# #ai — MDRSS hashtag feed

> Public MDRSS cards tagged #ai.
> Canonical feed: https://mdrss.com/feeds/ai

## Cards (76)

### [Qa](https://mdrss.com/ai-agents/agent-design-and-orchestration/901433/901433.md)

You are a Senior QA Engineer with 15 years of experience in software testing and quality assurance. You are systematic, evidence-driven, and thorough. You test against requirements — you do not modify production code. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: ai-agents/agent-design-and-orchestration · Feed: ai-agents · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [prompt-injection-defenses](https://mdrss.com/ai-agents/prompting-and-agent-evaluation/901120/901120.md)

This repository centralizes and summarizes practical and proposed defenses against prompt injection. Use it to navigate the topic and choose relevant methods, papers or tools.

Classification: ai-agents/prompting-and-agent-evaluation · Feed: ai-agents · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Agent Governance Toolkit](https://mdrss.com/ai-agents/prompting-and-agent-evaluation/901091/901091.md)

Policy enforcement, identity, sandboxing, and SRE for autonomous AI agents. One pip install, any framework. Use it as a repeatable review, validation or hardening pass.

Classification: ai-agents/prompting-and-agent-evaluation · Feed: ai-agents · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Stable Diffusion web UI](https://mdrss.com/llm-engineering/models-and-training/2663/2663.md)

A web interface for Stable Diffusion, implemented using Gradio library. Detailed feature showcase with images: Make sure the required dependencies are met and follow the instructions available for: Alternatively, use online services (like Google Colab): 1.

Classification: llm-engineering/models-and-training · Feed: llm-engineering · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [Cairn](https://mdrss.com/security/threat-and-defense/2654/2654.md)

Cairn is a general-purpose problem-solving engine. Given an origin and a goal, it searches for a path through an unknown state space.

Classification: security/threat-and-defense · Feed: security · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [Prompt Decorators Framework](https://mdrss.com/ai-agents/prompting/2245/2245.md)

Prompt Decorators extend the functionality of large language models by allowing structured, modular control over reasoning, style, and behavior. Each decorator enforces specific response rules, enabling users to declaratively modify how the model thinks and writes — without retraining.

Classification: ai-agents/prompting · Feed: ai-agents · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [Claude Hooks](https://mdrss.com/ai-agents/coding-agents/2228/2228.md)

A collection of security and utility hooks for Claude Code. Hooks allow you to extend Claude Code's behavior by running custom scripts at key points during execution.

Classification: ai-agents/coding-agents · Feed: ai-agents · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [From a request to a reviewable result](https://mdrss.com/ai-agents/agent-frameworks/2205/2205.md)

MARVIS-Agent Tell MARVIS what risk decision you need. It turns local data into governed analysis, models, strategies, and audit-ready deliverables.

Classification: ai-agents/agent-frameworks · Feed: ai-agents · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [The invariant: agents outlive callers](https://mdrss.com/ai-agents/agent-frameworks/2176/2176.md)

Kheish Persistent agent runtime and control plane for long-lived, tool-using AI workflows.   --- Kheish enforces one rule: Everything else in this README is a consequence of that single invariant.

Classification: ai-agents/agent-frameworks · Feed: ai-agents · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [AgenticGoKit](https://mdrss.com/ai-agents/agent-frameworks/2039/2039.md)

Robust Go framework for building intelligent multi-agent AI systems The most productive way to build AI agents in Go. AgenticGoKit provides a unified, streaming-first API for creating intelligent agents with built-in workflow orchestration, tool integration, and memory management.

Classification: ai-agents/agent-frameworks · Feed: ai-agents · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [ChainForge](https://mdrss.com/ai-agents/prompting/2004/2004.md)

An open-source visual environment for battle-testing prompts to LLMs. ChainForge is a data flow prompt engineering environment for analyzing and evaluating LLM responses.

Classification: ai-agents/prompting · Feed: ai-agents · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [RuleGo](https://mdrss.com/software-craft/developer-tooling/1997/1997.md)

English| 简体中文 Official Website | Docs | Contribution Guide RuleGo is a lightweight, high-performance, embedded, orchestrable component-based rule engine built on the Go language. It can help you quickly build loosely coupled and flexible systems that can respond and adjust to changes in business requirements in real time.

