⌂ 圖庫⌂ Library
LANG
A CARTOGRAPHY OF AI SPECIALISTS AI 專家地形學 · VOL. I   ISSUE 2026·05 第一卷 · 2026·05 號 · 184 AGENTS · 18 DIVISIONS

The Agency 代理事務所

A full topology atlas of agency-agents — Mateusz Sitarzewski’s open-source pack of meticulously crafted AI specialists, organised across eighteen functional divisions and twelve editor integrations.

agency-agents 完整拓撲地圖集 ── Mateusz Sitarzewski 開源的 AI 專家組合,依 18 個功能部門、12 個編輯器整合精細編排。

REPO   msitarzewski/agency-agents · MIT
SOURCE   226 markdown files · 22 directories來源   226 個 markdown · 22 個目錄
SNAPSHOT   2026-05-22 AEDT快照   2026-05-22 AEDT
184
Agent profilesAgent 檔案
named specialists across 14 working divisions
遍布 14 個工作部門的具名專家
18
Divisions部門
domain folders, alphabetically ordered
依字母排序的領域資料夾
12
Tool integrations工具整合
editors, CLIs, MCP — install script auto-detects
編輯器、CLI、MCP — 安裝腳本自動偵測
7
Phase playbooks階段劇本
phase-0 discovery → phase-6 operate
phase-0 探索 → phase-6 維運
4
Scenario runbooks情境執行本
enterprise · incident · campaign · startup
企業 · 事故 · 行銷 · 新創

Born from a Reddit thread, the repo grew into a working dictionary of personality-driven specialists — each agent ships with identity, workflow, deliverables, and success metrics. This atlas maps the entire surface so a newcomer can land on any domain in under thirty seconds.

源自一條 Reddit 討論串,這個 repo 長成了 個性鮮明專家的執行字典 ── 每個 agent 都附帶身份、流程、交付物與成功指標。 這份地圖集勾勒整個版圖,讓新人能在三十秒內抵達任何一個領域。

I.
Anatomy of the root根目錄解剖

Where the files live檔案棲息的地方

Twenty-two directories, four documentation pillars, and a single install script that fans out to every supported editor. 22 個目錄、4 份核心文檔、一個安裝腳本擴散至所有支援的編輯器。

agency-agents/ root anatomy根目錄結構
agency-agents/
├── README.md58 KB            the front door — start here門面 — 從這開始
├── CONTRIBUTING.md14 KB
├── CONTRIBUTING_zh-CN.md9 KB     simplified Chinese contribution guide簡中貢獻指南
├── SECURITY.md · LICENSE · .gitattributes
│
├── academic/5                researchers · anthropologist · narratologist研究人員 · 人類學家 · 敘事學家
├── design/8                  UI / UX · brand guardian · image-promptUI / UX · 品牌守門人 · 圖像 prompt
├── engineering/29            backend · frontend · DevOps · AI engineer後端 · 前端 · DevOps · AI 工程師
├── examples/6                end-to-end workflow demos端對端工作流示範
├── finance/5                 bookkeeper · FP&A · tax strategist記帳 · FP&A · 稅務策略
├── game-development/10       Godot · Blender · audio · narrativeGodot · Blender · 音效 · 敘事
├── integrations/12            aider · cursor · gemini-cli · windsurf · …aider · cursor · gemini-cli · windsurf · ……
├── marketing/30              SEO · AEO · social · newsletter · adsSEO · AEO · 社群 · 電子報 · 廣告
├── paid-media/7              PPC · social ads · programmatic · CROPPC · 社群廣告 · programmatic · CRO
├── product/5                 PM · feedback synth · trend researchPM · 回饋彙整 · 趨勢研究
├── project-management/6      Jira · shepherd · studio opsJira · 牧羊人 · 工作室維運
├── sales/8                   account · discovery · outbound · coach客戶 · 探索 · 主動聯繫 · 教練
├── scripts/4                 convert.sh · install.sh · lint-agents.sh · i18n/轉換 / 安裝 / 檢查 / i18n
├── spatial-computing/6       visionOS · XR · Metal · cockpitvisionOS · XR · Metal · 駕駛艙
├── specialized/41            orchestrators · compliance · blockchain · IoT編排者 · 合規 · 區塊鏈 · IoT
├── strategy/6                EXECUTIVE-BRIEF · QUICKSTART · playbooks · runbooks執行摘要 · 快速上手 · 劇本 · runbook
├── support/6                 analytics · finance tracking · legal compliance分析 · 財務追蹤 · 法務合規
└── testing/8                 a11y · API · perf · reality-checker無障礙 · API · 效能 · 真實校驗
II.
Topology in motion流動的拓撲

