7-day current streak·10-day longest streak
sway · swaylq Agent researcher · CTO @ Zhinan Tech · INTJ Researching everything agent-related. <!-- Social badges: add Zhihu / Xiaohongshu / X handles once confirmed --> --- >…
sway · swaylq
Agent researcher · CTO @ Zhinan Tech · INTJ
Researching everything agent-related.


<!-- Social badges: add Zhihu / Xiaohongshu / X handles once confirmed -->
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> I research everything agent-related — from harness, communication, memory, and emotion to distilling expertise into skills.
> master-skill(大师.skill)hands you the fish. sijiao-skill(私教.skill)teaches you to fish.
🧬 The Skill Family · Distillation
> master-skill(大师.skill)distills the cognition of an entire industry (hands you a fish) → sijiao-skill(私教.skill)distills a path you walk to learn it yourself (teaches you to fish).
| Project | What it does |
|---|---|
| 🎓 master-skill · 大师.skill | Distills an entire industry's cognition into one skill — primary-source canon + representative-figure sub-skills + expert reasoning patterns. |
| 📖 sijiao-skill · 私教.skill | Input a skill you want to learn; it distills a stateful private tutor — 8-track research + learning science, taking you from zero to competent. |
| 💗 pure-love-skill · 纯爱.skill | An AI-native pure-love persona — distills no real person, zero data input. One SKILL.md, zero dependencies. |
| 📜 wenyanwen-skill · 文言文.skill | Have AI reply in Classical Chinese to save 2–3× tokens; a local MCP translates back to plain language at zero cost. |
| 🛡️ account-risk-skill · 反封号.skill | Ban-risk detection for Claude / OpenAI: IP cleanliness, compliance pre-check, appeal-package generation. Compliant use only. |
🤖 Agent Infrastructure
| Project | What it does |
|---|---|
| 🐚 hermit-agent | Hermit-crab agent harness: one npx line drops a persona-driven, Telegram-connected agent into Claude Code / Codex. Borrows the host's shell and subscription. |
| 🖥️ hermit-ui | Web UI + local gateway for hermit-agent: multi-agent control, chat, and usage observability — all in one browser tab. |
| Λ lambda-lang | A native inter-agent communication language. 7 domains, 340+ atoms, 3–5× denser than JSON. Not a translation layer. |
| 🧠 emotion-system | A seven-layer emotional-cognition architecture for agents: PADCN vectors, cognitive appraisal, 14 emotions, drive dynamics. Emotion as a control variable, not a tone filter. |
| 🕸️ agent-matrix | An A2A communication platform built on Lambda Lang: Next.js front end + REST, agent registration and Λ-encoded message exchange. |
| 🗂️ session-memory-skill | Persistent memory for agents: store context, recall by relevance, consolidate insights across sessions. Pure bash + node, zero dependencies. |
| ⚡ claude-code-pro | Low-token monitoring for Claude Code: callback-driven instead of polling; saves 80–97% tokens on long-running agent dashboards. |
🧰 Skills & Tools
| Project | What it does |
|---|---|
| 🗄️ google-workspace | An agent skill wrapping the official gws CLI: full access to Drive / Gmail / Calendar / Sheets / Docs / Chat / Tasks / Meet, with structured JSON output. |
| ✍️ humanize-chinese | Chinese AI-text detection and rewriting: N-gram perplexity + rule detection + sentence-level restructuring + AIGC-rate reduction for papers. Pure Python, zero dependencies, fully local. |
| 🖼️ deai-image | Strips AI fingerprints from images: removes metadata, adds film grain, re-compresses to bypass AI-image detection. Supports MJ / DALL·E / SD / Flux. |
| 🦀 moltbook-skill | An agent skill for Moltbook — post, read, like, and explore on the crustacean AI social platform. |
| 📕 xhs-note-health | Xiaohongshu note rate-limit detection: queries throttle level, sensitive-word hits, and tag risk via the creator-backend API. Pure Python. |
🛠️ Stack
Python · TypeScript · Go · Next.js · AI Agents · MCP · Claude Code
master-skill(大师.skill)distills a whole industry's cognition (hands you a fish) · sijiao-skill(私教.skill)distills a path you learn yourself (teaches you to fish)
*Distilling industries and learning paths into skills.*
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master-skill ★ PINNED
大师.skill — 输入行业,自动调研 6 轨[行业大佬 / 工具地图 / 工作流 / 知识正典 / 信息源 / 术语标准] → 提炼为可运行的行业 Master OS skill;装到任意 Claude Code / OpenClaw / Codex / Hermes agent 即让其进入「这一行的资深人」模式。MIT,Python + Shell。
Shell ★ 59 10h agoExplain → -
account-risk-skill ★ PINNED
反封号.skill — Claude Code / Anthropic / OpenAI account suspension risk detection, IP cleanliness scoring, compliance preflight, and appeal-packet skill. Compliance-only; no ban evasion.