Classification: software-craft/developer-tooling · Feed: software-craft · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [Econ Writing Skill](https://mdrss.com/ai-agents/coding-agents/1714/1714.md)

An Agent Skill that transforms AI assistants into expert economics paper writers, synthesizing best practices from 50+ authoritative guides by Nobel laureates, Clark Medal winners, and leading economists. --- Econ Writing Skill is an open-source Agent Skill that gives AI coding assistants deep knowledge of how to write economics papers.

Classification: ai-agents/coding-agents · Feed: ai-agents · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [What is RAGFlow?](https://mdrss.com/llm-engineering/models-and-training/1653/1653.md)

Cloud | Documentation | Roadmap | Discord 📕 Table of Contents RAGFlow is a leading open-source Retrieval-Augmented Generation (RAG) engine that fuses cutting-edge RAG with Agent capabilities to create a superior context layer for LLMs. It offers a streamlined RAG workflow adaptable to enterprises of any scale.

Classification: llm-engineering/models-and-training · Feed: llm-engineering · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [Instructor Php](https://mdrss.com/ai-agents/agent-frameworks/1575/1575.md)

This monorepo contains a set of dev-friendly, framework agnostic components offering 3 main capabilities: Framework integration packages: The library offers a set of small, focused building blocks. Purpose: turn messy model output into typed PHP data.

Classification: ai-agents/agent-frameworks · Feed: ai-agents · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [DocStrange](https://mdrss.com/learning/writing-and-communication/1499/1499.md)

DocStrange converts documents to Markdown, JSON, CSV, and HTML quickly and accurately. --- August 2025 --- Convert and extract data from PDF, DOCX, images, and more into clean Markdown and structured JSON.

Classification: learning/writing-and-communication · Feed: learning · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [Magic - Enterprise-Grade Open-Source AI Agent Platform](https://mdrss.com/ai-agents/mcp-and-tools/1436/1436.md)

🦞 OpenClaw is a great personal AI assistant — connecting all major IMs as conversation channels, supporting any LLM, running autonomously 24/7. But when we bring it into an enterprise context, new challenges naturally emerge: data scattered across individual accounts, no budget guardrails, output that stops at plain text, high-risk actions without an approval gate.

Classification: ai-agents/mcp-and-tools · Feed: ai-agents · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [Auto-Photoshop-StableDiffusion-Plugin](https://mdrss.com/learning/culture-and-creative/1343/1343.md)

! discord badge discord link   discord badge : https://flat.badgen.net/discord/members/3mVEtrddXJ  discord link : https://discord.gg/3mVEtrddXJ With Auto-Photoshop-StableDiffusion-Plugin, you can directly use the capabilities of Automatic1111 Stable Diffusion in Photoshop without switching between programs. This allows you to easily use Stable Diffusion AI in a familiar environment.

Classification: learning/culture-and-creative · Feed: learning · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [GitMCP](https://mdrss.com/ai-agents/mcp-and-tools/1319/1319.md)

What is GitMCP • Features • Getting Started • How It Works • Badge • Examples • FAQ • Privacy • Contributing • License Stop vibe-hallucinating and start vibe-coding! GitMCP is a free, open-source, remote Model Context Protocol (MCP) server that transforms any GitHub project (repositories or GitHub pages) into a documentation hub.

Classification: ai-agents/mcp-and-tools · Feed: ai-agents · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [SocratiCode](https://mdrss.com/ai-agents/coding-agents/1313/1313.md)

The open-source codebase context engine: give any AI instant automated knowledge of your entire codebase (and infrastructure) — at scale, zero configuration, fully private, completely free. Kindly sponsored by Altaire Limited One thing, done well: deep codebase intelligence — zero setup, no bloat, fully automatic.

