. AI reads, modifies, and implements the same model through built-in MCP server.
Open security scanner for AI supply chain: agents, MCP, containers, cloud, GPU, and runtime with blast-radius analysis.
A comprehensive MCP server for Gradle.
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...
FSPEC: The Spec-Driven, Multi-Agent Coding Factory. It is infrastructure for the "Dark Factory"—the emerging model of fully autonomous software development where AI agents handle all implementation wh
🛡⚔️AI-Powered Penetration Testing Framework with automated vulnerability scanning, multi-agent system, and compliance reporting🛡⚔️
Describe it or draw it. Kiln makes it real. — 461 MCP tools for AI-agent-controlled 3D printing. OctoPrint, Moonraker, Bambu Lab, Prusa Link, and Elegoo.
Stigix is a lab platform to validate SD‑WAN and SASE. It unifies SaaS traffic generation, security tests, convergence probes, and voice/IoT/VyOS simulations in one web UI
AI-powered job search automation — evaluate offers, generate ATS-optimized CVs, scan portals, negotiate, and track applications. One config drives OpenCode, Cursor, Claude Code, and Codex. Free end-to
Self-evolving deep research system for Claude Code. Zero API keys.
"DeepCode: Open Agentic Coding (Paper2Code & Text2Web & Text2Backend)"
Humans and AI agents, building knowledge bases together. Self-hosted document annotation, version control, semantic search, and MCP.
754 structured cybersecurity skills for AI agents · Mapped to 5 frameworks: MITRE ATT&CK, NIST CSF 2.0, MITRE ATLAS, D3FEND & NIST AI RMF · agentskills.io standard · Works with Claude Code, GitHub Cop
Official repository of the Seismic library.
Curated list of chatgpt prompts from the top-rated GPTs in the GPTs Store. Prompt Engineering, prompt attack & prompt protect. Advanced Prompt Engineering papers.
Memory library for building stateful agents
A curated list of products, benchmarks, and research papers on autonomous code agents. Beyond coding — they're redefining how software changes the world.
3-tier agentic ChatOps (n8n + GPT-4o + Claude Code) implementing all 21 patterns from "Agentic Design Patterns" — solo operator managing 137 devices
Dragon Brain — persistent long-term memory for AI agents via MCP (Model Context Protocol). Knowledge graph (FalkorDB) + vector search (Qdrant) + CUDA GPU embeddings. Works with Claude, Gemini CLI, Cur
Conversational & memory-enabled AI research partner for multi-omics analysis. From biological idea to full research paper.
MCP server for token-efficient large document analysis via the use of REPL state
Automated security investigation tool using Microsoft MCP Servers, GitHub Copilot, Python Modules and custom copilot-instructions.
RAG (Retrieval-augmented generation) ChatBot that provides answers based on contextual information extracted from a collection of Markdown files.
SQL-first lifecycle toolkit for testing, inspecting, and evolving database applications.
Open-source DNS & email security scanner. One MCP endpoint, 57 checks, zero install. Cloudflare Workers.
Production-ready AI agent framework — semantic memory, multi-agent mesh, MCP server, intelligent routing, governance, and 67+ platform integrations.
Personal knowledge graph MCP server on Cloudflare D1 + Vectorize. Deploy your own sovereign second brain in one click — Claude captures atomic concepts, finds cross-domain analogies, and links them wi
CoexistAI is a modular, developer-friendly research assistant framework . It enables you to build, search, summarize, and automate research workflows using LLMs, web search, Reddit, YouTube, and mappi
Zero-dependency Web Application Firewall in Go. Single binary. Three deployment modes. Tokenizer-based detection.
A Multi-Agentic AI Assistant/Builder
kbot — the AI agent that dreams, learns, and evolves. 764+ tools, 35 agents, 20 providers. Music production, iPhone control, financial analysis, cyber threat intel. Always-on daemon. Runs offline. npm
OpenClaw. open claw. Alternative to openclaw. WhatsApp bot. Telegram bot. Slack bot. Desktop bot. Whatsappbot,telegrambot,slackbot, consolebot,clibot,mcpbot
One CLI. Every debugger. Give your AI agent eyes into runtime state instead of guessing from source code.
[Community Supported] Perforce P4 MCP Server is a Model Context Protocol (MCP) server that integrates with the Perforce P4 version control system.
Ham radio & GMRS gateway, repeater and packet radio — bridges two-way radios to Mumble, Broadcastify, and the internet. AIOC USB, RSPduo dual SDR, TH-9800/D75/KV4P CAT control, AI announcements, ADS-B
Pure Dart OpenAPI 3.0/3.1 code generator. Creates type-safe API client packages for Dart and Flutter with sealed classes, pattern matching, and full encoding support.
