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Agent Skill · 研究检索

int-reference(整数参考)

int-reference 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。

int-reference 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,权限为只读;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 56,650。

总安装 447周安装 19GitHub Stars 186下载 157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:int-reference(整数参考)
来源仓库:https://github.com/microsoft/skills-for-copilot-studio
仓库路径:skills/int-reference
安装命令:
npx skills add https://github.com/microsoft/skills-for-copilot-studio --skill int-reference
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/microsoft/skills-for-copilot-studio --skill int-reference

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。

int-reference 用于查找、检索和筛选相关信息,适合快速定位候选结果。适用于需要根据关键词或任务场景从来源线索中筛选信息的场景。通过关键词、任务场景或来源线索进行信息检索和筛选。安装前需确认权限范围、维护状态及是否触发联网或文件读写操作。

适用宿主包括 Codex、Claude、Cursor、Gemini CLI,接入前应确认版本、权限和运行环境要求。

来源仓库内路径:skills/int-reference

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/microsoft/skills-for-copilot-studio --skill in…;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

    它标注为只读,先用只读任务试一次,确认行为符合预期再扩大使用范围。

常见问题

6 条

int-reference 怎么安装?

在终端执行 npx skills add https://github.com/microsoft/skills-for-copilot-studio --skill int-referenc…。装完完全退出宿主工具再打开,让它重新扫描本地 Skill。

int-reference 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。

int-reference 需要什么权限?

权限级别是只读。该 Skill 主要提供规则、说明或参考内容,本身偏只读;真正读写文件、联网或执行命令仍取决于宿主 Agent 的任务。

int-reference 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。

int-reference 用的人多吗?

公开数据是累计安装 447 次,近一周安装 19 次,下载 157 次,GitHub 186 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。

int-reference 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。
  • 标注为只读权限,试用阶段不容易误改本地文件。

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。
  • 只想先试试效果、不希望它改动本地文件的人。

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
int-reference

整数参考 · 本页

447186只读未明确有提醒

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

Copilot Studio YAML Reference

Core File Types

FilePurpose
agent.mcs.ymlMain agent metadata (kind: GptComponentMetadata)
settings.mcs.ymlAgent settings and configuration
connectionreferences.mcs.ymlConnector references
topics/*.mcs.ymlConversation topics (kind: AdaptiveDialog)
actions/*.mcs.ymlConnector-based actions (kind: TaskDialog)
knowledge/*.mcs.ymlKnowledge sources (kind: KnowledgeSourceConfiguration)
variables/*.mcs.ymlGlobal variables (kind: GlobalVariableComponent)
agents/*.mcs.ymlChild agents (kind: AgentDialog)

Trigger Types

Topics with OnRecognizedIntent have two routing mechanisms — which one matters depends on the orchestration mode:

  • modelDescription — used by generative orchestration (GenerativeActionsEnabled: true). The AI orchestrator reads this to decide routing. Primary mechanism for generative agents.
  • Trigger phrases (triggerQueries) — used by classic orchestration. Pattern-matched against the user's utterance. Secondary hints when generative orchestration is enabled.

System triggers (OnConversationStart, OnUnknownIntent, OnError, etc.) fire automatically and don't use either mechanism.

KindPurpose
OnRecognizedIntentTrigger phrases matched
OnConversationStartConversation begins
OnUnknownIntentNo topic matched (fallback)
OnEscalateUser requests human agent
OnErrorError handling
OnSystemRedirectTriggered by redirect only
OnSelectIntentMultiple topics matched (disambiguation)
OnSignInAuthentication required
OnToolSelectedChild agent invocation
OnKnowledgeRequestedCustom knowledge source search triggered (YAML-only, no UI)
OnGeneratedResponseIntercept AI-generated response before sending
OnOutgoingMessageNon-functional (2026-03-15) — exists in schema but does not fire at runtime. Do not use.

YAML-Only Features

These features work at runtime but are not visible in the Copilot Studio UI. Warn users that UI edits may silently remove them.

FeatureNotes
triggerCondition on knowledge sourcesThe UI only exposes this as an on/off toggle (=false to exclude from UniversalSearchTool). Arbitrary Power Fx expressions (e.g., =Global.UserDepartment = "HR") work at runtime but can only be set via YAML. Use with caution. (2026-03-16)

Action Types

KindPurpose
SendActivitySend a message
QuestionAsk user for input
SetVariableSet/compute a variable (Power Fx expression, prefix =)
SetTextVariableSet a text variable using template interpolation ({}). Useful for converting non-text types (e.g., Number) to text: "You have {Topic.Count} items"
ConditionGroupBranching logic
BeginDialogCall another topic
ReplaceDialogReplace current topic
EndDialogEnd current topic
CancelAllDialogsCancel all topics
ClearAllVariablesClear variables
SearchAndSummarizeContentGenerative answers (grounded in knowledge)
AnswerQuestionWithAIAI answer (conversation history + general knowledge only)
EditTableModify a collection
CSATQuestionCustomer satisfaction
LogCustomTelemetryEventLogging
OAuthInputSign-in prompt
SearchKnowledgeSourcesSearch knowledge sources (returns raw results, no AI summary)
CreateSearchQueryAI-generated search query from user input

Connector Actions (TaskDialog)

Connector actions (kind: TaskDialog) invoke external connector operations. They are stored in actions/ and require a connection reference in connectionreferences.mcs.yml.