Classification: ai-agents/coding-agents · Feed: ai-agents · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [SOCIAL MEDIA](https://mdrss.com/security/threat-and-defense/1308/1308.md)

---> Awesome OSINT For Everything A list of osint tools/websites for pentration testing, Reverse Searching, Red team Oprations, information gathering, bugbounty and almost cover everything in single file. Information like metatags, web site records, ISP, virus analysis, open ports, vulnerabilities, subdomains, location, network, WHOIS, DNS records, technologies used, pastes, social media accounts, blacklisted IP, links and other stuff, also you can know if an URL belongs to a

Classification: security/threat-and-defense · Feed: security · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [IDA Pro MCP](https://mdrss.com/ai-agents/mcp-and-tools/1228/1228.md)

Simple MCP Server to allow vibe reversing in IDA Pro. https://github.com/user-attachments/assets/6ebeaa92-a9db-43fa-b756-eececce2aca0 The binaries and prompt for the video are available in the mcp-reversing-dataset repository.

Classification: ai-agents/mcp-and-tools · Feed: ai-agents · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [Get Started](https://mdrss.com/ai-agents/mcp-and-tools/1184/1184.md)

# The Unofficial and Awesome Home Assistant MCP Server A comprehensive Model Context Protocol (MCP) server that enables AI assistants to interact with Home Assistant. Using natural language, control smart home devices, query states, execute services and manage your automations.

Classification: ai-agents/mcp-and-tools · Feed: ai-agents · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [MCP Gateway](https://mdrss.com/ai-agents/mcp-and-tools/1177/1177.md)

MCP Gateway is a reverse proxy and management layer for Model Context Protocol (MCP) servers, enabling scalable, session-aware routing, authorization and lifecycle management of MCP servers in Kubernetes environments. This project provides: Available only when FoundrySettings:Endpoint is configured.

Classification: ai-agents/mcp-and-tools · Feed: ai-agents · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [Highlights](https://mdrss.com/ai-agents/coding-agents/1169/1169.md)

CowAgent is lightweight, easy to deploy, and built to extend. Plug in any major LLM provider and run it 24/7 on a personal computer or server, across the web and all major IM platforms.

Classification: ai-agents/coding-agents · Feed: ai-agents · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [What is Deep Lake?](https://mdrss.com/llm-engineering/models-and-training/1167/1167.md)

Deep Lake: Database for AI Docs • Get Started • API Reference • LangChain & VectorDBs Course • Blog • Whitepaper • Slack • Twitter Deep Lake is a Database for AI powered by a storage format optimized for deep-learning applications. Storing and searching data plus vectors while building LLM applications 2.

Classification: llm-engineering/models-and-training · Feed: llm-engineering · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [Regulation and Policy](https://mdrss.com/security/privacy-and-identity/1053/1053.md)

Awesome AI Regulation, Principles & Guidelines (AKA Writing AI Responsibly) As AI systems become more prevalent in society, we face bigger and tougher societal challenges. Given many of these challenges have not been faced before, practitioners will face scenarios that will require dealing with hard ethical and societal questions.

Classification: security/privacy-and-identity · Feed: security · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [SwarmClaw](https://mdrss.com/ai-agents/agent-frameworks/1028/1028.md)

The self-hosted AI agent runtime and multi-agent framework for autonomous agents. Open-source agent swarms with durable agent memory, MCP tools, skills, delegation, schedules, and 23+ LLM providers — a practical Claude Code and LangChain alternative.

Classification: ai-agents/agent-frameworks · Feed: ai-agents · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [ChatGPT Prompts](https://mdrss.com/ai-agents/prompting/1004/1004.md)

🤖 Chat GPT Prompts A collection of 140+ amazing and useful prompts for GPT-3 This package extends the unofficial NodeJS Client for OpenAI's GPT-3 API. Make sure you have node >= 18 and have an OpenAI API Key that you can get here before you proceed.

Classification: ai-agents/prompting · Feed: ai-agents · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [HexStrike AI MCP Agents v6.0](https://mdrss.com/ai-agents/mcp-and-tools/959/959.md)

AI Agent Connection - Claude, GPT, or other MCP-compatible agents connect via FastMCP protocol 2. Intelligent Analysis - Decision engine analyzes targets and selects optimal testing strategies 3.

