ToolBox MCP Server
ToolBox MCP 服务器
一个由人工智能驱动的自动化工具开发平台,提供:
🧩 模块化架构 - 通过src/tools目录进行工具热加载🤖 AI 辅助 - 用于自然语言到工具模板转换的 AI 引擎🚀 企业级功能 - 集成生产环境服务,例如 MongoDB/Redis/SSH🔄 实时更新 - 通过buildReload_tool实现零停机部署
graph LR
A[Developer] -->|Create| B(Tool Template)
B --> C{AI Verification}
C -->|Pass| D[Automatic Loading]
C -->|Fail| E[Human Review]
D --> F[API Exposure]
F --> G[Client Invocation]
style C fill:#4CAF50,stroke:#333贡献
Related MCP server: Jachy MCP Server
特征
工具
查看完整的工具规格和详细文档: TOOL.md
资源
资源是工具执行后动态生成的。例如, create_note工具会创建一个可通过其 URI 访问的笔记资源。
工作流工具
workflow_tool是一个功能强大的工具,可以通过将多个工具链接在一起来编排复杂的工作流。它支持:
**串行和并行执行:**以顺序或并行的方式执行工具。
**事务管理:**使用错误处理补偿机制来管理事务。
**详细报告:**生成有关工作流执行的详细报告,包括每个步骤的状态、执行时间和结果。
**可定制的输出:**指定输出文件来保存工作流执行报告。
提示
summarize_notes:生成使用create_note工具创建的注释的摘要。
开发指南
添加新工具
graph TD
A[Create Tool Template] --> B{AI Automatic Verification}
B -->|Schema Validation| C[Generate Test Cases]
B -->|Risk Exists| D[Human Review]
C --> E[Unit Testing]
D -->|Approve| E
E --> F[Security Scanning]
F --> G[Build Integration]
G --> H[Version Release]
style A fill:#f9f,stroke:#333
style H fill:#4CAF50,stroke:#333详细开发流程
模板创建:在
src/tools/目录中创建一个新的工具文件AI验证:自动检查参数Schema合规性
测试生成:根据功能描述生成测试用例
安全审查:静态代码分析和依赖性检查
持续集成:通过 GitHub Actions 实现自动部署
查看完整开发指南: prompt.md参考现有实现:工具示例
发展
安装依赖项:
npm install构建服务器:
npm run build对于使用自动重建的开发:
npm run watch市场提交
适用于 Claude Desktop 的无缝集成自动化工具包
安装
要与 Claude Desktop 应用程序集成,请将以下服务器配置添加到:
macOS:
~/Library/Application Support/Claude/claude_desktop_config.jsonWindows:
%APPDATA%/Claude/claude_desktop_config.json
// Cline MCP server configuration file
{
"command": "node",
"args": [
"--inspect=9229",
"/MCP/ToolBox/build/index.js"
],
"env": {
"MONGO_URI": "mongodb://user:password@host:port/db",
"MONGO_INDEX_OPS": "true",
"REDIS_URI": "redis://:password@host:port",
"SSH_server1_URI": "username:password@host:port",
"GEMINI_API_KEY":"GEMINI_API_KEY",
"SSEPORT": "8080" // Optional: If set, the server will use SSE transport on this port. Otherwise, it defaults to Stdio transport.
