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Agent Skill · 研究检索

intent-cli(intent CLI 搜索)

intent-cli 用于查找、检索和筛选相关信息,适合在 Codex、Claude、Cursor、Gemini CLI 中需要根据关键词、任务场景或来源线索快速定位候选结果时使用。可结合来源仓库、安装命令和原始 README 继续核验具体用法。安装前建议确认权限范围、维护状态,以及是否会触发联网、命令执行或文件读写。

intent-cli 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,第三方扫描有提醒项,按安装量在研究检索类的 73,675 个 Skill 里排第 69,971。

总安装 214周安装 9GitHub Stars 13下载 75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:intent-cli(intent CLI 搜索)
来源仓库:https://github.com/dozybot001/intent
仓库路径:skills/intent-cli
安装命令:
npx skills add https://github.com/dozybot001/intent --skill intent-cli
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/dozybot001/intent --skill intent-cli

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。

用于查找、检索和筛选相关信息,适合在 Codex、Claude、Cursor、Gemini CLI 中根据关键词、任务场景或来源线索快速定位候选结果。支持从来源仓库获取上下文,结合安装命令和原始 README 核验具体用法。安装前建议确认权限范围、维护状态,以及是否会触发联网、命令执行或文件读写。

适用于需要快速获取信息或背景知识的场景,提升研究效率。建议在提示词中明确搜索范围和筛选条件,避免无关结果干扰。

来源仓库内路径:skills/intent-cli

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/dozybot001/intent --skill intent-cli;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

intent-cli 怎么安装?

在终端执行 npx skills add https://github.com/dozybot001/intent --skill intent-cli。装完完全退出宿主工具再打开,让它重新扫描本地 Skill。

intent-cli 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。

intent-cli 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。

intent-cli 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。

intent-cli 用的人多吗?

公开数据是累计安装 214 次,近一周安装 9 次,下载 75 次,GitHub 13 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。

intent-cli 安全吗?

第三方扫描有提醒项,说明存在需要人工确认的行为。安装前请打开源码看清它读了什么、联网到哪里。

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
intent-cli

intent CLI 搜索 · 本页

21413需要联网未明确有提醒

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

Intent — semantic recording guide

This repo uses Intent (.intent/) to record semantic history: what you did and why, structured as formal objects that survive context loss across sessions and agents.

itt commands output JSON — parse them, don't guess.

When this activates

  • User invokes /intent-cli
  • User says "记录语义", "record what we did", "记录一下", or similar

Recording flow

Recording is retrospective. You look back at the work from the last semantic recording to now and summarize. This ensures semantic continuity — each recording picks up exactly where the previous one left off. If no previous recording exists (inspect is empty), tell the user you'll record from the current session start.

  1. Run itt inspect to check current state (active intents, decisions, suspended work)
  2. Create one intent — the goal of this interaction
  3. Create snaps — one per meaningful milestone
  4. Identify decisions — long-lived constraints worth formalizing (requires user confirmation)
  5. itt intent done — if the goal is fully resolved
itt intent create "Implemented auth retry logic" \
  --why "users on slow networks were getting logged out"
itt snap create "Added exponential backoff to API client" \
  --why "transient 503s from upstream caused cascading failures"
itt snap create "Updated error handling in login flow" \
  --why "old handler swallowed retry errors silently"
itt intent done

Writing high-quality semantics

Every object has two core fields: what (concise action/theme) and why (reasoning).

Intent: what + why

  • what: one sentence summarizing the goal — not a step, not a file name
  • why: the context or motivation behind the goal
GoodBad
"Migrate auth middleware to JWT""Update auth.py"
"Fix cascading timeout on slow networks""Fix bug"

One intent per recording, not per step. A recording session typically produces exactly one intent.

Snap: what + why

A snap is a milestone — a meaningful chunk of completed work under the intent.