Classification: ai-agents/mcp-and-tools · Feed: ai-agents · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [Zero-Dependency Brainstorm Server Implementation Plan](https://mdrss.com/ai-agents/coding-agents/934/934.md)

Goal: Replace the brainstorm server's vendored nodemodules with a single zero-dependency server.js using Node built-ins. Architecture: Single file with WebSocket protocol (RFC 6455 text frames), HTTP server (http module), and file watching (fs.watch).

Classification: ai-agents/coding-agents · Feed: ai-agents · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [Document Review System Implementation Plan](https://mdrss.com/ai-agents/coding-agents/933/933.md)

Goal: Add spec and plan document review loops to the brainstorming and writing-plans skills. Architecture: Create reviewer prompt templates in each skill directory.

Classification: ai-agents/coding-agents · Feed: ai-agents · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [Writing Plans](https://mdrss.com/ai-agents/coding-agents/928/928.md)

--- name: writing-plans description: Use when you have a spec or requirements for a multi-step task, before touching code --- Write comprehensive implementation plans assuming the engineer has zero context for our codebase and questionable taste. Document everything they need to know: which files to touch for each task, code, testing, docs they might need to check, how to test it.

Classification: ai-agents/coding-agents · Feed: ai-agents · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [Code Review Reception](https://mdrss.com/ai-agents/coding-agents/927/927.md)

NEVER: INSTEAD: Example: your human partner's rule: "External feedback - be skeptical, but check carefully" your human partner's rule: "You and reviewer both report to me. If we don't need this feature, don't add it." Push back when: How to push back: If you're uncomfortable pushing back out loud: Name that tension, then tell your partner about the issue you've seen.

Classification: ai-agents/coding-agents · Feed: ai-agents · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [peon-ping](https://mdrss.com/ai-agents/coding-agents/918/918.md)

English | 한국어 | 中文 | 日本語 Game character voice lines + visual overlay notifications when your AI coding agent needs attention — or let the agent pick its own sound via MCP. AI coding agents don't notify you when they finish or need permission.

Classification: ai-agents/coding-agents · Feed: ai-agents · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [Local Studio](https://mdrss.com/llm-engineering/models-and-training/915/915.md)

Local Studio is a local-first workstation for running, managing, and using self-hosted LLM backends. One machine can launch models, watch GPU/runtime state, chat with OpenAI-compatible endpoints, and run agent sessions against local or remote controllers.

Classification: llm-engineering/models-and-training · Feed: llm-engineering · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [Writing Good Tests](https://mdrss.com/ai-agents/coding-agents/912/912.md)

Load this reference when: writing or changing tests, adding mocks, or adding cleanup/helper methods for tests. Two principles govern everything here: Strict TDD produces both naturally: a test written first and watched failing against real code has already proven it can fail, and only earns a mock when the real dependency proves slow or external.

Classification: ai-agents/coding-agents · Feed: ai-agents · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [Persuasion Principles for Skill Design](https://mdrss.com/ai-agents/coding-agents/911/911.md)

LLMs respond to the same persuasion principles as humans. Understanding this psychology helps you design more effective skills - not to manipulate, but to ensure critical practices are followed even under pressure.

Classification: ai-agents/coding-agents · Feed: ai-agents · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [Finishing a Development Branch](https://mdrss.com/ai-agents/coding-agents/907/907.md)

--- name: finishing-a-development-branch description: Use when implementation is complete, all tests pass, and you need to decide how to integrate the work --- Core principle: Verify tests → Detect environment → Present options → Execute choice → Clean up. Announce at start: "I'm using the finishing-a-development-branch skill to complete this work." Run the project's full test suite (npm test / cargo test / pytest / go test ./...).

Classification: ai-agents/coding-agents · Feed: ai-agents · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [Visual Brainstorming Refactor Implementation Plan](https://mdrss.com/ai-agents/coding-agents/906/906.md)

Goal: Refactor visual brainstorming from blocking TUI feedback model to non-blocking "Browser Displays, Terminal Commands" architecture. Architecture: Browser becomes an interactive display; terminal stays the conversation channel.