},
"disabled": false,
"autoApprove": []
}核心价值观
🚀企业级自动化利用 package.json 配置,提供:
全局 CLI 工具安装(
tbx命令)工作流调度引擎
多平台支持(Windows/macOS)
混合云部署能力(MongoDB/Redis/SSH)
🔧开发者友好
强类型 TypeScript 实现
实时调试支持(--inspect 标志)
VSCode 调试配置模板
热重载机制:
graph LR A[Code Modification] --> B[buildReload_tool] B --> C[Automatic Compilation] C --> D[Security Verification] D --> E[Tool Reloading] style B fill:#4CAF50,stroke:#333通过调用
buildReload_tool实现:零停机更新
自动依赖树解析
版本兼容性检查
沙盒环境测试
调试
由于 MCP 服务器使用 stdio 通信,调试起来可能比较困难。以下是一些方法:
🚧 免责声明
敏感数据
请勿在容器中配置敏感数据。这些数据包括 API 密钥、数据库密码等。
除非 LLM 在您的本地机器上运行,否则与 LLM 交换的任何敏感数据本质上都会受到损害。
法律责任⚠️
⚠️ 该工具根据 MIT 许可证“按原样”提供,不提供任何担保
⚠️ 开发者不对直接/间接损害负责
⚠️ 用户自行承担因容器配置不当而产生的所有风险
⚠️ 严禁任何非法或破坏性使用
⚠️ 请参阅许可证以了解完整条款
**Node.js 检查器:**使用
--inspect=9229标志启动服务器:
node --inspect=9229 build/index.js然后,通过导航到chrome://inspect使用 Chrome DevTools 连接到服务器。
**MCP 检查器:**利用MCP 检查器,这是一个可通过
inspectornpm 脚本访问的专用调试工具:VSCode 调试
要使用 VSCode 进行调试,请创建具有以下配置的.vscode/launch.json文件:
{
"version": "0.2.0",
"configurations": [
{
"type": "node",
"request": "attach",
"name": "ToolBox",
"address": "localhost",
"port": 9229,
"localRoot": "${workspaceFolder}"
}
]
}然后,使用--inspect=9229标志启动服务器并附加 VSCode 调试器。
Available Tools
17 toolsbuildReload_toolD
| Name | Required | Description | Default |
|---|---|---|---|
No parameters | |||
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Tool has no description.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Tool has no description.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Tool has no description.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Tool has no description.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
Tool has no description.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Tool has no description.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
calculator_toolD
| Name | Required | Description | Default |
|---|---|---|---|
| calculation_type | Yes | The type of calculation to perform. | |
| expression | No | The mathematical expression to evaluate (for 'evaluate_expression'). | |
| statistics_operation | No | ||
| data_points | No | ||
| data_set_x | No | ||
| data_set_y | No | ||
| geometry_operation | No | ||
| radius | No | ||
| length | No | ||
| width | No | ||
| side | No | ||
| financial_math_operation | No | ||
| principal | No | ||
| rate | No | Interest rate as a percentage (e.g., 5 for 5%). | |
| time | No | Time in years. | |
| n_compounding_periods | No | ||
| future_value | No | ||
| logic_operation | No | ||
| operand_a | No | ||
| operand_b | No | ||
| number_theory_operation | No | ||
| number_a | No | ||
| number_b | No | ||
| number_theory_modulus | No | ||
| combinatorics_operation | No | ||
| n_value | No | ||
| r_value | No | ||
| probability_operation | No | ||
| probability_a | No | ||
| probability_b | No | ||
| probability_a_given_b | No | ||
| probability_b_given_a | No | ||
| set_theory_operation | No | ||
| set_a | No | ||
| set_b | No | ||
| complex_number_operation | No | ||
| complex_a | No | First complex number (e.g., '3 + 4i'). | |
| complex_b | No | Second complex number (e.g., '1 - 2i'). | |
| precision_level | No |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Tool has no description.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Tool has no description.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Tool has no description.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Tool has no description.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
Tool has no description.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Tool has no description.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
cli_toolD
| Name | Required | Description | Default |
|---|---|---|---|
| command | No | 要执行的单行命令 | |
| commands | No | 要执行的多行命令序列 (与 'command' 互斥) | |
| mode | No | 执行模式: sync (同步阻塞), async (异步非阻塞) | sync |
| timeout | No | 命令执行的超时时间(秒) | |
| cwd | No | 命令执行的工作目录 (绝对路径) | |
| platform | No | 强制指定执行命令的操作系统环境 | auto |
| safe_mode | No | 是否启用危险命令过滤 |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Tool has no description.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Tool has no description.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Tool has no description.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Tool has no description.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
Tool has no description.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Tool has no description.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
compress_toolD
| Name | Required | Description | Default |
|---|---|---|---|
| action | Yes | Action type: compress or extract | |
| sourcePath | Yes | Absolute path to source file/directory | |
| destinationPath | Yes | Absolute path to destination file/directory | |
| format | Yes | Compression format: zip, tar, tar.gz |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Tool has no description.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Tool has no description.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Tool has no description.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Tool has no description.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
Tool has no description.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Tool has no description.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
create_noteD
| Name | Required | Description | Default |
|---|---|---|---|
| title | Yes | Note title | |
| content | Yes | Note content |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Tool has no description.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Tool has no description.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Tool has no description.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Tool has no description.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
