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llmconveyors-mcp

npm version License: MIT Node.js

MCP 服务器,用于将 AI 代理连接到 LLM Conveyors 平台 —— 可直接从 Claude、Cursor 或任何支持 MCP 的客户端运行求职助手、B2B 销售及其他 AI 代理。

什么是 LLM Conveyors?

这是一个社区驱动的 AI 代理平台,采用按操作付费的定价模式(每个完成的操作 1–5 美元)。无需每月支付 100 美元的 SaaS 订阅费,您只需为实际产出付费 —— 例如简历评分、公司研究或生成的冷邮件。

实时代理:

  • 求职助手 (Job Hunter) — 为求职申请生成定制的简历、求职信和冷邮件

  • B2B 销售 (B2B Sales) — 进行深入的公司研究并生成个性化的销售外联内容

Related MCP server: boss-agent-cli

快速入门

1. 获取 API 密钥

llmconveyors.com 注册,并从“设置”→“API 密钥”中创建 API 密钥。

2. 添加到您的 MCP 客户端

添加到 claude_desktop_config.json

{
  "mcpServers": {
    "llmconveyors": {
      "command": "npx",
      "args": ["-y", "llmconveyors-mcp"],
      "env": {
        "LLMC_API_KEY": "llmc_your_key_here"
      }
    }
  }
}
claude mcp add llmconveyors -- npx -y llmconveyors-mcp

在您的 shell 或 .env 文件中设置环境变量:

export LLMC_API_KEY=llmc_your_key_here

添加到 .cursor/mcp.json

{
  "mcpServers": {
    "llmconveyors": {
      "command": "npx",
      "args": ["-y", "llmconveyors-mcp"],
      "env": {
        "LLMC_API_KEY": "llmc_your_key_here"
      }
    }
  }
}

添加到 ~/.codeium/windsurf/mcp_config.json

{
  "mcpServers": {
    "llmconveyors": {
      "command": "npx",
      "args": ["-y", "llmconveyors-mcp"],
      "env": {
        "LLMC_API_KEY": "llmc_your_key_here"
      }
    }
  }
}

3. 开始使用

询问您的 AI 代理:

"为 Anthropic 的高级工程师职位运行求职助手代理。职位描述如下:..."

"根据此职位发布信息对我的简历进行 ATS 兼容性评分。"

"研究 Stripe 并为我们的开发者工具产品起草一封 B2B 冷邮件。"

可用工具 (66)

代理

工具

描述

job-hunter-run

运行求职助手代理 —— 生成定制的简历、求职信和冷邮件

b2b-sales-run

运行 B2B 销售代理 —— 研究公司并生成销售外联内容

agent-status

检查正在运行的代理任务的状态

agent-interact

为等待输入的阶段性代理工作流提交响应

job-hunter-generate-cv

同步生成简历(速度更快,仅限简历)

agent-manifest

获取代理的输入字段、功能和计费信息

简历

工具

描述

resume-parse

将简历文件解析为结构化的 JSON Resume 格式

resume-validate

验证 JSON Resume 格式的简历

resume-render

将简历渲染为 PDF 或 HTML

resume-preview

以 HTML 格式预览简历

resume-themes

列出可用的简历主题

resume-import-rx

从 Reactive Resume 格式导入

resume-export-rx

导出为 Reactive Resume 格式

主简历

工具

描述

master-resume-create

创建新的主简历

master-resume-list

列出所有主简历

master-resume-get

通过 ID 获取主简历

master-resume-update

更新主简历

master-resume-delete

删除主简历

上传与解析

工具

描述

upload-resume

上传并解析简历文件 (base64)

upload-job-file

上传并解析职位描述文件 (base64)

upload-job-text

从文本或 URL 解析职位描述

ATS 评分

工具

描述

ats-score

根据职位描述对简历进行 ATS 兼容性评分

会话

工具

描述

session-create

创建新会话

session-list

列出会话(可选过滤)

session-get

通过 ID 获取会话

session-hydrate

获取包含工件和日志的完整会话

session-download

通过存储键从会话下载工件

session-delete

删除会话

session-init

使用代理上下文和配置初始化会话

session-log

将日志条目附加到会话

设置与 API 密钥

工具

描述

settings-profile

获取用户资料(积分、套餐)