🚀 Next Generation Multi-tenant AI One-Stop Solution. Builtin Admin & Billing System. Enterprise-Grade Unified LLM Gateway Support for 200+ Models And 35+ Providers, Load Balacing w/ Priority-base Rou
Search your files by talking to them - 100% offline
Modular, level-based project template for Claude Code + Obsidian + Figma. Pick your maturity level (L1-L4). Plug in your specs. Ship.
Open-Sable is a local-first autonomous agent framework with AGI-inspired cognitive subsystems (goals, memory, metacognition, tool use). It can run continuously on your machine, integrate with chat int
A fully-featured, GUI-powered local LLM Agent sandbox with complete MCP protocol support. Features both CLI and full desktop environment, enabling AI agents to operate browsers, terminal, and other
A self-improving AI agent that learns from experience. Runs entirely on a local 9B model. Security by absence — dangerous capabilities were never built.
Multiplatform system monitoring tool using Cosmopolitan Libc
Excalibase GraphQL instantly turns your database into a GraphQL API. Built with Spring Boot, it supports schema discovery, subscriptions, and type handling — no manual resolvers needed.
🔥 Official Firecrawl MCP Server - Adds powerful web scraping and search to Cursor, Claude and any other LLM clients.
Autonomous VAPT platform. Give it a target (FQDN, IP, CIDR) — it hunts, it reports. Inspired by the Obsidian Order.
# Manga-Autonoma (powered by nano-banana-2) Autonomous AI 4-panel manga production system using Gemini API. / Gemini APIを活用した、完全自律型AI4コママンガ制作システム。
Supercharge Claude Code with 11 AI agents, 36 commands & 15 skills — the claude-code plugin framework inspired by oh-my-zsh. 6-layer security hooks included. 5-min install.
AI-powered PRD generation for Claude Code with taskmaster integration
A deterministic development harness for Claude Code — MCP workflow engine, enforcement hooks, YAML workflows, and multi-agent consensus (Claude + Codex + Gemini)
Automatically Update LLM-Agent Papers Daily using Github Actions (Update Every 12th hours)
Django extension for creating forms that vary according to user permissions
TSUKUYOMI is an advanced modular intelligence framework designed for the democratization of Intelligence Analysis via systematic analysis, processing, and reporting across multiple domains. Built on a
Model-agnostic plug-n-play LangChain/LangGraph agents powered entirely by MCP tools over HTTP/SSE.
A curated list of vector database solutions, libraries, and resources for AI applications - https://vectordb.works
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
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.
Operating framework for AI-assisted work with decision, governance, validation, and learnings before execution.
Python SDK for Agent AI Observability, Monitoring and Evaluation Framework. Includes features like agent, llm and tools tracing, debugging multi-agentic system, self-hosted dashboard and advanced anal
YAML parser and emitter for Python with support for free-threading
AI-indexed portfolio and CV site with machine-readable profile data, evidence-backed case studies, verification signals, and a live MCP endpoint for agent access.
Autonomous AI Agent SDK for React Native & Expo — AI reads your live UI, acts via natural language, real-time voice agent (Gemini Live), and AI-powered testing via MCP (Model Context Protocol). One co
TypeSharp CLI - Automatically generate TypeScript from C# models. Keep your frontend and backend types in perfect sync! Supports nullable types, enums, inheritance, arrays, and custom naming conventio
Broken RAG For The Broken Souls
Open-source Cloudflare Browser Rendering proxy — 10 MCP tools for Claude Code (content, screenshot, PDF, markdown, scrape, JSON AI extraction, links, a11y, crawl)
Your personal Multi-Agent portfolio manager and financial analyst team
🪈 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
The open, vendor-neutral protocol for governing the lifecycle of AI agent systems. Standardizes planning, coordination, execution, confirmation, and traceability across multi-agent runtimes and tools
🤖 Provide 70+ ready-to-use, platform-agnostic AI agent skills for improving tasks like code review, security, and data analysis.
The central directory and Merkle Root mapping for the 17-petal Riverbraid v1.5.0 substrate.
MCP server for 28 security frameworks (ISO 27001, NIST CSF 2.0, NIST 800-53, SOC 2, IEC 62443)
The ultimate native macOS AI Agent. Blends local MLX SLMs with 3D cognitive Metal rendering and autonomous system integrations.
Provide open-source AI bots for Lark to automate tasks like brainstorming, project planning, content creation, and monitoring within a secure chat interface.
Automate red teaming by using AI to plan attacks, run security tools, move laterally, and escalate privileges in network environments.
OpenGuild.ai gives you the architecture to spawn AI agents with distinct personalities, drop them into a shared conversation, and let them run.
Generate a custom newspaper with an AI agent based on your favorite YouTube channels.
AI Workforce plugin for Claude Code — proactive sales & marketing strategy for startup founders. 24 domain knowledge skills, 10 commands, 4 AI agents. Integrates 15+ strategic frameworks.
ACR Control Plane: runtime control & governance for agentic AI (six-pillar enforcement).
🦾 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
Robust, fast, scalable, and sandboxed open-source online code execution system for humans and AI.