# How to integrate Vectorshift MCP with Codex ```json { "title": "How to integrate Vectorshift MCP with Codex", "toolkit": "Vectorshift", "toolkit_slug": "vectorshift", "framework": "Codex", "framework_slug": "codex", "url": "https://composio.dev/toolkits/vectorshift/framework/codex", "markdown_url": "https://composio.dev/toolkits/vectorshift/framework/codex.md", "updated_at": "2026-03-29T06:54:33.673Z" } ``` ## Introduction Codex is one of the most popular coding harnesses out there. And MCP makes the experience even better. With Vectorshift MCP integration, you can draft, triage, summarise emails, and much more, all without leaving the terminal or the app, whichever you prefer. ## Also integrate Vectorshift with - [OpenAI Agents SDK](https://composio.dev/toolkits/vectorshift/framework/open-ai-agents-sdk) - [Claude Agent SDK](https://composio.dev/toolkits/vectorshift/framework/claude-agents-sdk) - [Claude Code](https://composio.dev/toolkits/vectorshift/framework/claude-code) - [Claude Cowork](https://composio.dev/toolkits/vectorshift/framework/claude-cowork) - [OpenClaw](https://composio.dev/toolkits/vectorshift/framework/openclaw) - [Hermes](https://composio.dev/toolkits/vectorshift/framework/hermes-agent) - [CLI](https://composio.dev/toolkits/vectorshift/framework/cli) - [Google ADK](https://composio.dev/toolkits/vectorshift/framework/google-adk) - [LangChain](https://composio.dev/toolkits/vectorshift/framework/langchain) - [Vercel AI SDK](https://composio.dev/toolkits/vectorshift/framework/ai-sdk) - [Mastra AI](https://composio.dev/toolkits/vectorshift/framework/mastra-ai) - [LlamaIndex](https://composio.dev/toolkits/vectorshift/framework/llama-index) - [CrewAI](https://composio.dev/toolkits/vectorshift/framework/crew-ai) ## TL;DR ### Why use Composio? Apart from a managed and hosted MCP server, you will get: - CodeAct: A dedicated workbench that allows GPT to write its code to handle complex tool chaining. Reduces to-and-fro with LLMs for frequent tool calling. - Large tool responses: Handle them to minimise context rot. - Dynamic just-in-time access to 20,000 tools across 1000+ other Apps for cross-app workflows. It loads the tools you need, so GPTs aren't overwhelmed by tools you don't need. ## Connect Vectorshift to Codex ### How to install Vectorshift MCP in Codex ### Run the setup command Run this command in your terminal to add the Composio MCP server to Codex. ```bash codex mcp add composio --url https://connect.composio.dev/mcp ``` ## What is the Vectorshift MCP server, and what's possible with it? The Vectorshift MCP server is an implementation of the Model Context Protocol that connects your AI agent and assistants like Claude, Cursor, etc directly to your Vectorshift account. It provides structured and secure access so your agent can perform Vectorshift operations on your behalf. ## Supported Tools | Tool slug | Name | Description | |---|---|---| | `VECTORSHIFT_CREATE_CHATBOT` | Create Chatbot | Tool to create a new chatbot. Chatbots are conversational AI interfaces built on pipelines. Use when you need to create a new chatbot with a specific pipeline configuration. | | `VECTORSHIFT_DELETE_CHATBOT` | Delete Chatbot | Tool to delete a chatbot by its ID. Permanently removes the chatbot from the account. Use when you need to remove a chatbot that is no longer needed. | | `VECTORSHIFT_GET_CHATBOT` | Get Chatbot | Tool to fetch an existing chatbot by its ID or name. Returns chatbot configuration and metadata. Use when you need to retrieve details about a specific chatbot. Either chatbot ID or name must be provided. | | `VECTORSHIFT_GET_KNOWLEDGE_BASE` | Get Knowledge Base | Tool to fetch an existing knowledge base by its ID or name. Returns knowledge base configuration and metadata. Use when you need to retrieve details about a specific knowledge base. | | `VECTORSHIFT_GET_PIPELINE` | Get Pipeline | Tool to fetch an existing pipeline by its ID or name. Returns pipeline configuration and metadata. Use when you need to retrieve a specific pipeline's details, configuration, or metadata. | | `VECTORSHIFT_LIST_CHATBOTS` | List Chatbots | Tool to list all available chatbots in the account. Use when you need to retrieve chatbot IDs or full chatbot details. | | `VECTORSHIFT_LIST_KNOWLEDGE_BASES` | List Knowledge Bases | Tool to list all available knowledge bases in your VectorShift account. Use when you need to retrieve knowledge base information by id or name. | | `VECTORSHIFT_LIST_PIPELINES` | List Pipelines | Tool to list all available pipelines in the VectorShift account. Use when you need to retrieve the catalog of pipelines. Supports filtering for shared pipelines and verbose output with full