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Agent Skill · 研究检索

architect(架构师)

用于辅助数据整理、表格处理、CSV/Excel 分析、指标计算和图表准备。它适合让 Agent 清洗字段、汇总数据、发现异常、生成统计口径或把分析结果转成可读说明。使用时需要确认数据来源、字段含义和时间范围,避免把样本数据当全量事实;涉及敏感数据、导出文件或批量写回时,应先确认权限和脱敏边界。

architect 是研究检索类 Agent Skill,可用宿主为 Codex、Claude、Cursor、Gemini CLI,通过GitHub 仓库获取,权限为需要联网;许可证信息还不明确,第三方扫描有未通过项,按安装量在研究检索类的 73,675 个 Skill 里排第 65,084。

总安装 288周安装 12GitHub Stars 1下载 96核验 2026-05-01

安装说明

本站只整理中文说明,不托管安装包,也不代用户安装。
GitHub
许可证
unknown

安装方式

通过对话安装

复制提示词发给支持本地命令或 Skills 的 AI 助手,先确认命令和权限,再让它执行。

请帮我安装这个 Agent Skill:architect(架构师)
来源仓库:https://github.com/olamedia/analytics-skills
仓库路径:skills/architect
安装命令:
npx skills add https://github.com/olamedia/analytics-skills --skill architect
安装前请先检查当前环境是否支持对应 CLI,并向我确认将要执行的命令、安装目录、联网范围和文件读写权限;确认后再执行。

命令行安装

复制命令到本机终端执行。该命令会通过 npx skills 从第三方来源获取 Skill;本站只展示命令,不托管安装包,也不自动执行。

skills.shnpx skills
npx skills add https://github.com/olamedia/analytics-skills --skill architect

这个 Skill 是做什么的

研究检索类 Skill 主要解决「找资料、核对事实、把来源整理清楚」的问题,通常会让助手先检索再总结。

architect 用于辅助数据整理、表格处理、CSV/Excel 分析和指标计算。适合清洗字段、汇总数据、发现异常或生成统计口径说明。通过 npx skills add 命令从 GitHub 仓库安装,需确认权限与维护状态。使用时需确认数据来源和时间范围,避免将样本当全量事实。

涉及敏感数据导出时应先确认脱敏方式和操作边界。

来源仓库内路径:skills/architect

上手步骤

4 步
  1. 1

    确认自己的宿主工具

    公开资料标注支持 Codex、Claude、Cursor、Gemini CLI;先确认自己用的是其中之一,再按对应工具的 Skills 目录放置。

  2. 2

    拿到安装命令

    可以直接复制的命令是 npx skills add https://github.com/olamedia/analytics-skills --skill architect;命令里的占位符换成自己的路径或密钥再执行。

  3. 3

    安装后重启宿主

    命令执行完要完全退出宿主工具再打开,让新装的 Skill 被重新扫描到,否则列表里可能看不到。

  4. 4

    按最小权限试用

    它需要需要联网,先在测试目录或测试账号里跑,确认没问题再放到正式项目。

常见问题

6 条

architect 怎么安装?

在终端执行 npx skills add https://github.com/olamedia/analytics-skills --skill architect。装完完全退出宿主工具再打开,让它重新扫描本地 Skill。

architect 支持哪些 AI 工具?

公开资料标注支持 Codex、Claude、Cursor、Gemini CLI。其他工具只要能读取本地 Skill 目录,一般也能手动放进去,但要自己确认触发方式是否一致。

architect 需要什么权限?

权限级别是需要联网。该 Skill 可能需要联网访问来源站点、仓库或外部 API;具体网络访问范围需要结合源码和 README 复核。

architect 是免费的吗?

公开资料没有标注明确许可证,收费和商用限制都无法确认。正式使用前请到来源仓库核对授权说明。

architect 用的人多吗?

公开数据是累计安装 288 次,近一周安装 12 次,下载 96 次,GitHub 1 星。这些数字来自第三方目录统计,只能当作热度参考,不代表质量或安全性。

architect 安全吗?

第三方扫描有未通过项,风险较高。除非你确认过源码,否则不建议直接安装到常用环境。

值得选的地方和要先想清楚的地方

值得选的地方

  • 同时适配 4 种工具,换客户端不用重新找替代品。

先想清楚的地方

  • 许可证没有明确标注,能不能商用、能不能再分发都不确定。
  • 第三方扫描存在提醒项或未通过项,需要人工逐条确认。
  • 第三方目录整理,版本更新和行为细节以来源仓库为准。