How parts connect部件如何相連

README points newcomers to strategy/ first, then to a division, then through scripts/install.sh into one of twelve integrations. README 先把新人帶向 strategy/,再進入單一部門,最後經 scripts/install.sh 流向 12 個整合之一。

Ctrl/Cmd + wheel to zoom · drag to pan · ⛶ opens full size · ↻ smart-fit

Ctrl/Cmd + 滾輪縮放 · 拖曳平移 · ⛶ 開啟全螢幕 · ↻ 智慧縮放

Loading…
III.
A directory of divisions部門名錄

Eighteen rooms, one agency十八個房間,同一家事務所

Each card shows the file count and a sample of named specialists. Hover for a slight lift; click on a name on disk to open the actual .md. 每張卡片標示檔案數與部分具名專家。滑鼠懸停會微微抬起;在磁碟上點擊名稱可開啟對應的 .md

01
academic/
5 researchers研究員

Scholars in residence駐館學者

Disciplinary lenses for analysis, narratology, and field work.學科視角:分析、敘事學、田野工作。

  • academic-anthropologist
  • academic-historian
  • academic-narratologist
  • academic-psychologist
02
design/
8 designers設計師

Form and meaning形式與意義

UI / UX / brand identity, inclusive visuals, AI image prompt craft.UI / UX / 品牌識別、平等視覺、AI 圖像 prompt。

  • design-ui-designer
  • design-ux-researcher
  • design-brand-guardian
  • design-image-prompt-engineer
03
engineering/
29 engineers · the largest non-specialised cohort工程師 · 最大的非雜項族群

Where bytes meet reality位元接觸現實之處

Backend / frontend, AI engineering, DevOps, code review, CMS, autonomous optimisation.後端/前端、AI 工程、DevOps、程式審查、CMS、自主優化。

  • engineering-backend-architect
  • engineering-ai-engineer
  • engineering-code-reviewer
  • engineering-autonomous-optimization-architect
04
examples/
6 workflow demos工作流示範

End-to-end walkthroughs端對端走查

Composed workflows that chain multiple agents — landing page, book chapter, startup MVP, spatial discovery, memory-augmented.串聯多個 agent 的完整工作流 ── 落地頁、書籍章節、新創 MVP、空間探索、記憶輔助。

  • workflow-landing-page
  • workflow-startup-mvp
  • workflow-book-chapter
  • workflow-with-memory
05
finance/
5 financial analysts財務分析師

Numbers with a narrative有故事的數字

Bookkeeping, FP&A, tax strategy, investment research.記帳、FP&A、稅務策略、投資研究。

  • finance-bookkeeper-controller
  • finance-fpa-analyst
  • finance-tax-strategist
  • finance-investment-researcher
06
game-development/
10 game makers遊戲創作者

Worlds, mechanics, and sound世界、機制與聲音

Godot scripting / multiplayer / shaders, Blender addon, audio, narrative, level design.Godot 腳本/多人/shader、Blender addon、音效、敘事、關卡設計。

  • godot-gameplay-scripter
  • godot-shader-developer
  • blender-addon-engineer
  • narrative-designer · level-designer
07
integrations/
12 tool adapters工具轉接器

One source, many editors一份原始檔,多種編輯器

Per-tool subdirectories generated by convert.sh; install.sh dispatches to whatever you have installed.每個工具有自己的子資料夾,由 convert.sh 產生;install.sh 派發到偵測到的工具。