pipeline details. | | `VECTORSHIFT_LIST_TRANSFORMATIONS` | List Transformations | Tool to list all available transformations in the account. Use when you need to retrieve transformation IDs or complete transformation objects. | | `VECTORSHIFT_RUN_PIPELINE` | Run Pipeline | Tool to run a VectorShift pipeline with the given inputs. Use when you need to execute a pipeline and get its results or run_id for asynchronous execution. Returns the pipeline execution status, run_id, and outputs if execution completed synchronously. | | `VECTORSHIFT_RUN_PIPELINE_IN_BULK` | Run Pipeline in Bulk | Tool to run a VectorShift pipeline in bulk with multiple sets of inputs. Use when you need to batch process multiple pipeline executions in a single API call. Returns the overall status and an array of outputs with run_id for each execution. | | `VECTORSHIFT_TERMINATE_PIPELINE_EXECUTION` | Terminate Pipeline Execution | Tool to terminate a running pipeline execution. Use when you need to stop a pipeline run by its run_id. | ## Supported Triggers None listed. ## Creating MCP Server - Stand-alone vs Composio SDK The Vectorshift MCP server provides comprehensive access to Vectorshift operations through Composio. Once connected, you can perform all major Vectorshift actions directly from Codex using natural language commands. ## Complete Code None listed. ## Conclusion ### Conclusion You've successfully integrated Vectorshift with Codex using Composio's MCP server. Now you can interact with Vectorshift directly from your terminal, VS Code, or the Codex App using natural language commands. Key benefits of this setup: - Seamless integration across CLI, VS Code, and standalone app - Natural language commands for Vectorshift operations - Managed authentication through Composio - Access to 20,000+ tools across 1000+ apps for cross-app workflows - CodeAct workbench for complex tool chaining Next steps: - Try asking Codex to perform various Vectorshift operations - Explore cross-app workflows by connecting more toolkits - Build automation scripts that leverage Codex's AI capabilities ## How to build Vectorshift MCP Agent with another framework - [OpenAI Agents SDK](https://composio.dev/toolkits/vectorshift/framework/open-ai-agents-sdk) - [Claude Agent SDK](https://composio.dev/toolkits/vectorshift/framework/claude-agents-sdk) - [Claude Code](https://composio.dev/toolkits/vectorshift/framework/claude-code) - [Claude Cowork](https://composio.dev/toolkits/vectorshift/framework/claude-cowork) - [OpenClaw](https://composio.dev/toolkits/vectorshift/framework/openclaw) - [Hermes](https://composio.dev/toolkits/vectorshift/framework/hermes-agent) - [CLI](https://composio.dev/toolkits/vectorshift/framework/cli) - [Google ADK](https://composio.dev/toolkits/vectorshift/framework/google-adk) - [LangChain](https://composio.dev/toolkits/vectorshift/framework/langchain) - [Vercel AI SDK](https://composio.dev/toolkits/vectorshift/framework/ai-sdk) - [Mastra AI](https://composio.dev/toolkits/vectorshift/framework/mastra-ai) - [LlamaIndex](https://composio.dev/toolkits/vectorshift/framework/llama-index) - [CrewAI](https://composio.dev/toolkits/vectorshift/framework/crew-ai) ## Related Toolkits - [Google Sheets](https://composio.dev/toolkits/googlesheets) - Google Sheets is a cloud-based spreadsheet tool for real-time collaboration and data analysis. It lets teams work together from anywhere, updating information instantly. - [Composio](https://composio.dev/toolkits/composio) - Composio is an integration platform that connects AI agents with hundreds of business tools. It streamlines authentication and lets you trigger actions across services—no custom code needed. - [Notion](https://composio.dev/toolkits/notion) - Notion is a collaborative workspace for notes, docs, wikis, and tasks. It streamlines team knowledge, project tracking, and workflow customization in one place. - [Airtable](https://composio.dev/toolkits/airtable) - Airtable combines the flexibility of spreadsheets with the power of a database for easy project and data management. Teams use Airtable to organize, track, and collaborate with custom views and automations. - [Asana](https://composio.dev/toolkits/asana) - Asana is a collaborative work management platform for teams to organize and track projects. It streamlines teamwork, boosts productivity, and keeps everyone aligned on goals. - [Google Tasks](https://composio.dev/toolkits/googletasks) - Google Tasks is a to-do list and task management tool integrated into Gmail and Google Calendar. It helps you organize, track, and complete tasks across your Google ecosystem. - [Linear](https://composio.dev/toolkits/linear) - Linear is a modern issue