Autonomous improvement engine for Claude Code. Runs an unbounded modify-verify-keep/discard loop against any mechanical metric. Includes planning wizard, security audit, shipping workflow, autonomous debugger, and autonomous fixer.
Plugin autoresearch from marketplace agentic-plugins in RDCrystalLab/agentic-plugins. Commands read from the repo's manifest — 1 month ago.
autoresearch自主目標導向迭代（Autonomous Goal-directed Iteration）。將 Karpathy 的 autoresearch 原則應用於任何任務。自主循環執行——修改、驗證、保留/捨棄、重複。支援透過 Claude Code 的 /loop 指令指定可選的迴圈次數。
/autoresearch:autoresearch:debug自主除錯迴圈——科學方法 + 自動研究迭代。找出所有 bug，而非只找一個。
/autoresearch:autoresearch:fix自主修復迴圈——迭代修復錯誤直到歸零。每次迭代修一個，原子性操作，失敗自動還原。
/autoresearch:autoresearch:plan互動式設定嚮導——從目標（Goal）產生範圍（Scope）、指標（Metric）、方向（Direction）與驗證指令（Verify）
/autoresearch:autoresearch:security自主安全審計——STRIDE 威脅模型 + OWASP Top 10 + 4 個對抗性角色的紅隊測試
/autoresearch:autoresearch:ship通用發布工作流——透過結構化 8 階段工作流發布程式碼、內容、行銷、銷售、研究或任何事物
在 PARA 結構的 Obsidian vault 上跑完整 ceremony 的 subagent + 14 slash commands + 4 skills：日 / 週 / 月報、專案狀態、research-repo 巡檢、wiki 知識萃取、歸檔、GitHub Issues ↔ vault Hub issue workflow，全部 auto commit+push。內建 /install 一鍵初始化 vault 骨架。
4 skills · 15 commands · 1 agent
marimo reactive notebook 全方位技能包 — 撰寫 notebook、即時配對程式設計、轉換 Jupyter/Streamlit、論文實作、anywidget、WASM 相容性檢查等 11 個技能。
11 skills
GitHub workflow commands for issues, PRs, and project management using the gh CLI
6 commands
極致壓縮溝通模式，削減約 75% 輸出 token 同時保持完整技術準確性。含 caveman/commit/review 技能、compress 工具及 hooks。
4 skills · hooks
Patch-Based Engineering workflow — 將 patch / commit range 轉成可重建 spec，支援 spec-first reapply、specs/patches.md 與 specs/patched.md 分離，以及 clean-baseline spec-only validation。觸發詞：把這個 patch 變成 spec、重建這個客製化、驗證 patches.md 能不能獨立重做。
1 skill · 3 commands · 1 agent
PRD 全流程工具 — 從用戶訪談建立 PRD，再拆成實作計畫或 GitHub issues。含 write-a-prd、prd-to-plan、prd-to-issues 三個技能。
3 skills
Talk like caveman. Cut filler. Keep technical details explicit.
22 skills · 1 command · 3 agents · hooks
Persistent memory for Claude Code: the next session starts where the last one left off.
29 skills · 1 MCP server · hooks
tasteskill 2.5.1: professional company websites at the figma.com and x.ai level, with one section per screen, real photographs, real product UI, effects kept for tech and gaming pages, and a real-browser checker and finish gate.
1 skill
Open-source AI job search that runs locally in your AI coding CLI: scan job portals, evaluate listings into a structured A-H report with a 1-5 score, tailor your CV, track applications
5 skills · hooks
Cross-session memory and token savings for coding agents.
6 skills · 1 agent · 1 MCP server · hooks
Package any website or local web build into a lightweight desktop app with Pake CLI.
1 skill
This page updates itself from your repo. Add the badge to your README, or get it Featured to pin it above the organic results with a followed link to your site.