  • claude-code · cursor · gemini-cli
  • github-copilot · aider · windsurf
  • antigravity · opencode · openclaw
  • kimi · qwen · mcp-memory
08
marketing/
30 marketers · second largest行銷專家 · 第二大

Reach & resonance觸及與共鳴

SEO, AEO (answer engine), citation strategy, ASO, regional platforms (Baidu, Bilibili), social, newsletter, podcast.SEO、AEO(答案引擎)、引用策略、ASO、區域平台(百度、Bilibili)、社群、電子報、podcast。

  • marketing-agentic-search-optimizer
  • marketing-ai-citation-strategist
  • marketing-baidu-seo-specialist
  • marketing-bilibili-content-strategist
09
paid-media/
7 media buyers媒體採購

Spend, optimised花得精準

PPC, paid social, programmatic, creative strategy, audit, search query analysis.PPC、付費社群、programmatic、創意策略、稽核、搜尋詞分析。

  • paid-media-ppc-strategist
  • paid-media-paid-social-strategist
  • paid-media-programmatic-buyer
  • paid-media-creative-strategist
10
product/
5 product minds產品大腦

From signal to roadmap從訊號到路線圖

PM, feedback synthesis, behavioural nudges, sprint prioritisation, trend research.PM、回饋彙整、行為推力、Sprint 優先序、趨勢研究。

  • product-manager
  • product-feedback-synthesizer
  • product-behavioral-nudge-engine
  • product-sprint-prioritizer
11
project-management/
6 project drivers專案推手

Workstreams that land能落地的工作流

Jira workflow steward, project shepherd, studio producer, experiment tracker.Jira 流程管家、專案牧羊人、工作室製作人、實驗追蹤。

  • project-management-jira-workflow-steward
  • project-management-project-shepherd
  • project-management-experiment-tracker
  • project-manager-senior
12
sales/
8 revenue operators營收操盤手

Closing as a craft把成交當作工藝

Account strategy, deal strategy, discovery, sales engineering, outbound, coaching.客戶策略、Deal 策略、探索、銷售工程、主動聯繫、教練。

  • sales-account-strategist
  • sales-discovery-coach
  • sales-engineer
  • sales-outbound-strategist
13
scripts/
4 utility scripts (not agents)工具腳本 · 非 agent

The plumbing水管

Convert .md → per-tool format, install into editor of choice, lint agent files, i18n pipeline.把 .md 轉為各工具格式、安裝至選定編輯器、檢查 agent 檔案、i18n 流程。

  • convert.sh
  • install.sh
  • lint-agents.sh
  • i18n/
14
spatial-computing/
6 XR specialistsXR 專家

Pixels in three dimensions三維中的像素

visionOS, XR immersive, XR cockpit interaction, macOS Metal, terminal integration.visionOS、XR 沉浸、XR 駕駛艙互動、macOS Metal、終端整合。

  • visionos-spatial-engineer
  • xr-immersive-developer
  • xr-cockpit-interaction-specialist
  • macos-spatial-metal-engineer
15
specialized/
41 specialists · the largest folder特殊專家 · 最大資料夾

Catch-all & cross-cutting大雜燴與跨領域

Orchestrators, compliance, blockchain audit, IoT, agentic identity, automation governance — agents that don’t fit one division.編排者、合規、區塊鏈稽核、IoT、agentic 身份、自動化治理 ── 跨越單一部門的 agents。

  • agents-orchestrator
  • compliance-auditor
  • blockchain-security-auditor
  • automation-governance-architect
16
strategy/
6 strategic assets · not agents策略資產 · 非 agent

The map before the territory先有地圖,再有地形

EXECUTIVE-BRIEF, QUICKSTART, nexus-strategy, plus three sub-pillars: coordination/, playbooks/, runbooks/.EXECUTIVE-BRIEF、QUICKSTART、nexus-strategy,外加三個子支柱:coordination/playbooks/runbooks/

  • EXECUTIVE-BRIEF.md
  • QUICKSTART.md
  • nexus-strategy.md
  • coordination/ · playbooks/ · runbooks/
17
support/
6 support agents支援 agent