Tool has no description.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Tool has no description.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
excel_toolD
| Name | Required | Description | Default |
|---|---|---|---|
| action | Yes | Action to perform: read, write, or convert_json_to_xlsx | |
| filePath | Yes | Absolute path to the input file | |
| outputFilePath | No | Absolute path to the output file (required for write and convert actions) | |
| format | Yes | File format: xlsx, csv | |
| data | No | Data to write (required for write action) | |
| options | No | Additional options |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Tool has no description.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Tool has no description.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Tool has no description.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Tool has no description.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
Tool has no description.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Tool has no description.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
fileSystem_toolD
| Name | Required | Description | Default |
|---|---|---|---|
| operation | Yes | 要执行的文件系统操作 (例如: read, write, copy) | |
| sourcePath | Yes | 源文件的绝对路径 | |
| targetPath | No | 目标文件的绝对路径 (用于 copy/move 操作) | |
| content | No | 要写入文件的内容 (用于 'write' 操作) | |
| recursive | No | 递归地对目录应用操作 | |
| overwrite | No | 在 copy/move 操作中覆盖已存在的文件 | |
| showHidden | No | 在 list/listDetails 中包含隐藏文件/目录 | |
| fileMode | No | 文件模式(权限),使用八进制格式 (例如, 755) | |
| uid | No | 用于 chown 操作的用户 ID | |
| gid | No | 用于 chown 操作的组 ID |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Tool has no description.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Tool has no description.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Tool has no description.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Tool has no description.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
Tool has no description.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Tool has no description.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
gemini_image_toolD
| Name | Required | Description | Default |
|---|---|---|---|
| operation | Yes | generate_image: Generate new image, edit_image: Edit existing image | |
| prompt | Yes | Prompt for image generation/editing | |
| inputImage | No | Image path (required for edit_image) | |
| outputDir | Yes | Output directory path | |
| fileName | No | Output file name template | image-${year}_${month}_${day}_${hour}_${minute}_${second}.png |
| temperature | No | Temperature of the model | |
| topP | No | Top P of the model | |
| topK | No | Top K of the model | |
| maxOutputTokens | No | Maximum number of output tokens |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Tool has no description.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Tool has no description.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Tool has no description.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Tool has no description.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
Tool has no description.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Tool has no description.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
image_toolD
| Name | Required | Description | Default |
|---|---|---|---|
| sourcePath | Yes | Source file or directory path | |
| outputPath | No | Output directory path. Defaults to a new file (e.g., 'source.processed.jpg') or a new directory (e.g., 'source_processed'). | |
| quality | No | Compression quality for JPEG/WebP/AVIF/TIFF (1-100, defaults to 80) | |
| compressionLevel | No | PNG compression level (0-9, defaults to 6) | |
| resize | No | Resize options | |
| format | No | Output format (optional, keeps original if not specified) | |
| recursive | No | Process subdirectories recursively | |
| backupDir | No | Backup directory path (optional) |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Tool has no description.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Tool has no description.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Tool has no description.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Tool has no description.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
Tool has no description.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Tool has no description.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
log_toolD
| Name | Required | Description | Default |
|---|---|---|---|
| pageSize | No | Logs per page (1-100) | |
| page | No | Page number (>= 1) | |
| toolName | No | Regex to match tool name | |
| status | No | Log status (success or error) | |
| minDuration | No | Minimum duration (ms) | |
| maxDuration | No | Maximum duration (ms) | |
| startTime | No | Start time (ISO8601) | |
| endTime | No | End time (ISO8601) |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Tool has no description.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Tool has no description.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Tool has no description.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Tool has no description.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
Tool has no description.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Tool has no description.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
mongo_toolD
| Name | Required | Description | Default |
|---|---|---|---|
| dbName | Yes | MongoDB 数据库名称 | |
| collectionName | No | MongoDB 集合名称 | |
| queryType | No | MongoDB 查询类型 | |
| operationType | No | 数据库管理操作类型 (索引/集合管理) | |
| where | No | 查询条件 (BSON/JSON 对象) | |
| data | No | 用于插入或替换的数据 (单个对象或对象数组) | |
| updateOperators | No | 更新操作符 (例如: { $set: { field: 'value' } }) | |
| pipeline | No | 聚合管道阶段 (对象数组) | |