settings-preferences-get

获取用户偏好设置

settings-preferences-update

更新用户偏好设置

settings-usage-summary

获取使用情况摘要

settings-usage-logs

获取分页的使用日志

api-key-create

创建新的 API 密钥

api-key-list

列出所有 API 密钥

api-key-revoke

撤销 API 密钥

api-key-rotate

轮换 API 密钥

api-key-usage

获取特定 API 密钥的使用统计信息

byo-key-get

检查是否配置了自带 (BYO) API 密钥

byo-key-set

为提供商(例如 Gemini)设置自带 API 密钥

byo-key-remove

移除已配置的自带 API 密钥

webhook-secret-get

获取当前的 Webhook 密钥

webhook-secret-rotate

轮换 Webhook 密钥

内容与共享

工具

描述

content-save

保存源文档以作为 AI 生成的上下文

content-delete-generation

删除生成内容及其工件

content-research-sender

研究发送者的背景以生成个性化内容

content-list-sources

列出所有已保存的源文档

content-get-source

通过 ID 获取特定源文档

content-delete-source

删除已保存的源文档

share-create

为生成的内容创建公共共享链接

share-stats

获取共享链接统计信息

share-get-public

通过 slug 获取公共共享内容

share-slug-stats

获取特定共享链接的访问统计信息

隐私

工具

描述

privacy-list-consents

列出当前用户的所有同意记录

privacy-grant-consent

授予特定数据处理目的的同意

privacy-revoke-consent

撤销先前授予的同意

推荐

工具

描述

referral-stats

获取推荐计划统计信息

referral-code

获取您的推荐代码

referral-vanity-code

设置自定义个性化推荐代码

文档

工具

描述

document-download

通过存储路径下载工件

健康检查

工具

描述

health-root

获取服务器信息和版本

health-check

对所有依赖项运行全面健康检查

health-ready

检查服务器是否准备好接受请求

health-live

检查服务器进程是否存活

API 密钥作用域

您的 API 密钥需要具备您想要使用的工具的相应作用域:

作用域

工具

jobs:read

agent-status, agent-manifest

jobs:write

job-hunter-run, job-hunter-generate-cv

sales:write

b2b-sales-run

sessions:read

session-list, session-get, session-hydrate

sessions:write

session-create, session-delete, session-init, session-log

resume:read

resume-themes, master-resume-list, master-resume-get

resume:write

resume-validate, resume-render, resume-preview, resume-import-rx, resume-export-rx, master-resume-create, master-resume-update, master-resume-delete

upload:write

upload-resume, upload-job-file, upload-job-text

ats:write

ats-score

settings:read

settings-profile, settings-preferences-get, settings-usage-summary, settings-usage-logs, api-key-list

settings:write

settings-preferences-update, api-key-create, api-key-revoke, api-key-rotate

content:read

content-list-sources, content-get-source

content:write

content-save, content-delete-generation, content-research-sender, content-delete-source

privacy:read

privacy-list-consents

privacy:write

privacy-grant-consent, privacy-revoke-consent

环境变量

变量

必需

描述

LLMC_API_KEY

您的 LLM Conveyors API 密钥(前缀为 llmc_

LLMC_BASE_URL

自定义 API 端点(默认为 https://api.llmconveyors.com

开发

git clone https://github.com/ebenezer-isaac/llmconveyors-mcp.git
cd llmconveyors-mcp
npm install
npm run build