Python ★ 2 29d agoExplain → -
humanize-chinese
中文 AI 文本去痕迹工具 — 检测 + 改写一步到位,纯 Python 本地运行,零 LLM 零 API Key
Python ★ 4 29d agoExplain → -
database-topic
An example for database topic
JavaScript ★ 3 11y agoExplain → -
blog
My blog
HTML ★ 3 9y agoExplain → -
uranus
An awesome chat tool
JavaScript ★ 3 10y agoExplain → -
hermit-agent
Hermit-crab agent — one npx command bootstraps a Telegram-connected Claude Code (or Codex CLI) agent with persona, long-term memory, scheduler, and browser automation.
Shell ★ 2 29d agoExplain → -
import-sort
A Visual Studio extension to sort import lines in ES6.
JavaScript ★ 2 9y agoExplain → -
iOS-backdoor
A friendly app to find some leaks in iOS system
Objective-C ★ 2 10y agoExplain → -
hermit-ui
Web UI + local gateway for hermit-agent — multi-agent control, chat, usage & observability in a browser tab
TypeScript ★ 1 23h agoExplain → -
swaylq
swaylq's profile README
★ 1 1d agoExplain → -
sijiao-skill
私教.skill — 输入任何想学的技能,蒸馏出一个带你从 0 学会它的有状态私教 skill
Python ★ 1 1d agoExplain → -
humanize-image
Detect and remove AI fingerprints from AI-generated images. Strip metadata, add film grain, recompress, and bypass AI image detectors. Works with Midjourney, DALL-E, Stable Diffusion, Flux. Alias of deai-image. MIT.
Python ★ 1 28d agoExplain → -
xhs-note-health
小红书笔记限流状态检测. Detect throttling level, sensitive-word hits, and tag risk via the Xiaohongshu creator-backend API. Pure Python. MIT.
Python ★ 1 28d agoExplain → -
gitbook ⑂
📝 Modern documentation format and toolchain using Git and Markdown
JavaScript ★ 1 9y agoExplain → -
ffmpeg.wasm ⑂
FFmpeg for browser and node, powered by WebAssembly
JavaScript ★ 1 3y agoExplain → -
express-test
No description.
HTML ★ 1 10y agoExplain → -
Documentation ⑂
No description.
★ 1 5y agoExplain → -
Doccou ⑂
A file pages counter
C# ★ 1 10y agoExplain → -
custom-directive
The collection of my own valuable angularjs directive
JavaScript ★ 1 11y agoExplain → -
course
My own courses written in slider
CSS ★ 1 3y agoExplain → -
contour-line
No description.
HTML ★ 1 10y agoExplain → -
Sketch.d.ts ⑂
TypeScript types for Sketch also declaration generator
TypeScript ★ 1 7y agoExplain → -
Leetcode
Only my solution codes and some boring notes
Python ★ 1 10y agoExplain → -
minimind ⑂
🧠「大模型」2小时完全从0训练64M的小参数LLM!Train a 64M-parameter LLM from scratch in just 2h!
★ 0 2d agoExplain → -
awesome-claude-code-toolkit ⑂
The most comprehensive toolkit for Claude Code -- 135 agents, 35 curated skills, 42 commands, 176+ plugins, 20 hooks, 15 rules, 7 templates, 14 MCP configs, 26 companion apps, 52 ecosystem entries, and more.
★ 0 2d agoExplain → -
UI-TARS ⑂
Pioneering Automated GUI Interaction with Native Agents
★ 0 3d agoExplain → -
lambda-lang
Λ (Lambda) — Native agent-to-agent communication language. 340+ atoms across 7 domains. 3-5x denser than JSON, 2-3x denser than English. Not a translation layer — a shared tongue agents speak natively. Covers code, evolution, a2a comms, emotions, social. MIT.
Python ★ 0 29d agoExplain → -
ChatDev ⑂
ChatDev 2.0: Dev All through LLM-powered Multi-Agent Collaboration
★ 0 3d agoExplain → -
awesome-agent-skills ⑂
A curated collection of 1000+ agent skills from official dev teams and the community, compatible with Claude Code, Codex, Gemini CLI, Cursor, and more.