Classification: ai-agents/coding-agents · Feed: ai-agents · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [Using Git Worktrees](https://mdrss.com/software-craft/developer-tooling/902/902.md)

--- name: using-git-worktrees description: Use when starting feature work that needs isolation from current workspace or before executing implementation plans - ensures an isolated workspace exists via native tools or git worktree fallback --- Ensure work happens in an isolated workspace. Prefer your platform's native worktree tools.

Classification: software-craft/developer-tooling · Feed: software-craft · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [Codex App Compatibility Implementation Plan](https://mdrss.com/ai-agents/coding-agents/896/896.md)

Goal: Make using-git-worktrees, finishing-a-development-branch, and related skills work in the Codex App's sandboxed worktree environment without breaking existing behavior. Architecture: Read-only environment detection (git-dir vs git-common-dir) at the start of two skills.

Classification: ai-agents/coding-agents · Feed: ai-agents · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [Agentmemory](https://mdrss.com/ai-agents/coding-agents/890/890.md)

Built on iii engine Persistent memory for Claude Code, GitHub Copilot CLI, Cursor, Gemini CLI, Codex CLI, Hermes, OpenClaw, pi, OpenCode, and any MCP client. English | 简体中文 | 繁體中文 | 日本語 | 한국어 | Español | Türkçe | Русский | हिन्दी | Português | Français | Deutsch The gist extends Karpathy's LLM Wiki pattern with confidence scoring, lifecycle, knowledge graphs, and hybrid search: agentmemory is the implementation.

Classification: ai-agents/coding-agents · Feed: ai-agents · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [OpenCode Support Design](https://mdrss.com/ai-agents/coding-agents/889/889.md)

Date: 2025-11-22 Author: Bot & Jesse Status: Design Complete, Awaiting Implementation Add full superpowers support for OpenCode.ai using a native OpenCode plugin architecture that shares core functionality with the existing Codex implementation. OpenCode.ai is a coding agent similar to Claude Code and Codex.

Classification: ai-agents/coding-agents · Feed: ai-agents · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [Cross-Platform Polyglot Hooks for Claude Code](https://mdrss.com/ai-agents/coding-agents/884/884.md)

Claude Code plugins need hooks that work on Windows, macOS, and Linux. This document describes the single generic dispatcher pattern used in hooks/run-hook.cmd.

Classification: ai-agents/coding-agents · Feed: ai-agents · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [Systematic Debugging](https://mdrss.com/ai-agents/coding-agents/880/880.md)

--- name: systematic-debugging description: Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes --- Core principle: ALWAYS find root cause before attempting fixes. Violating the letter of this process is violating the spirit of debugging.

Classification: ai-agents/coding-agents · Feed: ai-agents · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [Visual Companion Auth Hardening Design](https://mdrss.com/ai-agents/coding-agents/879/879.md)

Date: 2026-06-10 Status: Draft for Drew review Fix the security and reliability gaps found in PR #1720's brainstorming visual companion without changing the companion's core workflow or adding runtime dependencies. The fixes must be test-first and must leave clear automated evidence for: The companion serves agent-generated local UI for a single brainstorming session.

Classification: ai-agents/coding-agents · Feed: ai-agents · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [SDD Fix-Loop Redesign — Design Spec](https://mdrss.com/ai-agents/coding-agents/870/870.md)

Status: Approved design (brainstormed with Jesse 2026-07-15); implementation plan to follow. Objective: make the subagent-driven-development skill's review-fix loop convergent and autonomous, and make the document readable, without rewriting its eval-tuned language.

Classification: ai-agents/coding-agents · Feed: ai-agents · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [Positive-Instruction Redesign of Skill Guidance — Design Spec](https://mdrss.com/ai-agents/coding-agents/869/869.md)

Status: Proposed (follow-up to the 2026-06-09 SDD review-dispatch work; separate PR per the one-problem-per-PR rule) Driver: Measured evidence (2026-06-10) that some negative instructions in skill prose backfire, while others work — and that the difference is predictable. Micro-tests on 2026-06-10 (opus, 5 reps per phrasing, programmatic scoring; harness described below) measured how guidance phrasing changes what a controller composes: |---|---|---| The doctrine (use this to

Classification: ai-agents/coding-agents · Feed: ai-agents · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [Test-Driven Development (TDD)](https://mdrss.com/software-craft/testing-and-quality/868/868.md)

--- name: test-driven-development description: Use when implementing any feature or bugfix, before writing implementation code --- Write the test first. Core principle: If you didn't watch the test fail, you don't know if it tests the right thing.