# Test locally
LLMC_API_KEY=llmc_your_key node dist/index.js

要求

链接

许可证

MIT — 详情请参阅 LICENSE

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

  1. 54 tool updatesv0.1.1
    • Addedagent-interact
    • Changedagent-status1 field changed
      • addedInput schema / properties / include
        Added value: +{
        +  "description": "Data to include. Defaults to both logs and artifacts. Omit for lightweight status checks.",
        +  "items": {
        +    "enum": [
        +      "logs",
        +      "artifacts"
        +    ],
        +    "type": "string"
        +  },
        +  "type": "array"
        +}
    • Changedapi-key-create4 fields changed
      • addedInput schema / properties / expiresAt
        Added value: +{
        +  "description": "Expiration date as ISO 8601 string",
        +  "type": "string"
        +}
      • addedInput schema / properties / monthlyCreditsLimit
        Added value: +{
        +  "description": "Monthly credit usage cap for this key",
        +  "type": "number"
        +}
      • changedInput schema / properties / scopes / description
        Previous value: -"Permission scopes for the key"New value: +"Permission scopes for the key. Use '*' for all scopes."
      • changedInput schema / properties / scopes / items / enum
        Previous value: -[
        -  "jobs:write",
        -  "jobs:read",
        -  "sales:write",
        -  "sales:read",
        -  "sessions:read",
        -  "sessions:write",
        -  "settings:read",
        -  "settings:write",
        -  "upload:write",
        -  "resume:read",
        -  "resume:write",
        -  "ats:write",
        -  "webhook:read",
        -  "webhook:write"
        -]New value: +[
        +  "*",
        +  "jobs:write",
        +  "jobs:read",
        +  "sales:write",
        +  "sales:read",
        +  "sessions:read",
        +  "sessions:write",
        +  "settings:read",
        +  "settings:write",
        +  "upload:write",
        +  "resume:read",
        +  "resume:write",
        +  "ats:write",
        +  "webhook:read",
        +  "webhook:write",
        +  "outreach:read",
        +  "outreach:write"
        +]
    • Removedapi-key-revoke
    • Changedapi-key-rotate1 field changed
      • addedInput schema / properties / gracePeriodHours
        Added value: +{
        +  "description": "Hours the old key remains valid after rotation (default: 24)",
        +  "type": "number"
        +}
    • Addedapi-key-usage
    • Changedats-score1 field changed
      • addedInput schema / properties / jobTitle
        Added value: +{
        +  "description": "Job title for additional context",
        +  "type": "string"
        +}
    • Changedb2b-sales-run20 fields changed
      • addedInput schema / properties / autoApproveDraft
        Added value: +{
        +  "description": "Set false to pause for draft review before finalizing",
        +  "type": "boolean"
        +}
      • addedInput schema / properties / autoApproveFollowups
        Added value: +{
        +  "description": "Set false to pause for follow-up review before finalizing",
        +  "type": "boolean"
        +}
      • addedInput schema / properties / autoSelectContacts
        Added value: +{
        +  "description": "Set false for phased execution with contact selection gate",
        +  "type": "boolean"
        +}
      • addedInput schema / properties / companyResearch
        Added value: +{
        +  "description": "Pre-researched company information to skip research phase",
        +  "type": "string"
        +}
      • addedInput schema / properties / contactEmail
        Added value: +{
        +  "description": "Target contact email address",
        +  "type": "string"
        +}
      • addedInput schema / properties / contactName
        Added value: +{
        +  "description": "Target contact name",
        +  "type": "string"
        +}
      • addedInput schema / properties / contactTitle
        Added value: +{
        +  "description": "Target contact job title",
        +  "type": "string"
        +}
      • addedInput schema / properties / followUpCount
        Added value: +{
        +  "description": "Number of follow-up emails to generate",
        +  "type": "number"
        +}
      • addedInput schema / properties / followUpDelayDays
        Added value: +{
        +  "description": "Days between follow-up emails",
        +  "type": "number"
        +}
      • addedInput schema / properties / generationId
        Added value: +{
        +  "description": "Existing generation ID to continue",
        +  "type": "string"
        +}
      • addedInput schema / properties / model
        Added value: +{
        +  "description": "AI model: flash (faster/cheaper) or pro (higher quality)",
        +  "enum": [
        +    "flash",
        +    "pro"
        +  ],
        +  "type": "string"
        +}
      • addedInput schema / properties / reconStrategy
        Added value: +{
        +  "description": "Strategy instructions for company research/recon phase",
        +  "type": "string"
        +}
      • addedInput schema / properties / researchMode
        Added value: +{
        +  "description": "Research execution mode: parallel (faster) or sequential",
        +  "enum": [
        +    "parallel",
        +    "sequential"
        +  ],
        +  "type": "string"