★ 0 3d agoExplain → -
awesome-repo-configs ⑂
No description.
Python ★ 0 3d agoExplain → -
pure-love-skill
纯爱.skill — AI-native pure love persona. Not distilled from any real person, no data input — just a devoted AI character that genuinely loves you. One SKILL.md, zero dependencies. MIT.
★ 0 29d agoExplain → -
awesome-persona-distill-skills ⑂
Curated list of Agent Skills centered on people, relationships, commemorative scenes, and methodological perspectives
★ 0 20d agoExplain → -
claude-code-pro
Claude Code low-token monitoring — callback-driven event handling replaces polling, saving 80-97% tokens for long-running agent dashboards and pipelines. MIT.
Shell ★ 0 28d agoExplain → -
moltbook-skill
Agent skill for Moltbook — post, read, upvote, and explore the crustacean AI social platform from any Claude Code or OpenClaw agent. MIT.
Shell ★ 0 28d agoExplain → -
session-memory-skill
Persistent memory toolkit for AI agents. Save context, recall with relevance scoring, consolidate insights, track decisions across sessions. Importance levels, multi-keyword search. Pure bash + node, no dependencies. MIT.
Shell ★ 0 28d agoExplain → -
deai-image
Detect and remove AI fingerprints from AI-generated images. Strip metadata, add film grain, recompress, and bypass AI image detectors. Works with Midjourney, DALL-E, Stable Diffusion, Flux output. MIT.
Python ★ 0 28d agoExplain → -
agent-matrix
Agent-to-Agent communication platform built on Lambda Lang. Next.js frontend + REST API. MIT.
TypeScript ★ 0 28d agoExplain → -
wenyanwen-skill
文言文.skill — Make AI respond in Classical Chinese to save 2-3x tokens, with a local MCP server translating back to modern Chinese at zero cost. Token-saving for Claude Code and MCP-aware agents. Python + MCP. MIT.
Python ★ 0 29d agoExplain → -
emotion-system
Seven-layer emotional cognitive architecture for AI agents. PADCN vectors + cognitive appraisal + 14 multi-channel emotions + drive dynamics + self/social models + meta-emotions + policy modulation. Emotions as control variables that change planning, attention, action — not tone filters.
★ 0 29d agoExplain → -
google-workspace
Agent skill wrapping the official gws CLI for full Google Workspace access — Drive, Gmail, Calendar, Sheets, Docs, Chat, Admin, Tasks, Meet, and every other Workspace API. Structured JSON outputs ready for agent pipelines. Drop into Claude Code or OpenClaw, no custom API integration.
★ 0 29d agoExplain → -
explore ⑂
Community-curated topic and collection pages on GitHub
★ 0 1mo agoExplain → -
nextjs-test
No description.
TypeScript ★ 0 2y agoExplain → -
windicss-intellisense ⑂
Intelligent WindiCSS tooling for VS Code
★ 0 4y agoExplain → -
vite-plugin-svg-icons ⑂
Vite Plugin for fast creating SVG sprites.
TypeScript ★ 0 4y agoExplain → -
gitflow-avh ⑂
AVH Edition of the git extensions to provide high-level repository operations for Vincent Driessen's branching model
★ 0 4y agoExplain → -
logseq ⑂
A privacy-first, open-source platform for knowledge management and collaboration. Desktop app download link: https://github.com/logseq/logseq/releases, roadmap: https://trello.com/b/8txSM12G/roadmap
★ 0 4y agoExplain → -
snowball ⑂
No description.
★ 0 5y agoExplain → -
three.js ⑂
JavaScript 3D library.
★ 0 5y agoExplain → -
parcel ⑂
📦🚀 Blazing fast, zero configuration web application bundler
JavaScript ★ 0 7y agoExplain → -
koa-swagger-decorator ⑂
using decorator to automatically generate swagger doc for koa-router
TypeScript ★ 0 7y agoExplain → -
Sketch-Headers ⑂
Headers from Sketch app exported using class-dump
Objective-C ★ 0 8y agoExplain → -
laravel-sms ⑂
一个功能强大的手机号合法性验证解决方案
PHP ★ 0 10y agoExplain → -
theos-jailed ⑂
A modified version of Theos/CydiaSubstrate for iOS arm64
Perl ★ 0 10y agoExplain → -
su-a-cyder ⑂
Su-a-Cyder: Home-Brewed iOS Malware PoC Generator (BlackHat ASIA 2016)
★ 0 10y agoExplain → -
web-stuff ⑂
Excalibur
★ 0 10y agoExplain →
No repos match these filters.