  • what: what was done, scannable in a list
  • why: why this approach was chosen, not a restatement of what
GoodBad
what: "Added retry with exponential backoff"what: "Modified api_client.py lines 42-78"
why: "Linear retry overwhelmed the upstream during recovery"why: "Because we needed retries"

Snap boundary judgment

Ask: "If I removed this snap, would the intent's story have a gap?"
  Yes → keep it as a snap
  No  → too granular, merge into another snap or skip

Rules of thumb:

  • Snap it: architectural choice, non-obvious trade-off, significant code change, a conclusion from investigation
  • Skip it: routine edits, formatting, dependency bumps, trivial fixes that need no explanation

Decision: what + why

A decision is a long-lived constraint that outlives the current intent.

The test: would a future intent on a completely different problem still need to respect this? Yes → decision. No → it's just a snap.

DecisionNot a decision (snap it)
"All API responses must include request_id for tracing""Added request_id to the auth endpoint response"
"SKILL must be self-contained — agent reads only SKILL""Rewrote SKILL to clarify the recording flow"

Never create a decision without user involvement.

PathTriggerAction
ExplicitUser says decision-[text] or 决定-[text]Create directly
DiscoveredYou spot a long-lived constraintAsk: "Should I record this as a decision?" → create only after confirmation

If a user request conflicts with an active decision, say so and ask whether to deprecate.

Session recovery

When activated, always run itt inspect first:

  1. Active intents → continue from latest_snap, don't ask user to re-explain
  2. Active decisions → respect them as standing constraints
  3. Suspended intents → mention if relevant
  4. Warnings → run itt doctor
  5. Everything empty → fresh workspace

Key rules

  • Recording is user-initiated — like git commit, only when asked
  • One intent per recording — summarize the goal, not each step
  • Snap semantics, not mechanical details — capture what+why, not diffs or command logs
  • Decisions require user confirmation — never create on your own judgment
  • Always done completed intents — stale intents pollute inspect
  • Decision hygiene — when active_decisions > 20, prompt: "当前有 N 条 active decision,要做一轮清理吗?"

Objects

ObjectFieldsStates
Intentwhat, why, snap_ids[], decision_ids[]active → suspend ↔ active → done
Snapwhat, why, intent_idImmutable
Decisionwhat, why, intent_ids[], reasonactive → deprecated

All objects also carry: id, object, created_at, origin (auto-detected).

Relationships are bidirectional and append-only. Objects are immutable after creation — correct via new snap.

Command reference

Global

CommandWhat it does
itt initCreate .intent/ in current git repo
itt inspectRecovery view — start every recording here
itt doctorValidate object graph
itt versionPrint version

Intent

CommandWhat it does
itt intent create WHAT [--why W]New intent (auto-attaches active decisions)
itt intent activate [ID]suspend → active (catches up decisions; infers ID when unique)
itt intent suspend [ID]active → suspend (infers ID when unique)
itt intent done [ID]active → done (infers ID when unique)

Snap

CommandWhat it does
itt snap create WHAT [--why W]Semantic snapshot (auto-attaches to active intent; --intent ID if multiple)

Decision

CommandWhat it does
itt decision create WHAT [--why W]New decision (auto-attaches active intents)
itt decision deprecate ID [--reason TEXT]active → deprecated

Hub

CommandWhat it does
itt hub start [--port PORT] [--no-open]Launch IntHub Local
itt hub link [--project-name NAME] [--api-base-url URL]Link workspace to IntHub
itt hub sync [--dry-run]Push semantic history to IntHub

JSON output

Success: {"ok": true, "action": "...", "result": {...}, "warnings": []}

Inspect: {"ok": true, "active_intents": [], "active_decisions": [], "suspended": [], "warnings": []}

Error: {"ok": false, "error": {"code": "...", "message": "...", "suggested_fix": "itt..."}}

When suggested_fix is present, follow it.

平台分布

Codex

36.93%
按下载量换算28

Claude

29.98%
按下载量换算22

Cursor

19.83%
按下载量换算15

Gemini CLI

8.03%
按下载量换算6

安全审计

Gen Agent Trust Hub

通过

Socket

可疑

Snyk

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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