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tinystruct-patterns

使用 Java 的 tinystruct 实现可从终端和网页调用的功能,按开发流程生成启动脚本、构建 JSON API、保存数据并测试,也提供文件上传、服务器通知和 MCP 工具示例。

原文查看原文说明

Expert guidance for developing with the tinystruct Java framework. Use when working on the tinystruct codebase or any project built on tinystruct — including generating the bin/dispatcher and bin/dispatcher.cmd launcher scripts when a project lacks them, creating Application classes, @Action-mapped routes, unit tests, ActionRegistry, HTTP/CLI dual-mode handling, the built-in HTTP server, the event system, JSON with Builder/Builders, database persistence with AbstractData, POJO generation, Server-Sent Events (SSE), file uploads, and outbound HTTP networking.

AI 评分90分/ 100查看安装方法

适用场景

  • 实现终端与网页共用的功能
  • 生成缺失的启动脚本
  • 实现 JSON API 与数据存储
  • 创建供代理调用的 MCP 工具

中文介绍

功能

tinystruct-patterns 指导使用 Java 的 tinystruct 实现可从终端和网页调用的功能。内容包括创建 Application、通过 @Action 定义调用入口、生成 JSON、将数据保存到数据库以及测试。除了生成启动脚本,还提供文件上传、通过服务器发送事件(SSE)推送通知,以及供 AI 代理调用的 MCP 工具的实现示例。

适用场景

适合为现有 tinystruct 项目添加功能,或让同一项功能同时用于终端和网页。如果遇到找不到操作、参数未传入等问题,也可以沿着使用 bin/dispatcher 验证的流程排查。

使用示例

  • “通过框架生成缺失的 bin/dispatcher。”
  • “用 @Action 创建返回 JSON 的 API,并从终端验证运行情况。”
  • “实现一个验证输入的 MCP 工具。”

注意事项

需要 Java 和 tinystruct 的 jar 文件。Windows 下使用 bin/dispatcher.cmd,并设置 JAVA_HOME。额外的库放在 lib/ 中。启动脚本只会为运行生成操作的当前操作系统生成,首次运行时还可能解压 Maven Wrapper。

本介绍由 AI(OpenAI Codex)根据公开的 SKILL.md 撰写。准确的规格请查看下方原文。

客观评估

AI 仅根据 SKILL.md 的内容,从 4 个方面进行了评估。星标数和热度不计入评估。

指令清晰度能否看出何时使用、做什么
A良好明确面向 tinystruct 开发,并说明通过命令行与 HTTP 共用 @Action 方法。
步骤具体性步骤、输入输出和示例是否具体
A良好提供启动脚本生成的四步流程、命令、各操作系统的产物及验证方法。
安全性发送数据、删除文件、执行命令等是否有说明
B部分不足说明删除旧脚本及 dispatcher update 的修改范围,但未要求事先确认。
安装难易度所需工具和 API 密钥是否少且有说明
A良好说明 Java 要求、jar 获取位置、依赖库放置方式及 Windows 的 JAVA_HOME 设置。

总分按每项 A=25 分、B=15 分、C=5 分相加。 由 AI(OpenAI Codex)于 2026年10月19日 评估。仅供参考,安装前请同时查看原文。

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包含的文件(7)

  • SKILL.md22.8 KB
  • references/architecture.md4.2 KB
  • references/data-handling.md1.8 KB
  • references/database.md7.2 KB
  • references/routing.md2.4 KB
  • references/system-usage.md2.8 KB
  • references/testing.md1.9 KB

SKILL.md(原文)

安装前可以查看交给 AI 代理的指令内容。

tinystruct Development Patterns

Architecture and implementation patterns for building modules with the tinystruct Java framework – a lightweight, high-performance framework that treats CLI and HTTP as equal citizens, requiring no main() method and minimal configuration.

Core Principle

CLI and HTTP are equal citizens. Every method annotated with @Action should ideally be runnable from both a terminal and a web browser without modification. This "dual-mode" capability is the core design philosophy of tinystruct.