Classification: software-craft/testing-and-quality · Feed: software-craft · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [Visual Companion Auth Hardening Implementation Plan](https://mdrss.com/ai-agents/coding-agents/863/863.md)

Goal: Harden the brainstorming visual companion auth and reconnect flow while preserving trusted same-origin screen JavaScript and future vendored UI libraries. Architecture: Keyed root loads become a bootstrap step that sets the cookie, stores the key in tab-scoped sessionStorage, and navigates to a bare / screen URL.

Classification: ai-agents/coding-agents · Feed: ai-agents · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [SDD Task-Scoped Review Dispatch Implementation Plan](https://mdrss.com/ai-agents/coding-agents/858/858.md)

Goal: Scope SDD's per-task reviews to the task (diff-first reading, justified broadening, no redundant test runs) while final branch review stays broad. skills/requesting-code-review/ is deliberately untouched.

Classification: ai-agents/coding-agents · Feed: ai-agents · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [What is Voicebox?](https://mdrss.com/multimodal/speech-and-audio/853/853.md)

The full voice I/O stack, running locally on your machine. voicebox.sh • Docs • Download • Features • API • Troubleshooting Click the image above to watch the demo video on voicebox.sh Voicebox is a local-first AI voice studio — a free and open-source alternative to ElevenLabs and WisprFlow in one app.

Classification: multimodal/speech-and-audio · Feed: multimodal · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [Visual Brainstorming Refactor: Browser Displays, Terminal Commands](https://mdrss.com/ai-agents/coding-agents/849/849.md)

Date: 2026-02-19 Status: Approved Scope: lib/brainstorm-server/, skills/brainstorming/visual-companion.md, tests/brainstorm-server/ During visual brainstorming, Claude runs wait-for-feedback.sh as a background task and blocks on TaskOutput(block=true, timeout=600s). This seizes the TUI entirely — the user cannot type to Claude while visual brainstorming is running.

Classification: ai-agents/coding-agents · Feed: ai-agents · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [Visual Companion Final Hardening Fixup Implementation Plan](https://mdrss.com/ai-agents/coding-agents/848/848.md)

Goal: Finish PR #1720's final hardening fixup with test-first changes, clean rebase state, and reviewer-ready evidence. Spec: docs/superpowers/specs/2026-06-11-visual-companion-final-hardening-fixup-design.md Architecture: Keep the companion zero-dependency and local-first.

Classification: ai-agents/coding-agents · Feed: ai-agents · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [Visual Companion Guide](https://mdrss.com/ai-agents/coding-agents/839/839.md)

Browser-based visual brainstorming companion for showing mockups, diagrams, and options. The test: would the user understand this better by seeing it than reading it?

Classification: ai-agents/coding-agents · Feed: ai-agents · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [Codex App Compatibility: Worktree and Finishing Skill Adaptation](https://mdrss.com/ai-agents/coding-agents/838/838.md)

Make superpowers skills work in the Codex App's sandboxed worktree environment without breaking existing Claude Code or Codex CLI behavior. Ticket: PRI-823 The Codex App runs agents inside git worktrees it manages — detached HEAD, located under $CODEXHOME/worktrees/, with a Seatbelt sandbox that blocks git checkout -b, git push, and network access.

Classification: ai-agents/coding-agents · Feed: ai-agents · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [Visual Companion Final Hardening Fixup Design](https://mdrss.com/ai-agents/coding-agents/832/832.md)

Date: 2026-06-11 Status: Draft for Drew review Finish the PR #1720 visual companion hardening pass so the branch is ready for Jesse review with clean security behavior, deterministic tests, and a PR diff that contains only the companion work. This is a fixup on top of the existing auth hardening design.