tracking and project planning tool for fast-moving teams. It helps streamline workflows, organize projects, and boost productivity. - [Composio search](https://composio.dev/toolkits/composio_search) - Composio search is a unified web search toolkit spanning travel, e-commerce, news, financial markets, images, and more. It lets you and your apps tap into up-to-date web data from a single, easy-to-integrate service. - [Jira](https://composio.dev/toolkits/jira) - Jira is Atlassian’s platform for bug tracking, issue tracking, and agile project management. It helps teams organize work, prioritize tasks, and deliver projects efficiently. - [Clickup](https://composio.dev/toolkits/clickup) - ClickUp is an all-in-one productivity platform for managing tasks, docs, goals, and team collaboration. It streamlines project workflows so teams can work smarter and stay organized in one place. - [Monday](https://composio.dev/toolkits/monday) - Monday.com is a customizable work management platform for project planning and collaboration. It helps teams organize tasks, automate workflows, and track progress in real time. - [Perplexityai](https://composio.dev/toolkits/perplexityai) - Perplexityai delivers natural, conversational AI models for generating human-like text. Instantly get context-aware, high-quality responses for chat, search, or complex workflows. - [Browser tool](https://composio.dev/toolkits/browser_tool) - Browser tool is a virtual browser integration that lets AI agents interact with the web programmatically. It enables automated browsing, scraping, and action-taking from any AI workflow. - [Addressfinder](https://composio.dev/toolkits/addressfinder) - Addressfinder is a data quality platform for verifying addresses, emails, and phone numbers. It helps you ensure accurate customer and contact data every time. - [Agiled](https://composio.dev/toolkits/agiled) - Agiled is an all-in-one business management platform for CRM, projects, and finance. It helps you streamline workflows, consolidate client data, and manage business processes in one place. - [Ai ml api](https://composio.dev/toolkits/ai_ml_api) - Ai ml api is a suite of AI/ML models for natural language and image tasks. It provides fast, scalable access to advanced AI capabilities for your apps and workflows. - [Aivoov](https://composio.dev/toolkits/aivoov) - Aivoov is an AI-powered text-to-speech platform offering 1,000+ voices in over 150 languages. Instantly turn written content into natural, human-like audio for any application. - [All images ai](https://composio.dev/toolkits/all_images_ai) - All-Images.ai is an AI-powered image generation and management platform. It helps you create, search, and organize images effortlessly with advanced AI capabilities. - [Anthropic administrator](https://composio.dev/toolkits/anthropic_administrator) - Anthropic administrator is an API for managing Anthropic organizational resources like members, workspaces, and API keys. It helps you automate admin tasks and streamline resource management across your Anthropic organization. - [Api labz](https://composio.dev/toolkits/api_labz) - Api labz is a platform offering a suite of AI-driven APIs and workflow tools. It helps developers automate tasks and build smarter, more efficient applications. ## Frequently Asked Questions ### What are the differences in Tool Router MCP and Vectorshift MCP? With a standalone Vectorshift MCP server, the agents and LLMs can only access a fixed set of Vectorshift tools tied to that server. However, with the Composio Tool Router, agents can dynamically load tools from Vectorshift and many other apps based on the task at hand, all through a single MCP endpoint. ### Can I use Tool Router MCP with Codex? Yes, you can. Codex fully supports MCP integration. You get structured tool calling, message history handling, and model orchestration while Tool Router takes care of discovering and serving the right Vectorshift tools. ### Can I manage the permissions and scopes for Vectorshift while using Tool Router? Yes, absolutely. You can configure which Vectorshift scopes and actions are allowed when connecting your account to Composio. You can also bring your own OAuth credentials or API configuration so you keep full control over what the agent can do. ### How safe is my data with Composio Tool Router? All sensitive data such as tokens, keys, and configuration is fully encrypted at rest and in transit. Composio is SOC 2 Type 2 compliant and follows strict security practices so your Vectorshift data and credentials are handled as safely as possible. --- [See all toolkits](https://composio.dev/toolkits) · [Composio docs](https://docs.composio.dev/llms.txt)