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Agent Skill · 研究检索

hummingbird(hummingbird 搜索)

hummingbird 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。

hummingbird 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 51,787。

总安装 574周安装 23GitHub Stars 56下载 186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:hummingbird(hummingbird 搜索)
来源仓库:https://github.com/joannis/claude-skills
仓库路径:skills/hummingbird
安装命令:
npx skills add https://github.com/joannis/claude-skills --skill hummingbird
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/joannis/claude-skills --skill hummingbird

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,支持关键词和任务场景快速定位结果。适用于需要从多来源线索中筛选候选信息的任务场景。可通过安装命令集成到支持的宿主环境中使用。安装前建议确认权限范围及是否触发联网或文件读写操作。hummingbird 属于研究检索类 Skill,可作为该场景下的辅助能力补充。

来源仓库内路径:skills/hummingbird

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/joannis/claude-skills --skill hummingbird;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

hummingbird 怎么安装?

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

hummingbird 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。

hummingbird 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。

hummingbird 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。

hummingbird 用的人多吗?

公开数据是累计安装 574 次,近一周安装 23 次,下载 186 次,GitHub 56 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。

hummingbird 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
hummingbird

hummingbird 搜索 · 本页

57456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

Hummingbird 2

Hummingbird is a lightweight, flexible HTTP server framework for Swift, built on SwiftNIO with full Swift Concurrency support. It's an SSWG (Swift Server Work Group) incubated project.

Quick Start

Installation

Add to Package.swift:

dependencies: [
    .package(url: "https://github.com/hummingbird-project/hummingbird.git", from: "2.0.0")
]

Add to your target:

.target(
    name: "App",
    dependencies: [
        .product(name: "Hummingbird", package: "hummingbird")
    ]
)

Minimal Application

import Hummingbird

@main
struct App {
    static func main() async throws {
        let router = Router()

        router.get("/") { _, _ in
            "Hello, World!"
        }

        router.get("/health") { _, _ -> HTTPResponse.Status in
            .ok
        }

        let app = Application(
            router: router,
            configuration: .init(address: .hostname("0.0.0.0", port: 8080))
        )

        try await app.runService()
    }
}

Core Concepts

Router

The router directs requests to handlers based on path and HTTP method:

let router = Router()

// Basic routes
router.get("/users") { request, context in
    // Return all users
}

router.post("/users") { request, context in
    // Create user
}

router.get("/users/{id}") { request, context in
    let id = context.parameters.get("id")!
    // Return user by ID
}

router.put("/users/{id}") { request, context in
    // Update user
}

router.delete("/users/{id}") { request, context in
    // Delete user
}

Route Groups

Organize routes with common prefixes:

let router = Router()

router.group("api/v1") { api in
    api.group("users") { users in
        users.get { _, _ in /* list users */ }
        users.post { _, _ in /* create user */ }
        users.get("{id}") { _, context in /* get user */ }
    }

    api.group("posts") { posts in
        posts.get { _, _ in /* list posts */ }
    }
}

Request Context

Each request gets a context instance. Use BasicRequestContext or create custom contexts:

// Using basic context
let router = Router(context: BasicRequestContext.self)

// Custom context for additional properties
struct AppRequestContext: RequestContext {
    var coreContext: CoreRequestContextStorage
    var requestId: String?
    var authenticatedUser: User?

    init(source: Source) {
        self.coreContext = .init(source: source)
    }
}

let router = Router(context: AppRequestContext.self)

Child Request Context

Use ChildRequestContext to transform contexts and guarantee properties exist:

import HummingbirdAuth

// Parent context with optional authentication
struct AppRequestContext: AuthRequestContext {
    var coreContext: CoreRequestContextStorage
    var auth: LoginCache

    init(source: Source) {
        self.coreContext = .init(source: source)
        self.auth = .init()
    }
}

// Child context guarantees authenticated user
struct AuthenticatedContext: ChildRequestContext {
    typealias ParentContext = AppRequestContext

    var coreContext: CoreRequestContextStorage
    var user: User  // Non-optional, guaranteed to exist

    init(context: AppRequestContext) throws {
        self.coreContext = context.coreContext
        self.user = try context.auth.require(User.self)
    }
}

// Use in routes
let router = Router(context: AppRequestContext.self)

router.group("api")
    .add(middleware: BearerAuthenticator())
    .group(context: AuthenticatedContext.self) { protected in
        // All routes here have guaranteed user
        protected.get("/me") { _, context -> User in
            context.user  // Non-optional access
        }
    }

See references/request-context.md for detailed patterns including multi-level child contexts and protocol composition.