Classification: ai-agents/coding-agents · Feed: ai-agents · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [Desktop Commander MCP](https://mdrss.com/ai-agents/mcp-and-tools/830/830.md)

Work with code and text, run processes, and automate tasks, going far beyond other AI editors - while using host client subscriptions instead of API token costs. The Desktop Commander App gives you everything the MCP server does, plus: 👉 Download the App (macOS & Windows) All of your AI development tools in one place.

Classification: ai-agents/mcp-and-tools · Feed: ai-agents · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [Caveman](https://mdrss.com/ai-agents/coding-agents/828/828.md)

why use many token when few do trick Make your AI coding agent talk like a caveman. 65% fewer output tokens on prose, 8.5% on agentic coding runs .

Classification: ai-agents/coding-agents · Feed: ai-agents · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [Strict-Cost SDD — Design Spec](https://mdrss.com/ai-agents/coding-agents/822/822.md)

Status: Proposed experiment ladder (not implementation). Each rung ships only with its gate evidence; abort any rung whose gates fail.

Classification: ai-agents/coding-agents · Feed: ai-agents · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [SDD plan-scoped workspace — eval results](https://mdrss.com/ai-agents/coding-agents/821/821.md)

with maintainer sign-off after the RED baseline did not reproduce blind stale-ledger adoption. 5 fresh sonnet subagents per arm, compaction-resume framing, every reply read and scored by hand.

Classification: ai-agents/coding-agents · Feed: ai-agents · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [Superpowers](https://mdrss.com/ai-agents/coding-agents/817/817.md)

Superpowers is a complete software development methodology for your coding agents, built on top of a set of composable skills and some initial instructions that make sure your agent uses them. Give your agent Superpowers: Claude Code, Antigravity, Codex App, Codex CLI, Cursor, Factory Droid, Gemini CLI, GitHub Copilot CLI, Kimi Code, OpenCode, Pi.

Classification: ai-agents/coding-agents · Feed: ai-agents · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [Testing Skills With Subagents](https://mdrss.com/ai-agents/coding-agents/816/816.md)

Load this reference when: creating or editing skills, before deployment, to verify they work under pressure and resist rationalization. Testing skills is just TDD applied to process documentation.

Classification: ai-agents/coding-agents · Feed: ai-agents · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [OpenCode Support Implementation Plan](https://mdrss.com/ai-agents/coding-agents/813/813.md)

Goal: Add full superpowers support for OpenCode.ai with a native JavaScript plugin that shares core functionality with the existing Codex implementation. Architecture: Extract common skill discovery/parsing logic into lib/skills-core.js, refactor Codex to use it, then build OpenCode plugin using their native plugin API with custom tools and session hooks.

Classification: ai-agents/coding-agents · Feed: ai-agents · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [Worktree Rototill Implementation Plan](https://mdrss.com/ai-agents/coding-agents/812/812.md)

Goal: Make superpowers defer to native harness worktree systems when available, fall back to manual git worktrees when not, and fix three known finishing bugs. Architecture: Two skill files are rewritten (using-git-worktrees, finishing-a-development-branch), three files get one-line integration updates (executing-plans, subagent-driven-development, writing-plans).

Classification: ai-agents/coding-agents · Feed: ai-agents · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [SDD Task-Scoped Review Dispatch](https://mdrss.com/ai-agents/coding-agents/807/807.md)

Make subagent-driven-development's per-task reviews cheaper and faster without weakening them, by scoping per-task review prompts to the task and stopping redundant work — while final branch review stays broad. Per-task code quality reviewers in SDD routinely do branch-review-scale work on single-task diffs.

Classification: ai-agents/coding-agents · Feed: ai-agents · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [Subagent-Driven Development](https://mdrss.com/ai-agents/coding-agents/802/802.md)

--- name: subagent-driven-development description: Use when executing implementation plans with independent tasks in the current session --- Execute plan by dispatching a fresh implementer subagent per task, a task review (spec compliance + code quality) after each, and a broad whole-branch review at the end. Why subagents: You delegate tasks to specialized agents with isolated context.

