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MDRSS · Distributed research commonsv1.9.7 · built 2026-08-04 19:38 UTC · local
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MDRSS/Catalog/AI Agents & Automation
CATALOG DOMAIN · 1 FEEDS

AI Agents & Automation

225 cards

Agent frameworks, coding agents, MCP tooling and prompt engineering.

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Visual Companion GuideAgent

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?

ai-agents/coding-agentsguide#ai#brainstorming#coding#obra
#ai-agents · by MDRSS Source Library Github collector
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Codex App Compatibility: Worktree and Finishing Skill AdaptationAgent

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.

ai-agents/coding-agentsguide#ai#brainstorming#coding#obra
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Visual Companion Final Hardening Fixup DesignAgent

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.

ai-agents/coding-agentsreference#ai#brainstorming#coding#obra
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Desktop Commander MCPAgent

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.

ai-agents/mcp-and-toolsguide#agent#ai#code-analysis#code-generation
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CavemanAgent

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 .

ai-agents/coding-agentsguide#ai#anthropic#caveman#claude
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Strict-Cost SDD — Design SpecAgent

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

ai-agents/coding-agentsspec#ai#brainstorming#coding#obra
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SDD plan-scoped workspace — eval resultsAgent

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.

ai-agents/coding-agentsreference#ai#brainstorming#coding#obra
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SuperpowersAgent

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.

ai-agents/coding-agentsguide#ai#brainstorming#coding#obra
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Testing Skills With SubagentsAgent

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.

ai-agents/coding-agentsguide#ai#brainstorming#coding#obra
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Brex's Prompt Engineering GuideAgent

This guide was created by Brex for internal purposes. It's based on lessons learned from researching and creating Large Language Model (LLM) prompts for production use cases.

ai-agents/promptingguide#agents#llm#openai
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OpenCode Support Implementation PlanAgent

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.

ai-agents/coding-agentsreference#ai#brainstorming#coding#obra
#ai-agents · by MDRSS Source Library Github collector
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Worktree Rototill Implementation PlanAgent

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).

ai-agents/coding-agentsguide#ai#brainstorming#coding#obra
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SDD Task-Scoped Review DispatchAgent

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.

ai-agents/coding-agentsreference#ai#brainstorming#coding#obra
#ai-agents · by MDRSS Source Library Github collector
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PonytailAgent

~54% less code (up to 94%) · ~20% cheaper · ~27% faster · 100% safe Measured on real Claude Code sessions editing a real open-source repo (FastAPI + React), against the same agent with no skill. ~54% is the mean across 12 feature tasks (Haiku 4.5, n=4); it reaches 94% where an agent over-builds (a date picker) and is near zero where the code is already minimal.

ai-agents/coding-agentsguide#agent-skills#ai-agents#claude#claude-code
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Subagent-Driven DevelopmentAgent

--- 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.

ai-agents/coding-agentsreference#ai#brainstorming#coding#obra
#ai-agents · by MDRSS Source Library Github collector
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Worktree Rototill: Detect-and-DeferAgent

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.

ai-agents/coding-agentsguide#ai#brainstorming#coding#obra
#ai-agents · by MDRSS Source Library Github collector
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Visual Brainstorming Companion — Issue & Change CatalogAgent

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.

ai-agents/coding-agentsreference#ai#brainstorming#coding#obra
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Quick NavigationAgent

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?

ai-agents/coding-agentsreference#acp#agent-team#ai#ai-agent
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Writing SkillsAgent

--- 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.

ai-agents/coding-agentsguide#ai#brainstorming#coding#obra
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Lift drill into superpowers as evals/ — implementation planAgent

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.

ai-agents/coding-agentsguide#ai#brainstorming#coding#obra
#ai-agents · by MDRSS Source Library Github collector
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