Route Handlers

Handlers receive Request and Context, returning any ResponseGenerator:

// Return String
router.get("/hello") { _, _ in
    "Hello, World!"
}

// Return HTTP status
router.get("/health") { _, _ -> HTTPResponse.Status in
    .ok
}

// Return Codable (auto-encoded to JSON)
router.get("/user") { _, _ -> User in
    User(id: 1, name: "Alice")
}

// Return full Response
router.get("/custom") { _, _ -> Response in
    Response(
        status: .ok,
        headers: [.contentType: "text/plain"],
        body: .init(byteBuffer: ByteBuffer(string: "Custom response"))
    )
}

Request Handling

Path Parameters

router.get("/users/{id}") { request, context in
    let id = context.parameters.get("id")!
    return "User ID: \(id)"
}

router.get("/posts/{postId}/comments/{commentId}") { request, context in
    let postId = context.parameters.get("postId")!
    let commentId = context.parameters.get("commentId")!
    return "Post \(postId), Comment \(commentId)"
}

Query Parameters

router.get("/search") { request, context in
    let query = request.uri.queryParameters.get("q") ?? ""
    let page = request.uri.queryParameters.get("page").flatMap(Int.init) ?? 1
    return "Searching for '\(query)' on page \(page)"
}

Request Body (JSON)

struct CreateUserRequest: Decodable {
    let name: String
    let email: String
}

router.post("/users") { request, context in
    let input = try await request.decode(as: CreateUserRequest.self, context: context)
    // Create user with input.name, input.email
    return HTTPResponse.Status.created
}

Headers

router.get("/protected") { request, context in
    guard let auth = request.headers[.authorization] else {
        throw HTTPError(.unauthorized)
    }
    // Process authorization header
    return "Authorized"
}

Response Handling

ResponseCodable

Types conforming to ResponseCodable auto-encode to JSON:

struct User: ResponseCodable {
    let id: Int
    let name: String
    let email: String
}

router.get("/users/{id}") { request, context -> User in
    return User(id: 1, name: "Alice", email: "alice@example.com")
}

EditedResponse

Control status code and headers with response body:

router.post("/users") { request, context -> EditedResponse<User> in
    let user = User(id: 1, name: "Alice", email: "alice@example.com")
    return EditedResponse(
        status: .created,
        headers: [.location: "/users/1"],
        response: user
    )
}

HTTPError

Throw errors for HTTP error responses:

router.get("/users/{id}") { request, context in
    guard let user = findUser(id: context.parameters.get("id")!) else {
        throw HTTPError(.notFound, message: "User not found")
    }
    return user
}

Middleware

Middleware processes requests before handlers and responses after:

struct LoggingMiddleware<Context: RequestContext>: RouterMiddleware {
    func handle(
        _ request: Request,
        context: Context,
        next: (Request, Context) async throws -> Response
    ) async throws -> Response {
        let start = ContinuousClock.now
        let response = try await next(request, context)
        let duration = ContinuousClock.now - start
        print("\(request.method) \(request.uri.path) - \(response.status) (\(duration))")
        return response
    }
}

// Apply to router
router.middlewares.add(LoggingMiddleware())

// Apply to route group
router.group("api") { api in
    api.middlewares.add(AuthMiddleware())
    api.get("/protected") { _, _ in "Secret data" }
}

Built-in Middleware

import Hummingbird

// CORS
router.middlewares.add(CORSMiddleware(
    allowOrigin: .originBased,
    allowHeaders: [.contentType, .authorization],
    allowMethods: [.get, .post, .put, .delete]
))

// File serving
router.middlewares.add(FileMiddleware(rootFolder: "public"))

// Metrics (with swift-metrics)
router.middlewares.add(MetricsMiddleware())

// Tracing (with swift-distributed-tracing)
router.middlewares.add(TracingMiddleware())

Application Configuration

let app = Application(
    router: router,
    configuration: .init(
        address: .hostname("0.0.0.0", port: 8080),
        serverName: "MyApp"
    )
)

try await app.runService()

With ServiceLifecycle

import Hummingbird
import ServiceLifecycle

@main
struct App {
    static func main() async throws {
        let router = Router()
        // ... configure routes

        let app = Application(
            router: router,
            configuration: .init(address: .hostname("0.0.0.0", port: 8080))
        )

        let serviceGroup = ServiceGroup(
            services: [app],
            gracefulShutdownSignals: [.sigterm, .sigint],
            logger: Logger(label: "app")
        )

        try await serviceGroup.run()
    }
}

Extensions

Authentication (HummingbirdAuth)