        +}
      • addedInput schema / properties / salesStrategy
        Added value: +{
        +  "description": "Sales strategy to use for outreach generation",
        +  "type": "string"
        +}
      • addedInput schema / properties / senderName
        Added value: +{
        +  "description": "Name of the person sending the outreach",
        +  "type": "string"
        +}
      • addedInput schema / properties / sessionId
        Added value: +{
        +  "description": "Existing session ID to continue a previous run",
        +  "type": "string"
        +}
      • addedInput schema / properties / skipResearchCache
        Added value: +{
        +  "description": "Force fresh company research instead of using cache",
        +  "type": "boolean"
        +}
      • removedInput schema / properties / strategy
        Removed value: -{
        -  "description": "Sales strategy or approach",
        -  "type": "string"
        -}
      • addedInput schema / properties / targetCompanyContext
        Added value: +{
        +  "description": "Pre-researched context about the target company",
        +  "type": "string"
        +}
      • addedInput schema / properties / userCompanyContext
        Added value: +{
        +  "description": "Context about your own company for personalization",
        +  "type": "string"
        +}
    • Addedbyo-key-get
    • Addedbyo-key-remove
    • Addedbyo-key-set
    • Addedcontent-delete-source
    • Addedcontent-get-source
    • Addedcontent-list-sources
    • Addedcontent-research-sender
    • Removedcontent-save
    • Addedhealth-check
    • Addedhealth-live
    • Addedhealth-ready
    • Addedhealth-root
    • Addedjob-hunter-generate-cv
    • Changedjob-hunter-run23 fields changed
      • addedInput schema / properties / autoSelectContacts
        Added value: +{
        +  "description": "Set false for phased execution with contact selection gate. Default true for API keys.",
        +  "type": "boolean"
        +}
      • addedInput schema / properties / coldEmailStrategy
        Added value: +{
        +  "description": "Strategy instructions for cold email generation",
        +  "type": "string"
        +}
      • addedInput schema / properties / companyProfile
        Added value: +{
        +  "description": "Pre-researched company profile to skip research phase",
        +  "type": "string"
        +}
      • addedInput schema / properties / companyWebsite
        Added value: +{
        +  "description": "Target company website URL for research phase",
        +  "type": "string"
        +}
      • addedInput schema / properties / contactTitle
        Added value: +{
        +  "description": "Contact job title",
        +  "type": "string"
        +}
      • addedInput schema / properties / coverLetterStrategy
        Added value: +{
        +  "description": "Strategy instructions for cover letter generation",
        +  "type": "string"
        +}
      • addedInput schema / properties / cvStrategy
        Added value: +{
        +  "description": "Strategy instructions for CV generation",
        +  "type": "string"
        +}
      • addedInput schema / properties / emailAddresses
        Added value: +{
        +  "description": "Comma-separated email addresses for outreach",
        +  "type": "string"
        +}
      • addedInput schema / properties / extensiveCV
        Added value: +{
        +  "description": "Extended/detailed CV text for richer generation",
        +  "type": "string"
        +}
      • addedInput schema / properties / generationId
        Added value: +{
        +  "description": "Existing generation ID to continue",
        +  "type": "string"
        +}
      • addedInput schema / properties / genericEmail
        Added value: +{
        +  "description": "Generic company email (e.g. careers@company.com) as fallback",
        +  "type": "string"
        +}
      • addedInput schema / properties / jobSourceUrl
        Added value: +{
        +  "description": "URL of the original job posting",
        +  "type": "string"
        +}
      • addedInput schema / properties / model
        Added value: +{
        +  "description": "AI model: flash (faster/cheaper) or pro (higher quality)",
        +  "enum": [
        +    "flash",
        +    "pro"
        +  ],
        +  "type": "string"
        +}
      • addedInput schema / properties / originalCV
        Added value: +{
        +  "description": "Original CV text to use directly instead of master resume",
        +  "type": "string"
        +}
      • addedInput schema / properties / reconStrategy
        Added value: +{
        +  "description": "Strategy instructions for company research/recon phase",
        +  "type": "string"
        +}
      • addedInput schema / properties / sessionId
        Added value: +{
        +  "description": "Existing session ID to continue a previous run",
        +  "type": "string"
        +}
      • addedInput schema / properties / skipResearchCache
        Added value: +{
        +  "description": "Force fresh company research instead of using cache",
        +  "type": "boolean"
        +}
      • addedInput schema / properties / specificCore
        Added value: +{
        +  "description": "Specific core competencies or skills to emphasize",
        +  "type": "string"
        +}