Use /add-action to create new actions from available connectors. The schema describes the structural properties of TaskDialog and InvokeConnectorTaskAction, but the specific inputs and outputs for each connector operation are connector-specific — use the connector lookup script (connector-lookup.bundle.js) to get the full operation details.

Action Structure

FieldPurpose
kind: TaskDialogIdentifies this as a connector action
inputsInputs: AutomaticTaskInput (AI-provided) or ManualTaskInput (fixed value)
modelDisplayNameDisplay name for AI orchestrator routing
modelDescriptionDescription for AI orchestrator routing
outputsOutput property names returned by the connector
action.kindAlways InvokeConnectorTaskAction for connector actions
action.connectionReferenceLogical name of the connection (registered in connectionreferences.mcs.yml)
action.connectionProperties.modeMaker (maker's credentials) or Invoker (end user's credentials)
action.operationIdThe connector's specific operation identifier
outputModeUsually All — exports all operation outputs

Input Types

Input KindUse WhenNotes
AutomaticTaskInputThe AI orchestrator should provide the value based on contextIncludes description for the AI to understand what to provide
ManualTaskInputA fixed/hardcoded value (e.g., timezone, folder path)Can only hardcode strings. Non-string values (IDs, enums) should be reviewed by the user after pushing

$-Prefixed Property Names (SharePoint, OData)

Some connectors (notably SharePoint) use OData parameters like $filter, $orderby, $top. These require special quoting in TaskDialog YAML — both single and double quotes:

# TaskDialog (actions/*.mcs.yml) — CORRECT
- kind: ManualTaskInput
  propertyName: "'$filter'"
  value: "Status eq 'Active'"

"'$filter'" means: the outer "" are YAML string delimiters; the inner '' are part of the literal value sent to the runtime. Using $filter, "$filter", or '$filter' alone will fail.

InvokeConnectorAction (inline in topics) uses a different format — the parameters/ prefix with no inner single quotes:

# InvokeConnectorAction (inside topics) — CORRECT
- kind: InvokeConnectorAction
  operationId: GetItems
  input:
    parameters/$filter: "Status eq 'Active'"

Never mix these two formats.

System Variables

VariableDescription
System.Bot.NameAgent's name
System.Activity.TextUser's current message
System.Conversation.IdConversation identifier
System.Conversation.InTestModeTrue if in test chat
System.FallbackCountNumber of consecutive fallbacks
System.Error.MessageError message
System.Error.CodeError code
System.SignInReasonWhy sign-in was triggered
System.Recognizer.IntentOptionsMatched intents for disambiguation
System.Recognizer.SelectedIntentUser's selected intent
System.SearchQueryAI-rewritten search query (available in OnKnowledgeRequested)
System.KeywordSearchQueryKeyword version of search query (available in OnKnowledgeRequested)
System.SearchResultsTable to populate with custom search results — schema: Content, ContentLocation, Title (available in OnKnowledgeRequested)
System.ContinueResponseSet to false in OnGeneratedResponse to suppress auto-send
System.Response.FormattedTextThe AI-generated response text (available in OnGeneratedResponse)

Variable Scopes

PrefixScopeLifetime
Topic.<name>Topic variableCurrent topic only
Global.<name>Global variableEntire conversation (defined in variables/ folder)
System.<name>System variableBuilt-in, read-only

Global variables are defined as YAML files in variables/<Name>.mcs.yml (kind: GlobalVariableComponent). aIVisibility accepts UseInAIContext (orchestrator can read and reason about the value) or Hidden (orchestrator unaware — use for flags and internal bookkeeping).

Prebuilt Entities

EntityUse Case
BooleanPrebuiltEntityYes/No questions
NumberPrebuiltEntityNumeric inputs
StringPrebuiltEntityFree text
DateTimePrebuiltEntityDate/time
EMailPrebuiltEntityEmail addresses

Power Fx Expression Reference

Only use functions from the supported list below. Copilot Studio supports a subset of Power Fx — using unsupported functions will cause errors.