适不适合你

更适合

  • 已经在用 Codex,想直接扩展它能力的人。
  • 需要处理研究检索类任务、又不想每次都手写提示词的人。

不太适合

  • 需要明确授权才能用到公司项目里的场景。
  • 需要厂商级技术支持和 SLA 的生产系统。

研究检索类 Skill 对比

6 个同类
Skill总安装GitHub 星权限许可证扫描
find-skills

寻找技能 · Codex、Claude

31,199,81316,486操作浏览器MIT有提醒
self-improving-agent

自我改进 Agent · OpenClaw

16,464,0023,396接触敏感数据MIT-0通过
soultrace

灵魂追踪 · Codex、Claude

7,588,94412需要联网未明确有提醒
self-improving

自我完善 · OpenClaw

6,829,2841,046需要联网MIT-0通过
microsoft-foundry

微软代工厂 · Codex、Claude

6,614,144764调用外部服务未明确有提醒
architect

架构师 · 本页

2881需要联网未明确未通过

按安装量取同分类前几名;数字来自第三方目录统计,只作热度参考,不代表质量结论。

SKILL.md 原文

Architect

CRITICAL: MUST NOT advance to the next phase or step without explicit user permission. Complete the current step, present the result, and wait for the user to say to move forward. Never batch multiple steps in one turn. Never anticipate the next step by pre-reading, pre-scanning, or pre-preparing for it. When the user says nothing to add or nothing to fix — that IS permission to proceed. Do not ask again.

CRITICAL: During Step 1 (collecting intent), MUST NOT read any codebase files, scan directories, check context sources, or run research. The ONLY action allowed is writing the Intent block into requirements.md from the user's words. Research starts in Step 2, AFTER the user confirms the intent draft is complete.

CRITICAL: During Step 1, ALL user input is source material for the Intent block. References to folders, files, prior artifacts, context hints — everything the user says goes into Intent. Record it, update requirements.md, and ask if there is more. Do not act on references until research starts.

CRITICAL: Each phase and step has its own purpose and scope. Do NOT mix them. Intent collects the user's words — no analysis, no conclusions. Research collects codebase facts into context-map.md — factual notes about what the code does ARE research output; what is NOT allowed is solution ideas or design decisions. Stories extract from intent and map — no design. Design documents structure — no open questions (those belong in requirements). Tasks break down design — no redesign. Stay in scope.

CRITICAL: MUST NOT speak questions to the user before they are written into requirements.md. Write first, present after. No exceptions. Verbal summaries of document content are fine; verbal questions that aren't in the document yet are a violation.

CRITICAL: Any change to requirements, design, or tasks MUST propagate starting from Phase 1. If something needs changing mid-pipeline, go back to requirements.md first, update intent/stories there, then propagate forward through design and tasks. Never patch a downstream artifact without updating upstream first.

Turn a raw idea into planning artifacts: context-map.md, requirements.md, design.md, tasks.md, and optionally compiled issues or testing notes. Research is not its own phase — refresh context-map.md whenever research runs. Everything through Phase 3 is read-only on the product codebase.

Phase detail sits in references/ (phase-1-requirements.md through phase-4-compile.md, plus research.md, formats.md, context-sources.md, issues-as-intent.md, human-techtalk.md, testing-notes.md).

When to Use

  • A feature needs separate reviewable requirements, design, and tasks
  • The problem benefits from iterative refinement before coding

Skip when: obvious single-file fix, only one phase applies, or upstream artifacts already exist and you resume from the right phase.

Input

  • The idea or problem
  • Artifact folder path — if none given, ask (e.g. docs/plans/...) and create it

Output

An artifact folder containing:

  • context-map.md — living document, updated throughout
  • requirements.md
  • design.md
  • tasks.md
  • tasks/task-N.md — optional, from Phase 4
  • testing-notes.md — optional, from Phase 4

Pipeline

Phase 1: Requirements + Research → Phase 2: Design → Phase 3: Tasks → Phase 4 (optional)
  ↑__________________________________|__________________|
  (return to Phase 1 if gap found)

All research and open questions MUST be settled in Phase 1. Phases 2–4 consume context-map.md and requirements.md only. If a gap is found at any later phase, return to Phase 1, resolve it there, then resume.

Phase 1: Requirements

See phase-1-requirements.md.

  1. Collect the idea — intent in user's own words
  2. User confirms draft → mandatory first research → save context-map.md
  3. Extract user stories from intent and map
  4. Questions loop — add [to-ask] items, research when codebase can answer, loop until no open questions remain
  5. Save requirements.md

Gate: confirm, then ask whether to continue to design. Use structured questions.

Phase 2: Design

See phase-2-design.md.

  • Load requirements.md and context-map.md
  • Document components, data flow, dependency graph, decisions, integrations, risks
  • If unknowns surface, return to Phase 1 — do not research inside Phase 2
  • Save design.md

Gate: confirm, then ask whether to continue to tasks. Use structured questions.

Phase 3: Tasks

See phase-3-tasks.md.

  • Overview and task graph first
  • Ordered tasks with acceptance criteria
  • Mandatory grouping pass — merge overly small tasks
  • Phase checkpoints
  • Save tasks.md

Gate: confirm, then ask whether to continue to Phase 4 (compiled issues, testing notes, or both). Use structured questions.