Primary Development Tool: bin/dispatcher

bin/dispatcher is the default, highest-priority tool for developing, running, testing, and debugging a tinystruct application — reach for it before an IDE run configuration, a hand-written main(), curl, or a browser. Because every @Action is dual-mode by design, bin/dispatcher lets you exercise routing, argument binding, and business logic directly from the terminal, with the fastest possible feedback loop and no server/browser required.

# Run any @Action directly - the fastest way to verify a new action works
# (the class must be imported; see --import or default.import.applications in application.properties)
bin/dispatcher greet/James --import com.example.MyService
bin/dispatcher echo --words "Praise the Lord"

# Start the HTTP server when you need the web-facing counterpart
bin/dispatcher start --import org.tinystruct.system.HttpServer

# Import additional Application/MCP classes for the current run
# (one --import per class; a comma-separated list fails with ClassNotFoundException)
bin/dispatcher start --import org.tinystruct.system.HttpServer --import com.example.MyService

# Discover what's available
bin/dispatcher --help
bin/dispatcher --version

Default to this workflow: implement the @Action, run it immediately via bin/dispatcher <action> to confirm it behaves correctly in CLI mode, and only start the HTTP server (also via bin/dispatcher start ...) once you need to verify the web-facing path (e.g. mode = Mode.HTTP_POST, sessions, file uploads). Never hardcode a main(String[] args) as an app's entry point — bin/dispatcher (or bin/dispatcher.cmd on Windows) is the one entry point for every module.

Generating bin/dispatcher and bin/dispatcher.cmd

Every tinystruct project needs its launcher in bin/. The framework generates it — never write it by hand, and never copy it from another project or substitute a main(). ApplicationManager.init() writes the launcher for the current operating system into bin/ under the working directory whenever it is missing, from templates inside the tinystruct jar, with that jar's version filled in. Line endings and the executable bit are already right.

1. Find the tinystruct version the project builds against: the <tinystruct.version> property or the org.tinystruct:tinystruct dependency in pom.xml. The jar must be reachable, in ~/.m2/repository/org/tinystruct/tinystruct/<version>/ (run mvn dependency:resolve if it is not) or in the project's lib/.

2. From the project root, run the framework once:

java -cp ~/.m2/repository/org/tinystruct/tinystruct/<version>/tinystruct-<version>.jar \
     org.tinystruct.system.Dispatcher --version

Replace <version> with the version found in step 1. On Windows use %USERPROFILE%\.m2\repository\org\tinystruct\tinystruct\<version>\tinystruct-<version>.jar and the same class. This creates only the script for the OS you ran it on, and only if it is not already there:

Run onCreates
Linux, macOSbin/dispatcher (executable, LF)
Windowsbin\dispatcher.cmd (CRLF)

3. Verify. From the project root run bin/dispatcher --version (Windows: bin\dispatcher.cmd --version). It prints Dispatcher (cli) (built on tinystruct-<version>), and the VERSION inside the script equals the jar's version. Then bin/dispatcher --help lists the commands and every imported action. Show the user the file you created.

4. Get both scripts by running step 2 on each OS, or let a teammate or CI on the other OS run it and commit the result. Commit both, so a checkout on either OS works. Do not try to fake the other OS with -Dos.name=…: on Windows it fails (UnsupportedOperationException from setPosixFilePermissions) and leaves an empty bin/dispatcher. Recommended .gitattributes, so a checkout does not corrupt the line endings:

bin/dispatcher     text eol=lf
bin/dispatcher.cmd text eol=crlf

Upgrading tinystruct: change the version in pom.xml, delete the old script, and repeat step 2 with the new jar. Alternatively bin/dispatcher update checks Maven Central for the latest release, upgrades the project's dependency and regenerates the script with force; it needs the network, edits the pom.xml, and goes to the latest version, not a chosen one.