      • changedInput schema / properties / theme / description
        Previous value: -"Resume theme (Even, StackOverflow, Class, Professional)"New value: +"Resume theme"
      • addedInput schema / properties / theme / enum
        Added value: +[
        +  "even",
        +  "stackoverflow",
        +  "class",
        +  "professional",
        +  "elegant",
        +  "macchiato",
        +  "react",
        +  "academic"
        +]
      • addedInput schema / properties / tier
        Added value: +{
        +  "description": "Billing tier: free (platform credits) or byo (bring your own key)",
        +  "enum": [
        +    "free",
        +    "byo"
        +  ],
        +  "type": "string"
        +}
      • addedInput schema / properties / webhookUrl
        Added value: +{
        +  "description": "Webhook URL for async status updates (generation.completed, generation.failed, generation.awaiting_input)",
        +  "type": "string"
        +}
      • changedInput schema / required
        Previous value: -[
        -  "companyName",
        -  "jobTitle",
        -  "jobDescription"
        -]New value: +[
        +  "companyName",
        +  "jobTitle",
        +  "jobDescription",
        +  "companyWebsite"
        +]
    • Removedmaster-resume-create
    • Changedmaster-resume-delete3 fields changed
      • removedInput schema / additionalProperties
        Removed value: -false
      • removedInput schema / properties / id
        Removed value: -{
        -  "description": "Master resume ID",
        -  "type": "string"
        -}
      • removedInput schema / required
        Removed value: -[
        -  "id"
        -]
    • Changedmaster-resume-get3 fields changed
      • removedInput schema / additionalProperties
        Removed value: -false
      • removedInput schema / properties / id
        Removed value: -{
        -  "description": "Master resume ID",
        -  "type": "string"
        -}
      • removedInput schema / required
        Removed value: -[
        -  "id"
        -]
    • Removedmaster-resume-list
    • Removedmaster-resume-update
    • Addedmaster-resume-upsert
    • Addedprivacy-grant-consent
    • Addedprivacy-list-consents
    • Addedprivacy-revoke-consent
    • Addedreferral-code
    • Addedreferral-stats
    • Addedreferral-vanity-code
    • Changedresume-export-rx1 field changed
      • addedInput schema / properties / designBlob
        Added value: +{
        +  "additionalProperties": {},
        +  "description": "Optional design/styling configuration",
        +  "type": "object"
        +}
    • Addedresume-parse
    • Changedresume-preview2 fields changed
      • changedInput schema / properties / theme / description
        Previous value: -"Theme name"New value: +"Theme name (e.g. even, stackoverflow, class, professional)"
      • changedInput schema / required
        Previous value: -[
        -  "resume"
        -]New value: +[
        +  "resume",
        +  "theme"
        +]
    • Changedresume-render4 fields changed
      • changedInput schema / properties / format / description
        Previous value: -"Output format"New value: +"Output format: pdf (default) or html"
      • addedInput schema / properties / format / enum
        Added value: +[
        +  "pdf",
        +  "html"
        +]
      • changedInput schema / properties / theme / description
        Previous value: -"Theme name (e.g. Even, StackOverflow, Class, Professional)"New value: +"Theme name (e.g. even, stackoverflow, class, professional, elegant, macchiato, react, academic)"
      • changedInput schema / required
        Previous value: -[
        -  "resume"
        -]New value: +[
        +  "resume",
        +  "theme"
        +]
    • Changedsession-create2 fields changed
      • changedInput schema / properties / metadata / description
        Previous value: -"Optional session metadata (e.g. agentType, source)"New value: +"Optional session metadata"
      • addedInput schema / properties / sessionId
        Added value: +{
        +  "description": "Optional client-generated session ID",
        +  "type": "string"
        +}
    • Addedsession-download
    • Addedsession-init
    • Changedsession-list6 fields changed
      • removedInput schema / properties / agentType
        Removed value: -{
        -  "description": "Filter by agent type",
        -  "type": "string"
        -}
      • addedInput schema / properties / cursor
        Added value: +{
        +  "description": "Cursor for pagination (ISO 8601 datetime string)",
        +  "type": "string"
        +}
      • changedInput schema / properties / limit / description
        Previous value: -"Number of sessions per page"New value: +"Number of sessions per page (1-50)"
      • addedInput schema / properties / limit / maximum
        Added value: +50
      • addedInput schema / properties / limit / minimum
        Added value: +1
      • removedInput schema / properties / page
        Removed value: -{
        -  "description": "Page number for pagination",
        -  "type": "number"
        -}
    • Addedsession-log
    • Addedsession-stats
    • Changedsettings-preferences-get2 fields changed
      • addedInput schema / additionalProperties
        Added value: +false
      • addedInput schema / properties / agentType
        Added value: +{