| field | No | 用于 distinct 操作的字段名 | |
| indexes | No | 索引规范 (例如: { field: 1 }) | |
| newName | No | 用于 renameCollection 的新名称 | |
| bulkOperations | No | 批量写入操作数组 | |
| options | No | 其他选项 (例如: { sort: { field: -1 }, limit: 10 }) |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Tool has no description.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Tool has no description.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Tool has no description.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Tool has no description.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
Tool has no description.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Tool has no description.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
redis_toolD
| Name | Required | Description | Default |
|---|---|---|---|
| command | Yes | 要执行的 Redis 命令 (例如, 'GET', 'SET') | |
| args | No | 命令的参数列表 (例如: ["mykey", "myvalue"]) |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Tool has no description.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Tool has no description.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Tool has no description.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Tool has no description.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
Tool has no description.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Tool has no description.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
schedule_toolD
| Name | Required | Description | Default |
|---|---|---|---|
| action | Yes | Action type (create/cancel/list) | |
| time | No | Absolute execution time (YYYY-MM-DD HH:mm:ss) | |
| delaySeconds | No | Delay execution by N seconds | |
| interval | No | Recurring interval pattern (e.g. 'every@5m') | |
| toolName | No | Tool to execute (e.g. 'time_tool') | |
| toolArgs | No | Parameters for the target tool | |
| id | No | Task ID (required for cancel) |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Tool has no description.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Tool has no description.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Tool has no description.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Tool has no description.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
Tool has no description.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Tool has no description.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
sftp_toolD
| Name | Required | Description | Default |
|---|---|---|---|
| serverName | Yes | SSH server name | |
| action | Yes | Action: upload or download | |
| localPath | Yes | Local file path (absolute) | |
| remotePath | Yes | Remote file path |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Tool has no description.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Tool has no description.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Tool has no description.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Tool has no description.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
Tool has no description.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Tool has no description.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
ssh_toolD
| Name | Required | Description | Default |
|---|---|---|---|
| serverName | Yes | SSH server name | |
| command | Yes | Command to execute |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Tool has no description.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Tool has no description.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Tool has no description.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Tool has no description.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
Tool has no description.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Tool has no description.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
time_toolD
| Name | Required | Description | Default |
|---|---|---|---|
| action | Yes | The operation to perform. | |
| time_str | No | An ISO 8601 time string (e.g., '2025-03-15T10:00:00Z'). Required for 'format_time' and 'to_timestamp'. | |
| timezone | No | The target timezone (e.g., 'UTC', 'America/New_York', 'Asia/Shanghai'). | |
| timestamp | No | Unix timestamp in milliseconds. Required for 'from_timestamp'. | |
| format_options | No | Formatting options for the time string, based on Intl.DateTimeFormat. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Tool has no description.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Tool has no description.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Tool has no description.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Tool has no description.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
Tool has no description.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Tool has no description.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
workflow_toolD
| Name | Required | Description | Default |
|---|---|---|---|
| version | No | Workflow definition version (e.g., '1.0.1') | 1.0 |
| parallel | No | If true, executes all steps in parallel. | |
| steps | Yes | List of workflow steps | |
| outputFile | No | Path to output file (optional) |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Tool has no description.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Tool has no description.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Tool has no description.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Tool has no description.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
Tool has no description.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Tool has no description.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
Tool Schema Changelog
Recent tool additions, removals, and schema changes observed during successful MCP inspections.