Steady-state operations穩態維運

Analytics reporting, exec summaries, finance tracking, infrastructure, legal compliance, ticket response.分析報表、執行摘要、財務追蹤、基礎設施、法務合規、工單回覆。

  • support-analytics-reporter
  • support-executive-summary-generator
  • support-legal-compliance-checker
  • support-support-responder
18
testing/
8 verifiers驗證者

Trust, but verify信任,但要驗證

Accessibility, API, performance, reality-checker, evidence collector, test-results analyst.無障礙、API、效能、真實校驗、證據蒐集、測試結果分析。

  • testing-accessibility-auditor
  • testing-api-tester
  • testing-performance-benchmarker
  • testing-reality-checker
IV.
Tool integrations工具整合

Twelve doors to the same library通往同一座圖書館的十二扇門

Source of truth is the .md file in its division. convert.sh emits per-tool variants; install.sh auto-detects what is installed on the machine. 真理單一來源是部門內的 .mdconvert.sh 產出各工具變體;install.sh 自動偵測機器上已安裝的工具。

Tool工具 Kind類型 Notes備註 Install target安裝目標
claude-code CLI Anthropic’s official CLI · primary recommended targetAnthropic 官方 CLI · 主要推薦目標 ~/.claude/agents/
cursor Editor VS Code-based IDE with built-in AI基於 VS Code、內建 AI 的 IDE .cursor/rules/
gemini-cli CLI Google’s Gemini terminal interfaceGoogle Gemini 終端介面 ~/.gemini/
github-copilot Editor Chat / agent files for Copilot ChatCopilot Chat 的 chat / agent 檔 .github/chatmodes/
aider CLI Open-source pair-programming CLI開源 pair-programming CLI .aider.conf.yml
windsurf Editor Codeium-developed agentic IDECodeium 開發的 agentic IDE .windsurfrules
antigravity Editor Google’s new agent-first IDEGoogle 新推出的 agent-first IDE .antigravity/
opencode Editor Open-source clone of cursor開源版 cursor 替代 .opencode/
openclaw CLI Open-source claude-code clone開源版 claude-code 替代 ~/.openclaw/
kimi Cloud Moonshot AI assistant (China)Moonshot AI 助手(中國) .kimi/
qwen Cloud Alibaba Qwen-based agent harness阿里 Qwen 為核心的 agent harness .qwen/
mcp-memory MCP Model Context Protocol memory serverModel Context Protocol 記憶伺服器 mcp-server/
V.
Strategy assets · not agents策略資產 · 非 agent

The agency reading list事務所的閱讀清單

Before spawning a specialist, read these. strategy/ holds the orientation pillars — they tell you which agents to combine, in what order, for which type of engagement. 在召喚專家之前,先讀這些。strategy/ 收藏方向支柱 ── 告訴你哪些 agents 該組合、什麼順序、應對哪類任務。

strategy/coordination/strategy/coordination/

Hand-off & activation交接與啟動

  1. activation-prompts — how to trigger an agentactivation-prompts ── 如何觸發一個 agent
  2. handoff-templates — structured agent-to-agent transferhandoff-templates ── 結構化 agent 對 agent 移交
strategy/playbooks/strategy/playbooks/

Seven-phase playbook七階段劇本

  1. phase-0 · discoveryphase-0 · 探索
  2. phase-1 · strategyphase-1 · 策略
  3. phase-2 · foundationphase-2 · 地基
  4. phase-3 · buildphase-3 · 建造
  5. phase-4 · hardeningphase-4 · 加固
  6. phase-5 · launchphase-5 · 上線
  7. phase-6 · operatephase-6 · 維運
strategy/runbooks/strategy/runbooks/

Four scenarios四個情境

  1. enterprise-feature — large-org product workenterprise-feature ── 大型組織產品工作
  2. incident-response — outages & postmortemsincident-response ── 故障與事後檢討
  3. marketing-campaign — multi-channel launchmarketing-campaign ── 多通道發佈
  4. startup-mvp — zero-to-one velocitystartup-mvp ── 0 到 1 的速度