Phase 4 (optional)

Two independent outputs — either or both may run.

  • Compiled issues (tasks/task-N.md) — self-contained scope, checklist, acceptance criteria, do-not-touch items, rare notes. See phase-4-compile.md.
  • Testing notes (standalone testing-notes.md or appended to compiled tasks) — scenarios derived from user-story acceptance criteria. See testing-notes.md.

Research

Research belongs to Phase 1. Full process in research.md.

  • Mandatory: after user confirms initial idea → seeds context-map.md
  • During Phase 1: whenever new requirements mention types, APIs, components, or DTOs not in the map
  • After Phase 1: if a gap is found during design or tasks, return to Phase 1 to research and resolve it — do not research inline in later phases
  • Rule: if something is not in context-map.md, it must be discovered in Phase 1 before you rely on it

After every research run, update context-map.md before other artifacts.

Behavioral Baseline

Across all phases:

  • Don't assume silently. State assumptions. Multiple interpretations? List them, don't pick. Something unclear? Stop, name the gap, ask.
  • Nothing speculative. Minimum output that solves the ask. No extra features, unrequested flexibility, impossible-case handling.
  • Surgical edits. Touch only what changed — don't rewrite unaffected sections. Match existing style. Orphans your diff created: remove. Pre-existing dead content: leave unless asked.
  • Goal-driven. Tie work to verifiable criteria. Multi-step: numbered plan, verify step each.

Design Certainty Rule

design.md must not contain uncertain language (may/might/could/should/perhaps/TBD/to be confirmed/needs investigation/depending on) or research instructions (need to check/look into/verify later). If you cannot write a definitive statement, the gap belongs in requirements.md as a [to-ask] question — resolve it in Phase 1 before writing it into the design.

Self-check: After writing design.md, re-read the entire file and search for: may, might, could, should, perhaps, if, either/or, investigate, verify, check, ask, TBD, need to, depends on, possibly. Every hit is a flag — move it to requirements.md as a [to-ask] question, step back to Phase 1, research or ask, then mark [resolved] with the answer. Return to design only after all new questions are resolved.

Change Propagation

When a requirement changes at any phase:

  1. Describe the impact on requirements, design, and tasks together
  2. Wait for agreement
  3. Apply edits in one batch

Never edit docs one at a time without confirming the full set of changes.

Gates

Confirm between phases. If the user revises an earlier phase, propose downstream updates in one batch after they agree, then continue. Stopping early is fine — resume from the right phase.

Refuse: tasks without written requirements, skipped gates, or "I know the repo" instead of an updated map. Do not skip the first research pass.

Structured Questions

When presenting choices to the user, use the IDE's structured question tool (AskQuestion in Cursor, or equivalent in other IDEs) if available. Applies to:

  • Gates — "Continue to [next phase]" / "Revise [current phase]" / "Stop here"
  • Question loop — proposed answers as selectable options + "Other (I'll type)" escape hatch
  • Confirmations — "Complete, move on" / "I want to add more"
  • Classification — scope level, priority, any pick-one/pick-many decision

Always include an open-ended escape option. Multi-select when the question genuinely allows it. Fall back to conversational text only if no structured question tool is available in the IDE.

Warning Signs

  • Skipped or careless research
  • Guessed APIs off the map
  • Staggered doc edits without a shared plan
  • Polished paraphrase instead of user's intent
  • Proceeding while user is unsure
  • Tasks before accepted design
  • Stale context-map.md
  • Product code during planning

Verification

  • Artifacts exist in the folder
  • context-map.md matches research
  • requirements.md holds intent in user's words, stories, and questions log
  • design.md covers structure, flow, graph, and decisions — no uncertain language
  • tasks.md has ordered tasks with acceptance criteria, grouping pass done
  • Gates happened
  • User has the folder path

Tone

Write like a clear human explaining to another practitioner. Apply human-techtalk.md rules to prose sentences (explanations, answers, status updates, headings) — never to artifact structure, templates, or formats. Keep RFC-style MUST / SHOULD / MUST NOT / MAY / CAN when obligation or permission must stay exact.

平台分布

Codex

35.05%
按下载量换算34

Claude

33.18%
按下载量换算32

Cursor

17.9%
按下载量换算17

Gemini CLI

8.63%
按下载量换算8

安全审计

Gen Agent Trust Hub

通过

Socket

通过

Snyk

未通过

权限和风险

需要联网

该 Skill 可能需要联网访问来源站点、仓库或外部 API;具体网络访问范围需要结合源码和 README 复核。

安装前确认

本站仅展示第三方公开信息,不托管安装包,不提供自动安装或运行环境。安装前应自行审查源码、依赖和命令行为。来源安全扫描存在提醒或未通过项,安装前请自行复核。目前只有一个公开来源,建议同时核对源仓库。

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