Integrates with Chroma vector database to enable collection management, document operations, and vector search capabilities for knowledge bases and context-aware conversations.

Integrates with Ollama for local large language model inference, enabling text generation and model management without relying on cloud APIs.

Integrates with Video Jungle API to enable AI-powered video editing and content searching through natural language queries and automated clip generation.

Exports Alibaba Cloud DataWorks Open API tools for dynamic project management and data workflow interactions using TypeScript and Zod for robust schema validation.

Connects AI systems to Alibaba Cloud's Hologres databases for SQL execution, metadata retrieval, and statistics collection, enabling seamless data analysis workflows.

Integrates Google Drive and Sheets functionality for file operations and spreadsheet data manipulation.

Integrates with Google Cloud Platform services, providing tools for interacting with Compute Engine, Cloud Storage, Cloud Functions, Cloud Run, BigQuery, and more using official client libraries and robust error handling.

Integrates with Astra DB, enabling cloud-native database operations for scalable data storage and retrieval in AI applications.

A universal RPC layer for AI agents. Connect to any function, any language, any framework, in minutes.

Bridges to Firefly.ai's cloud infrastructure platform, enabling inventory queries across providers and Terraform code generation for discovered resources.

Enables LLMs to interact with web pages through cloud-based browser automation for navigation, screenshot capture, element interaction, and JavaScript execution without local browser installation.

EyevinnOSC's MCP server enables AI assistants to provision and manage vendor-independent cloud infrastructure for databases, storage, and media processing through an open source API.

Integrates with Cloudflare's API to enable management of DNS, CDN, and security configurations for web infrastructure automation.

Integrates with Google Calendar API to enable creating, updating, and retrieving calendar events for seamless scheduling and event management.

Connects to Alibaba Cloud's Adb MySQL databases for executing SQL queries, analyzing query plans, and retrieving database metadata with minimal configuration requirements

Provides a bridge to the Linode cloud infrastructure API, enabling developers to query and manage cloud resources through conversational interactions with external tools.

Enables developers to manage and interact with Google Cloud Platform resources like Compute Engine, Cloud Run, BigQuery, and Cloud Storage through a unified, tool-driven approach.

Integrates with AWS SDK to execute SQL queries against Athena databases, enabling large-scale data analysis and business intelligence for AWS data lakes.

Provides read-only access to AWS DynamoDB databases, enabling natural language interactions for listing tables, scanning data, querying with conditions, and retrieving table schemas without requiring direct database credentials.

Integrates with PatSnap's patent analytics API to provide structured access to patent trends, competitive intelligence, and innovation research through specialized tools for technology scouting and landscape analysis.

Enables querqying and analyzing web content using LSD SQL, a DSL for extracting structured data from websites in real-time.

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

Integrates with Splunk Enterprise/Cloud to enable natural language-driven searches, index management, user handling, and KV store operations through a Python-based interface supporting both command-line and web server integration.

Integrates with Linear's issue tracking system to enable creating, updating, and searching issues, managing teams, and organizing workflow states directly from conversations.

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

Integrates with Kong API Gateway to enable management and analysis of API configurations, traffic patterns, and control plane settings through Kong's cloud APIs for DevOps teams maintaining API infrastructure.

Converts text to speech using the Kokoro TTS engine with configurable voices, speeds, and languages, supporting both local storage and S3 cloud integration with automatic file cleanup.

Integrates with Google BigQuery and BigQuery Storage to enable efficient execution of SQL queries, schema retrieval, and large-scale data analytics on cloud datasets.

Enables breaking down complex tasks into manageable steps with queue-based planning and execution, maintaining context across conversations through structured task tracking and visual progress monitoring.

Enables sending markdown-formatted notifications to Microsoft Teams channels using Azure AD authentication, specifically designed for development environment status updates and team communication.

Integrates Microsoft Security Copilot with Microsoft Sentinel for running KQL queries, managing skillsets, and executing prompts using Azure Identity Authentication

Enables direct management of Azure resources through the Azure CLI, allowing users to list resources, fix configuration issues, and create new services using their local credentials.

Integrates with Cloudflare's AI image generation capabilities, leveraging Workers for serverless deployment to enable on-demand image creation for content generation and visual design tasks.

Run SQL queries and other interactions against Snowflake databases

Integrates with Jira's REST API to enable natural language management of projects, issues, and workflows through tools for searching, creating, and transitioning tickets across both Cloud and Server/Data Center installations.

Bridges Claude with local LLMs running in LM Studio, enabling direct access to local model capabilities for text generation and chat completions while reducing cloud dependency.

Enables direct interaction with AWS services through the AWS SDK v2, allowing users to query environments, manage resources, and analyze cloud infrastructure using credential management and sandboxed JavaScript execution.

Enables text-to-image generation through the Flux API on Cloudflare Workers with customizable parameters for dimensions, aspect ratio, and inference steps.

Enables querying and retrieving detailed information about Azure resources across subscriptions through Azure Resource Graph API for cloud infrastructure analysis and troubleshooting

Integrates local Zotero libraries, enabling natural language interactions for exploring and analyzing personal research collections.

Provides persistent text memory storage with tagging capabilities for storing, retrieving, searching, and managing information across conversations using a local JSON file.

Integrates with AWS Cognito to provide user authentication flows including sign-up, sign-in, password management, account verification, and multi-factor authentication for secure identity management.

Cloudflare Workers-based MCP implementation enables AI assistants to execute custom serverless logic at the edge.

Integrates with Azure AI Search to enable keyword, vector, and hybrid search capabilities for retrieving information from search indexes in readable markdown format.

Enables AI assistants to manage infrastructure as code through Pulumi Cloud API, providing capabilities to create and list stacks across organizations and projects

Integrates with Hetzner Cloud API to enable management of cloud infrastructure resources including servers, volumes, firewalls, and SSH keys for automated provisioning and infrastructure-as-code scenarios.

Integration with Snowflake databases, enabling execution of SQL queries and analysis of enterprise data.

Enables LLMs to interact with AWS Lambda functions, providing access to private resources, AWS services, and Lambda's capabilities for data processing and external API integration.