It also happens implicitly. Any code that reaches ApplicationManager.init() (the dispatcher itself, or ApplicationManager.install(app, config) in a unit test) creates the script in the current directory if it is missing. If unit tests scatter bin/dispatcher.cmd into module directories, run them from the build directory: in the surefire configuration set <workingDirectory>${project.build.directory}</workingDirectory>.

What the scripts do, which explains most problems:

  • Run them from the project root: the shell script takes the current directory as the root, the .cmd takes the parent of bin/.
  • The classpath is target/classes, lib/*.jar, WEB-INF/lib/*, WEB-INF/classes and the tinystruct jar (from lib/, else ~/.m2), then they run org.tinystruct.system.Dispatcher with your arguments.
  • On the first run, if mvnw / mvnw.cmd is missing, they extract the Maven Wrapper into the project root (unzip on Unix, PowerShell on Windows). Tell the user this happens; the files can be committed or ignored.
  • Only the shell script treats -D… and -X… arguments as JVM options.

Gotchas:

  • On Windows use bin\dispatcher.cmd. The shell script joins the classpath with :, so under Git Bash/MSYS it fails with ClassNotFoundException: org.tinystruct.system.Dispatcher. Use WSL, or the .cmd.
  • Only the tinystruct jar is on the classpath. The framework no longer ships a fat jar by default, so your other modules, JDBC drivers and libraries (jjwt, lettuce, …) must be in lib/: mvn dependency:copy-dependencies -DoutputDirectory=lib (and git-ignore lib/). In a multi-module build, keep the launcher in the directory that holds target/classes and lib/, and copy the sibling modules' jars into that lib/; running it from a module whose siblings are not on its classpath fails with NoClassDefFoundError.
  • Load applications with --import or configuration. One --import per class (--import a.A,b.B fails; write --import a.A --import b.B), or list them once in application.properties: default.import.applications=a.A;b.B (;-separated).
  • JAVA_HOME must be set for the .cmd; it stops with an error otherwise.
  • bin/ sits directly under the directory that holds target/classes and lib/. The .cmd treats the parent of bin/ as the root, so a bin/ nested in the wrong directory puts the wrong classpath in front of Dispatcher.

When to Activate

When to Use

  • Running, testing, or debugging any @Action via bin/dispatcher — this is the default way to work with a tinystruct app, before reaching for HTTP or an IDE run configuration.
  • Setting up a project that has no bin/dispatcher / bin/dispatcher.cmd — have the framework generate it (see "Generating bin/dispatcher and bin/dispatcher.cmd").
  • Creating new Application modules by extending AbstractApplication.
  • Defining routes and command-line actions using @Action.
  • Handling per-request state via Context.
  • Performing JSON serialization using the native Builder and Builders components.
  • Working with database persistence via AbstractData POJOs.
  • Generating POJOs from database tables using the generate command, with an XML mapping file or annotations (--mapping annotation).
  • Implementing Server-Sent Events (SSE) for real-time push.
  • Handling file uploads via multipart data.
  • Making outbound HTTP requests with URLRequest and HTTPHandler.
  • Configuring database connections or system settings in application.properties.
  • Debugging routing conflicts (Actions) or CLI argument parsing.

How It Works

The tinystruct framework treats any method annotated with @Action as a routable endpoint for both terminal and web environments. Applications are created by extending AbstractApplication, which provides core lifecycle hooks like init() and access to the request Context.

Routing is handled by the ActionRegistry, which automatically maps path segments to method arguments and injects dependencies. For data-only services, the native Builder and Builders components should be used for JSON serialization to maintain a zero-dependency footprint. The database layer uses AbstractData POJOs mapped to tables with @Table/@Column annotations or XML mapping files for CRUD operations without external ORM libraries. Missing tables can be created automatically with database.autocreate=true.