        +  "description": "Filter preferences by agent type (e.g. job-hunter, b2b-sales)",
        +  "type": "string"
        +}
    • Changedsettings-preferences-update1 field changed
      • addedInput schema / properties / agentType
        Added value: +{
        +  "description": "Agent type to scope preferences to (e.g. job-hunter, b2b-sales)",
        +  "type": "string"
        +}
    • Addedsettings-supported-providers
    • Changedsettings-usage-logs2 fields changed
      • changedInput schema / properties / limit / description
        Previous value: -"Number of entries to return"New value: +"Number of entries to return (max 100)"
      • addedInput schema / properties / limit / maximum
        Added value: +100
    • Addedshare-slug-stats
    • Changedupload-job-file2 fields changed
      • changedInput schema / properties / fileBase64 / description
        Previous value: -"Base64-encoded file content (PDF, DOCX, etc.)"New value: +"Base64-encoded file content (PDF, DOCX, etc.) — max ~10 MB"
      • addedInput schema / properties / fileBase64 / maxLength
        Added value: +13981014
    • Changedupload-job-text5 fields changed
      • changedInput schema / properties / source / description
        Previous value: -"Source URL or identifier for the job posting"New value: +"Source label/identifier for the job posting"
      • changedInput schema / properties / text / description
        Previous value: -"Job description text"New value: +"Job description text (max 50K characters). Required if url is not provided."
      • addedInput schema / properties / text / maxLength
        Added value: +50000
      • addedInput schema / properties / url
        Added value: +{
        +  "description": "URL to fetch job description from. Required if text is not provided.",
        +  "format": "uri",
        +  "maxLength": 2048,
        +  "type": "string"
        +}
      • removedInput schema / required
        Removed value: -[
        -  "text"
        -]
    • Changedupload-resume2 fields changed
      • changedInput schema / properties / fileBase64 / description
        Previous value: -"Base64-encoded file content (PDF, DOCX, etc.)"New value: +"Base64-encoded file content (PDF, DOCX, etc.) — max ~10 MB"
      • addedInput schema / properties / fileBase64 / maxLength
        Added value: +13981014
    • Addedwebhook-secret-get
    • Addedwebhook-secret-rotate
  2. 39 tool updatesv0.1.0
    • First observedagent-manifest
    • First observedagent-status
    • First observedapi-key-create
    • First observedapi-key-list
    • First observedapi-key-revoke
    • First observedapi-key-rotate
    • First observedats-score
    • First observedb2b-sales-run
    • First observedcontent-delete-generation
    • First observedcontent-save
    • First observeddocument-download
    • First observedjob-hunter-run
    • First observedmaster-resume-create
    • First observedmaster-resume-delete
    • First observedmaster-resume-get
    • First observedmaster-resume-list
    • First observedmaster-resume-update
    • First observedresume-export-rx
    • First observedresume-import-rx
    • First observedresume-preview
    • First observedresume-render
    • First observedresume-themes
    • First observedresume-validate
    • First observedsession-create
    • First observedsession-delete
    • First observedsession-get
    • First observedsession-hydrate
    • First observedsession-list
    • First observedsettings-preferences-get
    • First observedsettings-preferences-update
    • First observedsettings-profile
    • First observedsettings-usage-logs
    • First observedsettings-usage-summary
    • First observedshare-create
    • First observedshare-get-public
    • First observedshare-stats
    • First observedupload-job-file
    • First observedupload-job-text
    • First observedupload-resume

TDQS

A4.1/5.0

Scored across 64 tools

Disambiguation3/5

Most tools have distinct purposes, but there is notable overlap in some areas. For example, health-check, health-live, health-ready, and health-root all serve health diagnostics with subtle distinctions that could confuse an agent. Similarly, session-get and session-hydrate both retrieve session data with different detail levels, which might lead to misselection if not carefully read.

Naming Consistency4/5

Tool names generally follow a consistent verb_noun pattern (e.g., agent-status, api-key-create, resume-parse), with clear and predictable naming. Minor deviations exist, such as ats-score (noun_verb) and byo-key-get (abbreviation-based), but overall the naming is coherent and easy to understand.

Tool Count2/5

With 64 tools, the count is excessive for a single server, making it overwhelming and difficult for an agent to navigate efficiently. While the domain (AI-powered job and sales automation) is broad, the toolset feels bloated with many specialized or overlapping tools that could have been consolidated.

Completeness4/5

The tool surface is highly comprehensive, covering CRUD operations for sessions, resumes, API keys, and more, with clear workflows for job hunting and B2B sales. Minor gaps exist, such as no direct tool for updating a session's metadata, but agents can work around these with existing tools like session-log or content-save.

Maintenance

ActivityInactive
ResponsivenessNo issues

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