Classification: ai-agents/coding-agents · Feed: ai-agents · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [Worktree Rototill: Detect-and-Defer](https://mdrss.com/ai-agents/coding-agents/801/801.md)

Date: 2026-04-06 Status: Draft Ticket: PRI-974 Subsumes: PRI-823 (Codex App compatibility) Superpowers is opinionated about worktree management — specific paths (.worktrees/ ), specific commands (git worktree add), specific cleanup (git worktree remove). Meanwhile, Claude Code, Codex App, Gemini CLI, and Cursor all provide native worktree support with their own paths, lifecycle management, and cleanup.

Classification: ai-agents/coding-agents · Feed: ai-agents · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [Visual Brainstorming Companion — Issue & Change Catalog](https://mdrss.com/ai-agents/coding-agents/800/800.md)

We are implementing these ourselves; the referenced community PRs are evidence and reference material, not code we intend to merge. A single place that captures every open issue and PR touching the visual brainstorming companion (the local server in skills/brainstorming/scripts/), distilled to the underlying problem and the change we'd make.

Classification: ai-agents/coding-agents · Feed: ai-agents · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [Quick Navigation](https://mdrss.com/ai-agents/coding-agents/797/797.md)

View Campaign Details & How to Claim → Kimi K3 is here and works out of the box in AionUi — get a Kimi For Coding plan or an API key ( Global / China ) · ready to claim? comment here --- Cowork in Action · Why Choose AionUi?

Classification: ai-agents/coding-agents · Feed: ai-agents · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [Writing Skills](https://mdrss.com/ai-agents/coding-agents/796/796.md)

--- name: writing-skills description: Use when creating new skills, editing existing skills, or verifying skills work before deployment --- Writing skills IS Test-Driven Development applied to process documentation. Personal skills live in your runtime's skills directory (~/.claude/skills/ on Claude Code) — see codex-tools.md or gemini-tools.md for the path on those runtimes.

Classification: ai-agents/coding-agents · Feed: ai-agents · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [Lift drill into superpowers as evals/ — implementation plan](https://mdrss.com/ai-agents/coding-agents/785/785.md)

Goal: Move the standalone obra/drill skill-compliance benchmark into superpowers as a top-level evals/ directory, delete redundant bash tests under superpowers/tests/ after per-file subagent verification of drill scenario coverage, and update top-level docs so contributors land on the new structure. Architecture: Single PR against dev on a new branch f/evals-lift.

Classification: ai-agents/coding-agents · Feed: ai-agents · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [SDD Plan-Scoped Workspace Implementation Plan](https://mdrss.com/ai-agents/coding-agents/774/774.md)

Goal: Make SDD's durable-progress workspace plan-scoped (.superpowers/sdd/ /) with a self-identifying ledger and end-of-plan cleanup, so a follow-up plan can never collide with a previous plan's artifacts and resumed controllers stop paying a forensic disambiguation tax. Architecture: Three shell scripts in skills/subagent-driven-development/scripts/ gain plan awareness (sdd-workspace PLANFILE becomes the single source of truth for the per-plan directory); SKILL.md's Durable

Classification: ai-agents/coding-agents · Feed: ai-agents · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [SDD Fix-Loop Redesign Implementation Plan](https://mdrss.com/ai-agents/coding-agents/770/770.md)

Goal: Make subagent-driven-development's review-fix loop convergent and autonomous (resume-the-implementer fix rounds, scoped re-reviews, five-round breaker, controller adjudication) and reorganize its SKILL.md by lifecycle — with quorum eval evidence. The superpowers repo (branch sdd-fix-loop-redesign, already created; spec committed) gets the skill restructure: one new prompt template, two template edits, one reference edit, and the SKILL.md rewrite whose full text is in Ta

Classification: ai-agents/coding-agents · Feed: ai-agents · Updated: 2026-08-04T12:22:38.168Z · Version: 1

### [Porting Superpowers to a New Harness](https://mdrss.com/ai-agents/coding-agents/763/763.md)

This guide explains how to add support for a new harness — an IDE, CLI, or agent runner that isn't Claude Code — so that Superpowers skills auto-trigger there the same way they do natively. Part 1–3 explain how the system works and how to tell whether a harness can be supported at all; read these before you touch anything.

Classification: ai-agents/coding-agents · Feed: ai-agents · Updated: 2026-08-04T12:22:38.168Z · Version: 1