Context7 MCP pulls up-to-date, version-specific documentation and code examples straight from the source — and places them directly into your prompt
Retrieves and queries up-to-date documentation and code examples from Context7 for any programming library or framework. You must call 'Resolve Context7 Library ID' tool first to obtain the exact Context7-compatible library ID required to use this tool, UNLESS the user explicitly provides a library ID in the format '/org/project' or '/org/project/version' in their query. Do not call this tool more than 3 times per question.
Resolves a package/product name to a Context7-compatible library ID and returns matching libraries. You MUST call this function before 'Query Documentation' tool to obtain a valid Context7-compatible library ID UNLESS the user explicitly provides a library ID in the format '/org/project' or '/org/project/version' in their query. Each result includes: - Library ID: Context7-compatible identifier (format: /org/project) - Name: Library or package name - Description: Short summary - Code Snippets: Number of available code examples - Source Reputation: Authority indicator (High, Medium, Low, or Unknown) - Benchmark Score: Quality indicator (100 is the highest score) - Versions: List of versions if available. Use one of those versions if the user provides a version in their query. The format of the version is /org/project/version. For best results, select libraries based on name match, source reputation, snippet coverage, benchmark score, and relevance to your use case. Selection Process: 1. Analyze the query to understand what library/package the user is looking for 2. Return the most relevant match based on: - Name similarity to the query (exact matches prioritized) - Description relevance to the query's intent - Documentation coverage (prioritize libraries with higher Code Snippet counts) - Source reputation (consider libraries with High or Medium reputation more authoritative) - Benchmark Score: Quality indicator (100 is the highest score) Response Format: - Return the selected library ID in a clearly marked section - Provide a brief explanation for why this library was chosen - If multiple good matches exist, acknowledge this but proceed with the most relevant one - If no good matches exist, clearly state this and suggest query refinements For ambiguous queries, request clarification before proceeding with a best-guess match. IMPORTANT: Do not call this tool more than 3 times per question. If you cannot find what you need after 3 calls, use the best result you have.
The Context7 MCP integration connects your Dench AI CRM directly to Context7 MCP, so agents can read and act on your Context7 MCP data as part of everyday work — answering questions in chat, keeping your CRM in sync, and running automations without anyone copying data between tools.
2 actions are available for agents to invoke on your behalf. Every call runs through Context7 MCP's own authorization, scoped to the account you connect.
Sign in to your Dench workspace and open Integrations.
Find Context7 MCP and click Connect — you'll authorize access through Context7 MCP's own sign-in flow. No API keys or code required.
Ask an agent to use Context7 MCP in chat, or call it from an automation.
Manage or disconnect the connection any time from workspace settings.
The Dench Context7 MCP integration connects your AI CRM to Context7 MCP, so AI agents can work with your Context7 MCP data as part of chats, automations, and CRM workflows. You connect your account once, and every agent in your workspace can use it — governed by your workspace permissions.
The Context7 MCP integration currently exposes 2 actions, including Query-docs, and Resolve-library-id. Agents invoke them on your behalf from chat or from automations.
No. You connect Context7 MCP from your Dench workspace using Context7 MCP's own sign-in and authorization flow — no API keys to copy, no glue code to maintain.
Connections are authorized through Context7 MCP's own authentication flow, and Dench stores only the authorization needed to act on your behalf. You can review and disconnect the Context7 MCP connection from your workspace settings at any time.