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A community-maintained field guide to running, debugging, and extending DeepSeek Harness, covering its runtime, plugins, MCP and ACP integration, sandboxing, and evaluation, with reviewed translations into several languages.

• Books

A benchmarking tool for local large-model inference that measures prefill and decode speed, offering a browser-only version and a Python backend version that removes the browser's low connection-concurrency limit for higher-concurrency testing.

• Inference
• AI evals

A local FastAPI and React studio for editing a language model's identity and behavior by manipulating token directions revealed by a Jacobian lens, then exporting the edits into a standalone checkpoint that runs anywhere transformers models do.

• Models

A practical tip collection for running OpenClaw reliably, covering messaging channel setup, memory hygiene, cost control, operations, automation scheduling, and multi-agent architecture patterns.

• Curated lists

A multi-agent system built around Context Engineering principles, combining sub-agents, long-term memory, MCP, and agent-based workflows in a visual development environment for building and deploying multi-agent applications.

• Agent frameworks

A portable Windows launcher that serves Qwen3.6-27B locally through an OpenAI-compatible API with no WSL, Docker, or telemetry, offering a text-based interface to pick between preset speed, context-length, and GPU configurations.

• Inference

A local-first desktop app for macOS that coordinates several installed AI coding-agent CLIs -- Codex, Claude Code, Gemini CLI, and others -- from one reviewable workspace, capturing each agent's findings as structured evidence behind a human approval gate.

• Coding agents

An adaptive mixed-precision quantization format and runtime for Apple Silicon MLX, positioned as a GGUF equivalent that keeps large models quantized in GPU memory while running at full Metal speed.

• Models
• Inference

A benchmark generator that creates multi-hop reasoning problems over shuffled hash pairs, used to evaluate how well a language model's long-context architecture retrieves and chains facts across very large prompts.

• AI evals

A ComfyUI UI extension that turns a plain-language creative brief and optional reference images, video, or audio into an editable MiniMax H3 video prompt, without running the model or queuing a render itself.

• Generative media

Course materials covering chat models, prompt engineering, prompt chaining, retrieval-augmented generation, and agentic workflows applied to cybersecurity operations, with runnable Python examples for each topic.

• Security
• Tutorials

A production LLM inference engine written in pure Python and ctypes with its own kernel compiler emitting CUDA, ROCm, and Metal directly, aiming for fast cold starts and low memory use without PyTorch or Triton.

• Inference

An OpenClaw skill and standalone tool that gives AI agents access to the Tor network and onion services, built on a dark-web search engine and OSINT pipeline for threat-intelligence and security research.

• Agent skills
• Security

An MCP server with a single runProcess tool that lets an LLM run shell commands or direct executables on the host machine, returning stdout and stderr, with an optional stdin channel for scripts or file creation.

• MCP servers
• CLI tools

A curated list of projects, papers, and benchmarks on AI agent self-evolution, memory systems, multi-agent architectures, and self-improvement, organized into a taxonomy with short descriptions of each entry.

• Curated lists
• Papers

A cross-platform meta-rule set that forces an AI agent to check its installed skills before acting, load a matching skill when one exists, and search when none does, installable across Claude Code, ChatGPT, Cursor, and Gemini.

• Agent skills

An MCP server that gives an AI assistant semantic search across more than 20,000 subreddits with citations to real posts and comments, for competitive analysis, customer discovery, and market research.

• MCP servers

A local-first debugging and CI toolkit for TypeScript AI agents that turns raw execution traces into readable execution trees, deterministic trajectory checks for catching wrong tool paths, and shareable offline evidence bundles.

• Testing
• Debugging

A cross-platform SQL Server execution plan analyzer with a desktop GUI, a CLI, and a built-in MCP server, that parses .sqlplan files, flags performance problems, and suggests missing indexes.

• Debugging
• Databases

A lightweight, cross-platform MCP server that exposes desktop and Chrome browser automation as standard tools, letting any MCP client control the screen, windows, mouse, keyboard, and Chrome over stdio JSON-RPC.

• MCP servers
• Browser automation

Six portable agent skills for memory consolidation, context compression, verification, and multi-agent coordination, distilled from a coding-agent codebase and rewritten to install into Claude Code, Codex, or OpenClaw.

• Agent skills

A static security scanner for AI agent code that checks for prompt injection paths, unsafe tool inputs reaching subprocess or eval calls, and MCP configuration mistakes, mapped to the OWASP Agentic Top 10.

• Code quality
• Security

A minimal cross-platform Electron shell that packages the official DeepSeek Harness web interface as a standalone desktop app, starting and stopping the local service and opening its window without manual port management.

• Coding agents
• Desktop

A set of hands-on lab exercises for learning GitHub Copilot, building a Node.js web server, a .NET or Java REST API, and Python data-engineering tasks, plus a series of self-guided challenges for experienced users.

• Tutorials