10 tool updates
v1.0.0- Changed
calculator_tool51 fields changed- changed
Input schema / descriptionPrevious value: -"Calculator tool supporting various math operations."New value: +"A powerful universal calculator supporting basic expressions, statistics, geometry, finance, logic, number theory, combinatorics, probability, set theory, and complex numbers." - changed
Input schema / properties / calculation_type / enumPrevious value: -[ - "evaluate_expression", - "calculate_function", - "calculate_statistics", - "perform_geometry", - "perform_financial_math", - "perform_logic_operations", - "perform_number_theory", - "perform_combinatorics", - "calculate_probability", - "perform_set_theory", - "perform_complex_number" -]New value: +[ + "evaluate_expression", + "calculate_statistics", + "perform_geometry", + "perform_financial_math", + "perform_logic_operations", + "perform_number_theory", + "perform_combinatorics", + "calculate_probability", + "perform_set_theory", + "perform_complex_number" +] - removed
Input schema / properties / combinatorics_operation / descriptionRemoved value: -"The type of combinatorics operation." - added
Input schema / properties / complex_aAdded value: +{ + "description": "First complex number (e.g., '3 + 4i').", + "type": "string" +} - removed
Input schema / properties / complex_a_imaginaryRemoved value: -{ - "description": "The imaginary part of the first complex number.", - "type": "number" -} - removed
Input schema / properties / complex_a_realRemoved value: -{ - "description": "The real part of the first complex number.", - "type": "number" -} - added
Input schema / properties / complex_bAdded value: +{ + "description": "Second complex number (e.g., '1 - 2i').", + "type": "string" +} - removed
Input schema / properties / complex_b_imaginaryRemoved value: -{ - "description": "The imaginary part of the second complex number (if needed).", - "type": "number" -} - removed
Input schema / properties / complex_b_realRemoved value: -{ - "description": "The real part of the second complex number (if needed).", - "type": "number" -} - removed
Input schema / properties / complex_number_operation / descriptionRemoved value: -"The type of complex number operation." - removed
Input schema / properties / data_points / descriptionRemoved value: -"The array of data points." - removed
Input schema / properties / data_set_x / descriptionRemoved value: -"The dataset X for bivariate statistics." - removed
Input schema / properties / data_set_y / descriptionRemoved value: -"The dataset Y for bivariate statistics." - changed
Input schema / properties / expression / descriptionPrevious value: -"The mathematical expression to calculate."New value: +"The mathematical expression to evaluate (for 'evaluate_expression')." - removed
Input schema / properties / financial_math_operation / descriptionRemoved value: -"The type of financial math calculation to perform." - removed
Input schema / properties / function_argumentRemoved value: -{ - "description": "The argument value for the function.", - "type": "number" -} - removed
Input schema / properties / function_nameRemoved value: -{ - "description": "The name of the function to calculate.", - "type": "string" -} - added
Input schema / properties / future_valueAdded value: +{ + "type": "number" +} - removed
Input schema / properties / geometry_operation / descriptionRemoved value: -"The type of geometric calculation to perform." - removed
Input schema / properties / heightRemoved value: -{ - "description": "The height.", - "type": "number" -} - removed
Input schema / properties / length / descriptionRemoved value: -"The length." - removed
Input schema / properties / logic_operation / descriptionRemoved value: -"The type of logic operation to perform." - removed
Input schema / properties / n_compounding_periods / descriptionRemoved value: -"The number of compounding periods." - removed
Input schema / properties / n_value / descriptionRemoved value: -"The n value." - removed
Input schema / properties / number_a / descriptionRemoved value: -"The first number." - removed
Input schema / properties / number_b / descriptionRemoved value: -"The second number (if needed)." - removed
Input schema / properties / number_theory_modulus / descriptionRemoved value: -"The modulus for modular exponentiation." - removed
Input schema / properties / number_theory_operation / descriptionRemoved value: -"The type of number theory operation." - removed
Input schema / properties / operand_a / descriptionRemoved value: -"The first operand." - removed
