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llmconveyors-mcp

npm version License: MIT Node.js

Servidor MCP que conecta agentes de IA a la plataforma LLM Conveyors: ejecuta Job Hunter, ventas B2B y otros agentes de IA directamente desde Claude, Cursor o cualquier cliente compatible con MCP.

¿Qué es LLM Conveyors?

Una plataforma de agentes de IA impulsada por la comunidad con precios de pago por acción (1–5 $ por acción completada). En lugar de suscripciones SaaS de 100 $/mes, solo pagas por resultados reales: un currículum puntuado, una empresa investigada, un correo en frío generado.

Agentes en vivo:

  • Job Hunter — CVs personalizados, cartas de presentación y correos en frío para solicitudes de empleo

  • B2B Sales — Investigación profunda de empresas y prospección de ventas personalizada

Related MCP server: boss-agent-cli

Inicio rápido

1. Obtén una clave API

Regístrate en llmconveyors.com y crea una clave API desde Settings → API Keys.

2. Añádelo a tu cliente MCP

Añádelo a 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

Establece la variable de entorno en tu shell o .env:

export LLMC_API_KEY=llmc_your_key_here

Añádelo a .cursor/mcp.json:

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

Añádelo a ~/.codeium/windsurf/mcp_config.json:

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

3. Empieza a usarlo

Pídele a tu agente de IA:

"Ejecuta el agente Job Hunter para el puesto de Ingeniero Senior en Anthropic. Aquí tienes la descripción del puesto: ..."

"Puntúa mi currículum frente a esta oferta de empleo para comprobar la compatibilidad con ATS."

"Investiga Stripe y redacta un correo en frío B2B para nuestro producto de herramientas para desarrolladores."

Herramientas disponibles (66)

Agentes

Herramienta

Descripción

job-hunter-run

Ejecuta el agente Job Hunter: genera CV personalizado, carta de presentación y correo en frío

b2b-sales-run

Ejecuta el agente de ventas B2B: investiga una empresa y genera prospección de ventas

agent-status

Comprueba el estado de un trabajo de agente en ejecución

agent-interact

Envía una respuesta a un flujo de trabajo de agente por fases que espera entrada

job-hunter-generate-cv

Genera un CV de forma síncrona (más rápido, solo CV)

agent-manifest

Obtiene campos de entrada, capacidades e información de facturación de un agente

Currículum

Herramienta

Descripción

resume-parse

Analiza un archivo de currículum en formato JSON Resume estructurado

resume-validate

Valida un currículum en formato JSON Resume

resume-render

Renderiza un currículum a PDF o HTML

resume-preview

Previsualiza un currículum como HTML

resume-themes

Lista los temas de currículum disponibles

resume-import-rx

Importa desde el formato Reactive Resume

resume-export-rx

Exporta al formato Reactive Resume

Currículums maestros

Herramienta

Descripción

master-resume-create

Crea un nuevo currículum maestro

master-resume-list

Lista todos los currículums maestros

master-resume-get

Obtiene un currículum maestro por ID

master-resume-update

Actualiza un currículum maestro

master-resume-delete

Elimina un currículum maestro

Carga y análisis

Herramienta

Descripción

upload-resume

Sube y analiza un archivo de currículum (base64)

upload-job-file

Sube y analiza un archivo de descripción de puesto (base64)

upload-job-text

Analiza una descripción de puesto desde texto o URL

Puntuación ATS

Herramienta

Descripción

ats-score

Puntúa un currículum frente a una descripción de puesto para compatibilidad ATS

Sesiones

Herramienta

Descripción

session-create

Crea una nueva sesión

session-list

Lista sesiones con filtrado opcional

session-get

Obtiene una sesión por ID

session-hydrate

Obtiene la sesión completa con artefactos y registros

session-download

Descarga un artefacto de una sesión por clave de almacenamiento

session-delete

Elimina una sesión

session-init

Inicializa una sesión con contexto y configuración del agente

session-log

Añade una entrada de registro a una sesión

Ajustes y claves API

Herramienta

Descripción

settings-profile

Obtiene el perfil de usuario (créditos, plan)

settings-preferences-get

Obtiene las preferencias de usuario

settings-preferences-update

Actualiza las preferencias de usuario

settings-usage-summary

Obtiene el resumen de uso

settings-usage-logs

Obtiene registros de uso paginados

api-key-create

Crea una nueva clave API

api-key-list

Lista todas las claves API

api-key-revoke

Revoca una clave API

api-key-rotate

Rota una clave API

api-key-usage

Obtiene estadísticas de uso para una clave API específica

byo-key-get

Comprueba si hay configurada una clave API propia (BYO)

byo-key-set

Establece una clave API propia para un proveedor (ej. Gemini)

byo-key-remove

Elimina la clave API propia configurada

webhook-secret-get

Obtiene el secreto de webhook actual

webhook-secret-rotate

Rota el secreto de webhook

Contenido y uso compartido

Herramienta

Descripción

content-save

Guarda un documento fuente para contexto de generación de IA

content-delete-generation

Elimina una generación y sus artefactos

content-research-sender

Investiga el historial de un remitente para contenido personalizado

content-list-sources

Lista todos los documentos fuente guardados

content-get-source

Obtiene un documento fuente específico por ID

content-delete-source

Elimina un documento fuente guardado

share-create

Crea un enlace público para compartir contenido generado

share-stats

Obtiene estadísticas del enlace compartido

share-get-public

Obtiene un recurso compartido público por slug

share-slug-stats

Obtiene estadísticas de visitas para un enlace compartido específico

Privacidad

Herramienta

Descripción

privacy-list-consents

Lista todos los registros de consentimiento para el usuario actual

privacy-grant-consent

Otorga consentimiento para un propósito específico de procesamiento de datos

privacy-revoke-consent

Revoca un consentimiento otorgado previamente

Referidos

Herramienta

Descripción

referral-stats

Obtiene estadísticas del programa de referidos

referral-code

Obtiene tu código de referido

referral-vanity-code

Establece un código de referido personalizado

Documentos

Herramienta

Descripción

document-download

Descarga un artefacto por ruta de almacenamiento

Salud

Herramienta

Descripción

health-root

Obtiene información y versión del servidor

health-check

Ejecuta una comprobación de salud completa en todas las dependencias

health-ready

Comprueba si el servidor está listo para aceptar solicitudes

health-live

Comprueba si el proceso del servidor está activo

Alcances de la clave API

Tu clave API necesita los alcances correctos para las herramientas que deseas usar:

Alcance

Herramientas

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

Variables de entorno

Variable

Requerido

Descripción

LLMC_API_KEY

Tu clave API de LLM Conveyors (prefijo llmc_)

LLMC_BASE_URL

No

Endpoint de API personalizado (por defecto https://api.llmconveyors.com)

Desarrollo

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

Requisitos

Enlaces

Licencia

MIT — ver LICENSE para más detalles.

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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