Examples

Basic Application (MyService)

public class MyService extends AbstractApplication {
    @Override
    public void init() {
        this.setTemplateRequired(false); // Disable .view lookup for data/API apps
    }

    @Override public String version() { return "1.0.0"; }

    @Action("greet")
    public String greet() {
        return "Hello from tinystruct!";
    }

    // Path parameter: GET /?q=greet/James  OR  bin/dispatcher greet/James
    @Action("greet")
    public String greet(String name) {
        return "Hello, " + name + "!";
    }
}

HTTP Mode Disambiguation (login)

@Action(value = "login", mode = Mode.HTTP_POST)
public String doLogin(Request<?, ?> request) throws ApplicationException {
    request.getSession().setAttribute("userId", "42");
    return "Logged in";
}

Native JSON Data Handling (Builder + Builders)

import org.tinystruct.data.component.Builder;
import org.tinystruct.data.component.Builders;

@Action("api/data")
public String getData() throws ApplicationException {
    Builders dataList = new Builders();
    Builder item = new Builder();
    item.put("id", 1);
    item.put("name", "James");
    dataList.add(item);

    Builder response = new Builder();
    response.put("status", "success");
    response.put("data", dataList);
    return response.toString(); // {"status":"success","data":[{"id":1,"name":"James"}]}
}

SSE (Server-Sent Events)

import org.tinystruct.http.SSEPushManager;

@Action("sse/connect")
public String connect() {
    return "{\"type\":\"connect\",\"message\":\"Connected to SSE\"}";
}

// Push to a specific client
String sessionId = getContext().getId();
Builder msg = new Builder();
msg.put("text", "Hello, user!");
SSEPushManager.getInstance().push(sessionId, msg);

// Broadcast to all
// Broadcast to all
SSEPushManager.getInstance().broadcast(msg);

File Upload

import org.tinystruct.data.FileEntity;

@Action(value = "upload", mode = Mode.HTTP_POST)
public String upload(Request<?, ?> request) throws ApplicationException {
    List<FileEntity> files = request.getAttachments();
    if (files != null) {
        for (FileEntity file : files) {
            System.out.println("Uploaded: " + file.getFilename());
        }
    }
    return "Upload OK";
}

Database Metadata Operations

DatabaseOperator provides direct access to connection-level catalog, schema, and metadata:

import org.tinystruct.data.DatabaseOperator;

DatabaseOperator operator = new DatabaseOperator();
try {
    String catalog = operator.getCatalog();
    String schema = operator.getSchema();
    java.sql.DatabaseMetaData metaData = operator.getMetaData();
    System.out.println("Using catalog: " + catalog + ", schema: " + schema);
} finally {
    operator.close();
}

MCP Server and Tools Integration

tinystruct provides native support for the Model Context Protocol (MCP) starting with SDK version 1.7.0. The MCP APIs (e.g., org.tinystruct.mcp.MCPTool, org.tinystruct.mcp.MCPServer, org.tinystruct.mcp.MCPException) are included directly in the core dependency:

<dependency>
    <groupId>org.tinystruct</groupId>
    <artifactId>tinystruct</artifactId>
    <version>1.7.34</version>
</dependency>

SECURITY WARNING (Prompt Injection): Tool return values are fed directly back into the AI model's context window. You MUST validate and sanitize all caller-supplied arguments before including them in the tool's return string. Failure to sanitize inputs can allow an attacker to inject adversarial instructions (Prompt Injection) that override the model's behavior. Always validate length, character sets, and nullity.

To create an MCP Tool:

  1. Extend org.tinystruct.mcp.MCPTool.
  2. Annotate operations with @Action and declare parameters using @Argument within the arguments array.
  3. Accept parameters as explicit method arguments matching the keys in @Argument. (Do not use getContext().getAttribute(...) for tool arguments).
import org.tinystruct.mcp.MCPTool;
import org.tinystruct.mcp.MCPException;
import org.tinystruct.system.annotation.Action;
import org.tinystruct.system.annotation.Argument;

public class MyCustomTool extends MCPTool {
    public MyCustomTool() {
        super("custom", "A custom tool for demonstrating MCP");
    }