# Arithmetic
value: =Text(Topic.number1 + Topic.number2)

# Date formatting
value: =Text(Now(), DateTimeFormat.UTC)

# Conditions
condition: =System.FallbackCount < 3
condition: =Topic.EndConversation = true
condition: =!IsBlank(Topic.Answer)
condition: =System.Conversation.InTestMode = true
condition: =System.SignInReason = SignInReason.SignInRequired
condition: =System.Recognizer.SelectedIntent.TopicId = "NoTopic"

# String interpolation in activity (uses {} without =)
activity: "Error: {System.Error.Message}"
activity: "Error code: {System.Error.Code}, Time (UTC): {Topic.CurrentTime}"

# Record creation
value: "={ DisplayName: Topic.NoneOfTheseDisplayName, TopicId: \"NoTopic\", TriggerId: \"NoTrigger\", Score: 1.0 }"

# Variable initialization (first assignment uses init: prefix)
variable: init:Topic.UserEmail
variable: init:Topic.CurrentTime
# Subsequent assignments omit init:
variable: Topic.UserEmail

Supported Power Fx Functions

These are all the Power Fx functions available in Copilot Studio. Do NOT use any function not on this list.

Math: Abs, Acos, Acot, Asin, Atan, Atan2, Cos, Cot, Degrees, Exp, Int, Ln, Log, Mod, Pi, Power, Radians, Rand, RandBetween, Round, RoundDown, RoundUp, Sin, Sqrt, Sum, Tan, Trunc

Text: Char, Concat, Concatenate, EncodeHTML, EncodeUrl, EndsWith, Find, Left, Len, Lower, Match, MatchAll, Mid, PlainText, Proper, Replace, Right, Search, Split, StartsWith, Substitute, Text, Trim, TrimEnds, UniChar, Upper, Value

Date/Time: Date, DateAdd, DateDiff, DateTime, DateTimeValue, DateValue, Day, EDate, EOMonth, Hour, IsToday, Minute, Month, Now, Second, Time, TimeValue, TimeZoneOffset, Today, Weekday, WeekNum, Year

Logical: And, Coalesce, If, IfError, IsBlank, IsBlankOrError, IsEmpty, IsError, IsMatch, IsNumeric, IsType, Not, Or, Switch

Table: AddColumns, Column, ColumnNames, Count, CountA, CountIf, CountRows, Distinct, DropColumns, Filter, First, FirstN, ForAll, Index, Last, LastN, LookUp, Patch, Refresh, RenameColumns, Sequence, ShowColumns, Shuffle, Sort, SortByColumns, Summarize, Table

Aggregate: Average, Max, Min, StdevP, VarP

Type conversion: AsType, Boolean, Dec2Hex, Decimal, Float, GUID, Hex2Dec, JSON, ParseJSON

Other: Blank, ColorFade, ColorValue, Error, Language, OptionSetInfo, RGBA, Trace, With

Available Templates

Templates are bundled with the plugin. Skills that use templates reference them via ${CLAUDE_SKILL_DIR}/../../templates/.

TemplateFilePattern
Greetingtemplates/topics/greeting.topic.mcs.ymlOnConversationStart welcome
Fallbacktemplates/topics/fallback.topic.mcs.ymlOnUnknownIntent with escalation
Arithmetictemplates/topics/arithmeticsum.topic.mcs.ymlInputs/outputs with computation
Question + Branchingtemplates/topics/question-topic.topic.mcs.ymlQuestion with ConditionGroup
Knowledge Searchtemplates/topics/search-topic.topic.mcs.ymlSearchAndSummarizeContent fallback
Custom Knowledge Sourcetemplates/topics/custom-knowledge-source.topic.mcs.ymlOnKnowledgeRequested with custom API (YAML-only)
Remove Citationstemplates/topics/remove-citations.topic.mcs.ymlOnGeneratedResponse citation stripping
Authenticationtemplates/topics/auth-topic.topic.mcs.ymlOnSignIn with OAuthInput
Error Handlertemplates/topics/error-handler.topic.mcs.ymlOnError with telemetry
Disambiguationtemplates/topics/disambiguation.topic.mcs.ymlOnSelectIntent flow
Agenttemplates/agents/agent.mcs.ymlGptComponentMetadata
Connector Action (generic)templates/actions/connector-action.mcs.ymlTaskDialog with connector (structural reference)
Knowledge (Public Website)templates/knowledge/public-website.knowledge.mcs.ymlPublicSiteSearchSource
Knowledge (SharePoint)templates/knowledge/sharepoint.knowledge.mcs.ymlSharePointSearchSource
Global Variabletemplates/variables/global-variable.variable.mcs.ymlGlobalVariableComponent

平台分布

Codex

38.32%
按下载量换算60

Claude

29.6%
按下载量换算46

Cursor

18.85%
按下载量换算30

Gemini CLI

10.15%
按下载量换算16

安全审计

Gen Agent Trust Hub

通过

Socket

通过

Snyk

可疑

权限和风险

只读

该 Skill 主要提供规则、说明或参考内容,本身偏只读;真正读写文件、联网或执行命令仍取决于宿主 Agent 的任务。

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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