Exposes Clever Cloud's documentation for querying and accessing content, enabling automated lookup and integration with development workflows.

Integrates with software documentation sources to process, index, and retrieve technical content for enhanced code assistance and API exploration.

Bridges Large Language Models with JetBrains IDEs to enable intelligent code completion, automated refactoring, and context-aware documentation generation.

Provides a RAG-powered query interface to LlamaIndex documentation, delivering detailed responses with code examples using LlamaCloud's managed index service

Generates visual code flow diagrams from source code to help understand program structure, execution paths, and architectural relationships without manual diagramming.

Integrates with Azure DevOps to enable work item management, wiki interactions, and sprint tracking for software development teams.

Rust-based server that provides a fetch tool for retrieving content from URLs, enabling access to web documentation, online resources, and specific website information during conversations.

Converts diverse file formats to Markdown using MarkItDown utility, enabling unified text-based workflows for content migration, documentation, and analysis.

Lightweight Confluence content expansion server that generates enhanced page content through a JSON-RPC interface, simplifying documentation workflows with minimal configuration.

Integrates with Atlassian Confluence to enable direct querying and retrieval of wiki content using CQL (Confluence Query Language) for seamless documentation access within conversations.

Enables AI to query and analyze local documents and Git repositories through a RAG system built with TypeScript, LlamaIndex, and Gemini embeddings.

Provides a bridge to esa's API for document management, enabling search, creation, updates, and deletion of posts and comments with member management and categorization capabilities

Provides a FastMCP-powered interface for generating text, processing file content, and extracting article data from URLs with asynchronous operations and robust error handling for content generation workflows.

Enables semantic documentation search and retrieval using vector databases, allowing for URL extraction, source management, and indexing queues with support for multiple embedding providers including Ollama and OpenAI.

Provides direct access to Jotai documentation resources, including the main README and curated tips, for developers working with this state management library

Analyzes and interacts with Swagger/OpenAPI specifications to enable dynamic API exploration, endpoint filtering, and schema validation for developers working with unfamiliar APIs.

Scans Next.js project directories to extract API route information, validation schemas, and type definitions for automated documentation and testing workflows

Provides access to monkey data through a .NET 9.0 API with caching and dependency injection, featuring tools for retrieving complete lists or finding specific monkeys by name.

Analyzes source code across multiple programming languages to extract structural information like classes, functions, and variables, with flexible filtering options for code exploration and documentation generation.

Enables Claude to search and retrieve relevant documentation through Inkeep's RAG API, returning structured citation data for technical support and knowledge-based interactions.

GitMCP is a free, open-source, remote Model Context Protocol (MCP) server that transforms any GitHub project (repositories or GitHub pages) into a documentation hub. It allows AI tools like Cursor to access up-to-date documentation and code, ending hallucinations seamlessly.

Integrates with esa.io knowledge management platform to enable searching, reading, creating, updating, and deleting posts and comments with support for advanced query parameters and content management features.

Converts LaTeX mathematical expressions to MathML using MathJax-node, enabling seamless mathematical notation translation for scientific and technical documentation.

Transforms OpenAPI specifications into YAML-formatted tools for exploring API paths, operations, parameters, schemas, and security definitions, enabling seamless API documentation navigation and understanding.

Exposes data from the ThemeParks.wiki API as tools.

Integrates with Nautobot network infrastructure management platform, enabling querying and interaction with network data through tools for retrieving information about devices, interfaces, circuits, IP addresses, and locations.

Efficiently loads and processes Rust crate documentation using LlamaIndex's HTML reader, with intelligent file selection logic to handle duplicate files and optional comprehensive parsing modes.

Connects Claude Desktop to a Langflow-powered document question-answering system through a query_docs tool that processes document-based questions using a Mistral model.

Provides instant access to git-spice documentation within your IDE, enabling real-time searching and automatic assistance for developers working with git-spice commands and usage examples.

Enables semantic search across multiple document collections using Qdrant vector database integration, allowing natural language queries with configurable result counts and collection tracking.

Integrates with Google Drive to enable file listing, reading, and searching across various document formats, with OAuth authentication for secure access to user content.

Converts PDF documents to Markdown format while preserving document structure, enabling content migration and making PDF content more accessible and editable.

Integrates with Perplexity AI to enable context-aware conversations, research, and code analysis through natural language processing capabilities.

Bridges to Notion's knowledge management system, enabling creation and manipulation of pages, databases, and content.

Provides a documentation search tool that retrieves the latest Python library documentation from LangChain, LlamaIndex, and OpenAI through targeted Google searches and content extraction.

Integrates with RepoMix to enable codebase retrieval and analysis for tasks like code review, dependency tracking, and automated documentation generation.

Integrates code analysis using a Neo4j graph database to enable structural insights, quality metrics, and natural language querying of codebases.

Integrates with Perplexity Sonar Pro API to provide real-time research assistance for developers, enabling efficient documentation retrieval, API discovery, and code analysis

Enables AI to access text content from websites protected by bot detection mechanisms through three protection levels (basic, stealth, max-stealth), retrieving complete pages or specific content patterns without manual copying.

Free, private, UI-based software documentation context management server. Designed with software developers in mind.

Provides documentation assistance capabilities for developers looking to incorporate up-to-date docs in their workflows.

Integrates with Atlassian Confluence to enable direct retrieval, searching, creation, and updating of wiki pages without switching contexts.

PHP-based tool for generating structured documentation from files, repositories, diffs, and URLs through a modular architecture with powerful configuration options for AI-assisted development workflows

Bridges GitLab merge requests with Confluence documentation, enabling automatic retrieval, analysis, and structured documentation of code changes without leaving your conversation interface.

Provides specialized tools for Grey Hack game players to search GitHub for code examples, validate scripts against official API documentation, generate common script templates, and transpile between GreyScript and JavaScript.

Integrates with multiple package registries and documentation sources to provide up-to-date library information for code assistance, dependency analysis, and learning about new libraries.

Bridges Anthropic's Model Control Protocol with Basilisp's nREPL server, enabling direct execution of Basilisp code, documentation retrieval, namespace exploration, and Python interoperability.

Flag features directly from chat in your code editor, including VS Code, Cursor, Windsurf, Claude Code - any IDE with MCP support.