Input schema / properties / operand_b / descriptionRemoved value: -"The second operand." - removed
Input schema / properties / precision_level / descriptionRemoved value: -"Calculation precision level." - removed
Input schema / properties / principal / descriptionRemoved value: -"The principal amount." - removed
Input schema / properties / probability_a / descriptionRemoved value: -"The probability of event A (between 0 and 1)." - removed
Input schema / properties / probability_a_given_b / descriptionRemoved value: -"The conditional probability of A given B (between 0 and 1)." - removed
Input schema / properties / probability_b / descriptionRemoved value: -"The probability of event B (between 0 and 1)." - removed
Input schema / properties / probability_b_given_a / descriptionRemoved value: -"The conditional probability of B given A (between 0 and 1)." - removed
Input schema / properties / probability_operation / descriptionRemoved value: -"The type of probability calculation." - removed
Input schema / properties / r_value / descriptionRemoved value: -"The r value (if needed)." - removed
Input schema / properties / radius / descriptionRemoved value: -"The radius of the circle." - changed
Input schema / properties / rate / descriptionPrevious value: -"The interest rate (percentage)."New value: +"Interest rate as a percentage (e.g., 5 for 5%)." - removed
Input schema / properties / set_a / descriptionRemoved value: -"The first set." - added
Input schema / properties / set_a / items / anyOfAdded value: +[ + { + "type": "number" + }, + { + "type": "string" + } +] - removed
Input schema / properties / set_a / items / typeRemoved value: -"number" - removed
Input schema / properties / set_b / descriptionRemoved value: -"The second set." - added
Input schema / properties / set_b / items / anyOfAdded value: +[ + { + "type": "number" + }, + { + "type": "string" + } +] - removed
Input schema / properties / set_b / items / typeRemoved value: -"number" - removed
Input schema / properties / set_theory_operation / descriptionRemoved value: -"The type of set theory operation." - removed
Input schema / properties / side / descriptionRemoved value: -"The side length of the cube." - removed
Input schema / properties / statistics_operation / descriptionRemoved value: -"The type of statistical calculation to perform." - changed
Input schema / properties / time / descriptionPrevious value: -"The time (in years)."New value: +"Time in years." - removed
Input schema / properties / width / descriptionRemoved value: -"The width."
- Changed
cli_tool9 fields changed- changed
Input schema / descriptionPrevious value: -"CLI executor with sync/async modes and timeout."New value: +"执行CLI命令,支持同步/异步模式、超时和安全过滤。" - changed
Input schema / properties / command / descriptionPrevious value: -"Single-line command content"New value: +"要执行的单行命令" - changed
Input schema / properties / commands / descriptionPrevious value: -"Multi-line command sequence (mutually exclusive with 'command')"New value: +"要执行的多行命令序列 (与 'command' 互斥)" - changed
Input schema / properties / cwd / descriptionPrevious value: -"Working directory (absolute or relative to build/)"New value: +"命令执行的工作目录 (绝对路径)" - changed
Input schema / properties / mode / descriptionPrevious value: -"Execution mode: sync - synchronous blocking, async - asynchronous non-blocking"New value: +"执行模式: sync (同步阻塞), async (异步非阻塞)" - changed
Input schema / properties / platform / descriptionPrevious value: -"Force execution context (win32, linux)"New value: +"强制指定执行命令的操作系统环境" - changed
Input schema / properties / safe_mode / descriptionPrevious value: -"Enable dangerous command filtering"New value: +"是否启用危险命令过滤" - changed
Input schema / properties / timeout / defaultPrevious value: -30New value: +60 - changed
Input schema / properties / timeout / descriptionPrevious value: -"Command timeout in seconds"New value: +"命令执行的超时时间(秒)"
- Changed
excel_tool7 fields changed- changed
Input schema / descriptionPrevious value: -"Read and write Excel/CSV files"New value: +"Read and write Excel (xlsx) and CSV files, and convert from JSON." - removed
Input schema / properties / chunkSizeRemoved value: -{ - "default": 1000, - "description": "Chunk size (rows) for streaming", - "type": "number" -} - changed
Input schema / properties / filePath / descriptionPrevious value: -"Absolute path to the file"New value: +"Absolute path to the input file" - changed
Input schema / properties / format / descriptionPrevious value: -"File format: xlsx, xls, csv"New value: +"File format: xlsx, csv" - changed
Input schema / properties / format / enumPrevious value: -[ - "xlsx", - "xls", - "csv" -]New value: +[ + "xlsx", + "csv" +] - added