    @Action(
        value = "custom/hello",
        description = "Say hello to someone",
        arguments = {
            @Argument(key = "name", description = "The name to greet", type = "string", optional = false)
        }
    )
    public String hello(String name) throws MCPException {
        // SECURITY: Validate/sanitize tool inputs before returning to the model
        // to prevent prompt injection vulnerabilities.
        if (name == null || name.length() > 50 || !name.matches("^[a-zA-Z0-9 ]+$")) {
            throw new MCPException("Invalid name provided");
        }
        return "Hello, " + name + "!";
    }
}

To deploy an MCP Server:

  1. Extend org.tinystruct.mcp.MCPServer.
  2. Override init() and register your tools using this.registerTool(). The framework automatically scans and maps the @Action methods.
import org.tinystruct.mcp.MCPServer;

public class MyMCPServer extends MCPServer {
    @Override
    public void init() {
        super.init();
        this.registerTool(new MyCustomTool());
    }

    @Override
    public String version() {
        return "1.0.0";
    }
}

Run the server via the dispatcher:

bin/dispatcher start --import org.tinystruct.system.HttpServer --import com.example.MyMCPServer

Overloaded Tool Methods

tinystruct supports overloaded methods for the same tool name in MCPTool (sharing the same tool name but accepting different parameter signatures).

  • Schema Merging: Input schemas of all overloads with the same name are dynamically merged into a unified JSON schema. Properties are unioned, and required properties are intersected (only fields required across all overloads remain marked mandatory).
  • Execution Routing: When executing a tool, the server iterates sequentially through the available overloaded methods, attempting execution. Each method's schema validation is performed first, and the first overload that validates against the provided arguments successfully executes. If no signature matches or succeeds, the framework throws an appropriate exception.

Configuration

Settings are managed in src/main/resources/application.properties.

# Database
driver=org.h2.Driver
database.url=jdbc:h2:~/mydb
database.user=sa
database.password=
# Optional: create missing tables from the class mapping on first use (off by default)
# database.autocreate=true

# Server
default.home.page=hello
server.port=8080
default.server.open_browser=true

# Locale
default.language=en_US

# Session (Redis for clustered environments)
# default.session.repository=org.tinystruct.http.RedisSessionRepository
# redis.host=127.0.0.1
# redis.port=6379

# Programmatic Logging Configuration
logging.enabled=true
logging.level=INFO
org.tinystruct.level=FINE

Access config values in your application:

String port = this.getConfiguration("server.port");

Logging and Diagnostics

The framework includes a programmatic wrapper around java.util.logging (JUL) that provides beautiful console output and advanced caller tracing out of the box.

  • ANSI Console Colors: Console output is color-coded based on the log level (red for SEVERE, yellow for WARNING, green for INFO, cyan for CONFIG, and grey for FINE/debug logs).
  • Precise Caller Tracing: Uses Java's StackWalker API to trace the call stack at runtime. It identifies and logs the exact class, method, filename, and line number of the caller that initiated the log (bypassing internal utility and logging layers).
  • Package/Logger Level Overrides: Set package-specific overrides directly in application.properties (e.g., org.tinystruct.level=FINE).

Red Flags & Anti-patterns

SymptomCorrect Pattern
Importing com.google.gson or com.fasterxml.jacksonUse org.tinystruct.data.component.Builder / Builders.
Using List<Builder> for JSON arraysUse Builders to avoid generic type erasure issues.
ApplicationRuntimeException: template not foundCall setTemplateRequired(false) in init() for API-only apps.
Annotating private methods with @ActionActions must be public to be registered by the framework.
Hardcoding main(String[] args) in apps, or testing only via curl/browser/IDE run configsUse bin/dispatcher as the entry point and default dev/test tool for all modules.
bin/dispatcher is missing, or a hand-written or copied launcher scriptLet the framework generate it: run org.tinystruct.system.Dispatcher --version once from the project root (creates the current OS's script).
bin/dispatcher fails with ClassNotFoundException: org.tinystruct.system.Dispatcher on WindowsThe shell script cannot run under Git Bash/MSYS; use bin\dispatcher.cmd or WSL.
ClassNotFoundException for --import a.A,b.BOne --import per class: --import a.A --import b.B.
A shell-script launcher that fails with \r: command not foundThe file has CRLF endings; convert bin/dispatcher to LF.
Manual ActionRegistry registrationPrefer the @Action annotation for automatic discovery.
Action not found at runtimeEnsure class is imported via --import or listed in application.properties.
CLI arg not visiblePass with --key value; access via getContext().getAttribute("--key").
Two methods same path, wrong one firesSet explicit mode (e.g., HTTP_GET vs HTTP_POST) to disambiguate.