.product(name: "HummingbirdAuth", package: "hummingbird-auth")
import HummingbirdAuth

// Context with authentication
struct AppRequestContext: AuthRequestContext {
    var coreContext: CoreRequestContextStorage
    var auth: LoginCache

    init(source: Source) {
        self.coreContext = .init(source: source)
        self.auth = .init()
    }
}

// Bearer token authentication
router.group("api")
    .add(middleware: BearerAuthenticator())
    .get("/me") { request, context -> User in
        let user = try context.auth.require(User.self)
        return user
    }

WebSockets (HummingbirdWebSocket)

.product(name: "HummingbirdWebSocket", package: "hummingbird-websocket")
import HummingbirdWebSocket

router.ws("/chat") { inbound, outbound, context in
    for try await message in inbound {
        switch message {
        case .text(let text):
            try await outbound.write(.text("Echo: \(text)"))
        case .binary(let data):
            try await outbound.write(.binary(data))
        }
    }
}

Fluent ORM (HummingbirdFluent)

.product(name: "HummingbirdFluent", package: "hummingbird-fluent")
import HummingbirdFluent
import FluentPostgresDriver

// Add Fluent to application
let fluent = Fluent(logger: logger)
fluent.databases.use(.postgres(configuration: postgresConfig), as: .psql)

let app = Application(
    router: router,
    configuration: .init(address: .hostname("0.0.0.0", port: 8080))
)
app.addServices(fluent)

HTTP/2 and TLS

.product(name: "HummingbirdHTTP2", package: "hummingbird")
.product(name: "HummingbirdTLS", package: "hummingbird")

Testing

import HummingbirdTesting
import Testing

@Test func testHealthEndpoint() async throws {
    let router = Router()
    router.get("/health") { _, _ -> HTTPResponse.Status in .ok }

    let app = Application(router: router)

    try await app.test(.router) { client in
        try await client.execute(uri: "/health", method: .get) { response in
            #expect(response.status == .ok)
        }
    }
}

@Test func testCreateUser() async throws {
    let app = buildApplication()

    try await app.test(.router) { client in
        let user = CreateUserRequest(name: "Alice", email: "alice@example.com")

        try await client.execute(
            uri: "/users",
            method: .post,
            headers: [.contentType: "application/json"],
            body: JSONEncoder().encodeAsByteBuffer(user, allocator: .init())
        ) { response in
            #expect(response.status == .created)
        }
    }
}

Best Practices

1. Use Custom Request Contexts

Extend contexts for type-safe access to authentication, database connections, etc:

struct AppRequestContext: AuthRequestContext {
    var coreContext: CoreRequestContextStorage
    var auth: LoginCache

    init(source: Source) {
        self.coreContext = .init(source: source)
        self.auth = .init()
    }
}

2. Organize Routes

Split routes into separate files/functions:

// UserRoutes.swift
func addUserRoutes(to router: Router<AppRequestContext>) {
    router.group("users") { users in
        users.get { _, _ in /* list */ }
        users.post { _, _ in /* create */ }
        users.get("{id}") { _, _ in /* get */ }
    }
}

// Application setup
let router = Router(context: AppRequestContext.self)
addUserRoutes(to: router)
addPostRoutes(to: router)

3. Use Middleware for Cross-Cutting Concerns

Apply authentication, logging, and metrics via middleware rather than in handlers.

4. Handle Errors Gracefully

router.get("/users/{id}") { request, context in
    guard let id = context.parameters.get("id"),
          let user = try await userService.find(id: id) else {
        throw HTTPError(.notFound, message: "User not found")
    }
    return user
}

Reference Files

Load these files as needed for specific topics:

  • references/request-context.md - RequestContext protocol, ChildRequestContext, protocol composition, AuthRequestContext, multi-level contexts
  • references/routing.md - Advanced routing patterns, result builder router, wildcards
  • references/middleware.md - Custom middleware, authentication, CORS, file serving
  • references/testing.md - Testing strategies, mocking, integration tests

平台分布

Codex

32.9%
按下载量换算61

Claude

31.93%
按下载量换算59

Cursor

19.61%
按下载量换算36

Gemini CLI

10.43%
按下载量换算19

安全审计

Gen Agent Trust Hub

未通过

Socket

通过

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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