Input schema / properties / outputFilePathAdded value: +{ + "description": "Absolute path to the output file (required for write and convert actions)", + "type": "string" +} - removed
Input schema / properties / streamRemoved value: -{ - "default": false, - "description": "Enable streaming for large files", - "type": "boolean" -}
- Changed
fileSystem_tool12 fields changed- changed
Input schema / descriptionPrevious value: -"Cross-platform file system management tool."New value: +"一个强大的文件系统工具,用于执行读、写、复制、移动、删除、列表等操作。" - added
Input schema / properties / contentAdded value: +{ + "description": "要写入文件的内容 (用于 'write' 操作)", + "type": "string" +} - changed
Input schema / properties / fileMode / descriptionPrevious value: -"File mode (permissions) in octal format (e.g., 755)"New value: +"文件模式(权限),使用八进制格式 (例如, 755)" - changed
Input schema / properties / gid / descriptionPrevious value: -"Group ID for chown operation"New value: +"用于 chown 操作的组 ID" - changed
Input schema / properties / operation / descriptionPrevious value: -"File system operation (read, write, copy, etc.)"New value: +"要执行的文件系统操作 (例如: read, write, copy)" - changed
Input schema / properties / overwrite / descriptionPrevious value: -"Overwrite existing files during copy/move"New value: +"在 copy/move 操作中覆盖已存在的文件" - removed
Input schema / properties / platformOverrideRemoved value: -{ - "default": "auto", - "description": "Override platform for OS behavior simulation", - "enum": [ - "auto", - "linux", - "win32", - "darwin" - ], - "type": "string" -} - changed
Input schema / properties / recursive / descriptionPrevious value: -"Recursively apply operation to directories"New value: +"递归地对目录应用操作" - changed
Input schema / properties / showHidden / descriptionPrevious value: -"Include hidden files/directories in list/listDetails"New value: +"在 list/listDetails 中包含隐藏文件/目录" - changed
Input schema / properties / sourcePath / descriptionPrevious value: -"Absolute path to source"New value: +"源文件的绝对路径" - changed
Input schema / properties / targetPath / descriptionPrevious value: -"Absolute path to target (required for copy/move)"New value: +"目标文件的绝对路径 (用于 copy/move 操作)" - changed
Input schema / properties / uid / descriptionPrevious value: -"User ID for chown operation"New value: +"用于 chown 操作的用户 ID"
- Changed
image_tool8 fields changed- changed
Input schema / descriptionPrevious value: -"Compress images, batch process files/dirs."New value: +"A powerful image processing tool that supports format conversion, resizing, quality compression, and can batch process directories." - changed
Input schema / namePrevious value: -"img_tool"New value: +"image_tool" - added
Input schema / properties / compressionLevelAdded value: +{ + "default": 6, + "description": "PNG compression level (0-9, defaults to 6)", + "maximum": 9, + "minimum": 0, + "type": "number" +} - changed
Input schema / properties / format / descriptionPrevious value: -"Output format"New value: +"Output format (optional, keeps original if not specified)" - removed
Input schema / properties / modeRemoved value: -{ - "default": "sync", - "description": "Execution mode (sync or async)", - "enum": [ - "sync", - "async" - ], - "type": "string" -} - changed
Input schema / properties / outputPath / descriptionPrevious value: -"Output directory path (defaults to source)"New value: +"Output directory path. Defaults to a new file (e.g., 'source.processed.jpg') or a new directory (e.g., 'source_processed')." - changed
Input schema / properties / quality / defaultPrevious value: -75New value: +80 - changed
Input schema / properties / quality / descriptionPrevious value: -"Compression quality (1-100, defaults to 75)"New value: +"Compression quality for JPEG/WebP/AVIF/TIFF (1-100, defaults to 80)"
- Changed
log_tool1 field changed- changed
Input schema / requiredPrevious value: -[ - "pageSize", - "page" -]New value: +[]
- Added
mongo_tool - Added
redis_tool - Changed
time_tool10 fields changed- changed
Input schema / descriptionPrevious value: -"Get current time"New value: +"Get and convert time, supporting timezones, formatting, and timestamp operations." - added
Input schema / properties / actionAdded value: +{ + "description": "The operation to perform.", + "enum": [ + "get_current_time", + "format_time", + "from_timestamp", + "to_timestamp" + ], + "type": "string" +} - removed
Input schema / properties / formatRemoved value: -{ - "description": "Time format (iso, timestamp, local, custom)", - "enum": [ - "iso", - "timestamp", - "local", - "custom" - ], - "type": "string" -} - added