Best Practices

  1. bin/dispatcher first: Develop and verify against bin/dispatcher before anything else — run the action from the CLI, confirm behavior, then layer on HTTP/mode concerns. It's the fastest inner-loop and the one tool guaranteed to match how the framework actually routes and binds arguments.
  2. Granular Applications: Break logic into smaller, focused applications rather than one monolithic class.
  3. Setup in init(): Leverage init() for setup (config, DB) rather than the constructor. Do NOT call setAction() — use @Action annotation.
  4. Mode Awareness: Use the Mode parameter in @Action to restrict sensitive operations to CLI only or specific HTTP methods.
  5. Context over Params: For optional CLI flags, use getContext().getAttribute("--flag") rather than adding parameters to the method signature.
  6. Asynchronous Events: For heavy tasks triggered by events, use CompletableFuture.runAsync() inside the event handler.

Technical Reference

Detailed guides are available in the references/ directory:

Reference Source Files (Internal)

  • src/main/java/org/tinystruct/AbstractApplication.java — Core base class with lifecycle hooks
  • src/main/java/org/tinystruct/system/annotation/Action.java — Annotation & Modes
  • src/main/java/org/tinystruct/application/ActionRegistry.java — Routing Engine
  • src/main/java/org/tinystruct/data/component/Builder.java — JSON object serializer
  • src/main/java/org/tinystruct/data/component/Builders.java — JSON array serializer
  • src/main/java/org/tinystruct/data/component/AbstractData.java — Base POJO class with CRUD
  • src/main/java/org/tinystruct/data/Mapping.java — Mapping metadata (annotations or XML), cached per class
  • src/main/java/org/tinystruct/data/annotation/Table.java — @Table, with @Id and @Column alongside it
  • src/main/java/org/tinystruct/data/tools/TableCreator.java — Creates missing tables (database.autocreate)
  • src/main/java/org/tinystruct/data/tools/MySQLGenerator.java — POJO generator reference (MappingMode selects XML or annotations)
  • src/main/java/org/tinystruct/data/component/FieldType.java — SQL-to-Java type mappings
  • src/main/java/org/tinystruct/data/component/Condition.java — Fluent SQL query builder
  • src/main/java/org/tinystruct/http/SSEPushManager.java — SSE connection management
  • src/main/java/org/tinystruct/system/logging/LogFormatter.java — Custom log formatter with ANSI console colors and StackWalker-based caller tracing
  • src/main/java/org/tinystruct/system/logging/LoggerConfigurer.java — Programmatic logging configurator from application properties
  • src/test/java/org/tinystruct/application/ActionRegistryTest.java — Registry test examples
  • src/test/java/org/tinystruct/system/HttpServerHttpModeTest.java — HTTP integration test patterns

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根据错误信息和执行环境,分析AI代理反复失败或重复操作的原因。通过小范围、可撤销的恢复操作检验假设,并将结果与依据整理成可供交接的报告。

  • 诊断代理连续失败
  • 调查重复调用工具的循环
  • 检查上下文积累导致的输出退化
affaan-m/ECC28.4万2026年10月5日 更新

agent-introspection-debugging

免费有简介AI 评分 100分

在AI代理反复失败或重复操作时,记录错误与环境前提、排查原因,采取影响有限的恢复操作,并汇总结果和证据,为有依据的重试与交接提供支持。

  • 排查重复调用工具的原因
  • 调查对话膨胀导致的质量下降
  • 核对文件路径与环境差异
affaan-m/ECC28.4万2026年10月16日 更新

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