Input schema / properties / format_optionsAdded value: +{ + "description": "Formatting options for the time string, based on Intl.DateTimeFormat.", + "properties": { + "day": { + "enum": [ + "numeric", + "2-digit" + ], + "type": "string" + }, + "hour": { + "enum": [ + "numeric", + "2-digit" + ], + "type": "string" + }, + "minute": { + "enum": [ + "numeric", + "2-digit" + ], + "type": "string" + }, + "month": { + "enum": [ + "numeric", + "2-digit", + "long", + "short", + "narrow" + ], + "type": "string" + }, + "second": { + "enum": [ + "numeric", + "2-digit" + ], + "type": "string" + }, + "timeZoneName": { + "enum": [ + "long", + "short" + ], + "type": "string" + }, + "year": { + "enum": [ + "numeric", + "2-digit" + ], + "type": "string" + } + }, + "type": "object" +} - removed
Input schema / properties / patternRemoved value: -{ - "description": "Custom format pattern (required if format=custom)", - "type": "string" -} - removed
Input schema / properties / targetTimezoneRemoved value: -{ - "description": "Target timezone for timestamp conversion (e.g., America/New_York)", - "type": "string" -} - added
Input schema / properties / time_strAdded value: +{ + "description": "An ISO 8601 time string (e.g., '2025-03-15T10:00:00Z'). Required for 'format_time' and 'to_timestamp'.", + "type": "string" +} - changed
Input schema / properties / timestamp / descriptionPrevious value: -"Timestamp to convert"New value: +"Unix timestamp in milliseconds. Required for 'from_timestamp'." - changed
Input schema / properties / timezone / descriptionPrevious value: -"Timezone (e.g., Asia/Shanghai)"New value: +"The target timezone (e.g., 'UTC', 'America/New_York', 'Asia/Shanghai')." - changed
Input schema / requiredPrevious value: -[]New value: +[ + "action" +]
- Changed
workflow_tool2 fields changed- added
Input schema / properties / parallelAdded value: +{ + "default": false, + "description": "If true, executes all steps in parallel.", + "type": "boolean" +} - removed
Input schema / properties / steps / items / properties / parallelRemoved value: -{ - "default": false, - "description": "Execute in parallel", - "type": "boolean" -}
15 tool updates
- First observed
buildReload_tool - First observed
calculator_tool - First observed
cli_tool - First observed
compress_tool - First observed
create_note - First observed
excel_tool - First observed
fileSystem_tool - First observed
gemini_image_tool - First observed
image_tool - First observed
log_tool - First observed
schedule_tool - First observed
sftp_tool - First observed
ssh_tool - First observed
time_tool - First observed
workflow_tool
TDQS
Scored across 17 tools
The tools cover diverse domains (e.g., file operations, databases, utilities), but there is significant ambiguity due to vague naming and lack of descriptions. For example, 'image_tool' and 'gemini_image_tool' likely overlap in image-related tasks, while 'cli_tool', 'ssh_tool', and 'sftp_tool' could all involve command-line or remote operations without clear boundaries. The absence of descriptions exacerbates confusion, making it difficult for an agent to reliably choose the right tool for a specific need.
Naming conventions are inconsistent and chaotic. There is a mix of styles: some tools use snake_case (e.g., 'calculator_tool', 'create_note'), others use camelCase (e.g., 'fileSystem_tool'), and some have hybrid or irregular forms (e.g., 'buildReload_tool'). Verb usage varies widely, from generic terms like 'tool' to specific verbs like 'create', with no predictable pattern. This inconsistency makes the tool set harder to navigate and understand at a glance.
With 17 tools, the count is borderline high but not extreme, falling into the 16-25 range that feels heavy for a server named 'ToolBox MCP Server', which suggests a broad utility scope. While the number is reasonable for covering multiple domains, it risks being overwhelming without clear organization or descriptions. A more focused set might improve usability, but it doesn't reach the extreme mismatch of 50+ tools.
The tool set appears to cover various utility domains (e.g., file systems, databases, scheduling, images), but without descriptions, it's impossible to assess true coverage or identify obvious gaps. The lack of CRUD operations for many domains (e.g., no update/delete for notes or files) and the vague tool names suggest significant gaps in functionality. For instance, 'create_note' might exist, but without tools for reading or managing notes, workflows could hit dead ends, leading to potential agent failures.
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