Official MCP server enabling real-time web search and research with Perplexity's Sonar models and the Search API, via flexible clients.

Unified interface enabling Firecrawl-powered scraping, discovery, and data extraction with robust retry and rate-limit handling.

Unified AI-enabled OpenSearch tooling with standardized interfaces and extensible integration for vector search and agent interaction.

Semantic code search integration for Claude Code; scalable cross-repo context via vector search, incremental indexing, and an open-source MCP server.

Unified interface for AI agents to access AnalyticDB for MySQL metadata and execute SQL across clusters.

Feature-rich Google Workspace MCP with multi-user OAuth 2.1, full control over Google apps and Claude Desktop integration for seamless AI-enabled workflows.

TypeScript toolkit exposing per-index search tools connected to LlamaCloud managed indexes.

Integrates AlipayPlus payments into AI workflows with flexible payments, refunds, and customs handling via standardized tools.

Open-source bridge turning Keboola data features into AI-ready tools with natural-language SQL, workflows, and data apps—no glue code.

Embeddable semantic engine enabling context-aware data access and governance for AI agents across diverse data sources.

Open-source platform with 600+ tool integrations, unified auth, dynamic tool discovery, and vibeOps automation for AI agents.

Python-based MCP server bridging AI clients with Google Sheets for seamless automation and data manipulation.

AI-powered full-stack development with one-click deployment to Tencent CloudBase for web apps, mini-programs, and backend services, featuring built-in AI rules and spec workflow.

Specialized toolchain enabling LLM-driven management of Heroku resources with CLI-authenticated access and secure API interactions.

Enables AI agents to deploy apps to Cloud Run using local or remote modes, with IDE and Gemini integration.

Kubernetes tooling that enables AI assistants to interact with clusters via natural language queries and memory-aware commands.

Firebase MCP enables AI-driven data operations directly on Firestore, Storage, and Auth with HTTP transport and emulator-friendly testing for seamless integration.

Terraform-centric integration with dual transports enabling registry API automation, workspace lifecycle, and private registry access for enterprise Terraform workflows.

AI-powered analytics and optimization for Meta ads with remote access, cross-platform support, and dynamic testing.

AWS MCP enables LLM-driven AWS data operations with automatic audit trails and Claude Desktop access.

Intelligent memory triggers with semantic search and zero-config OAuth enabling team collaboration across 13+ apps.

One-stop SDK enabling AI-native apps with 40+ Baidu components, RAG workflows, and scalable deployments.

IDE-integrated deployment workflow enabling one-prompt cloud deployments from popular editors.

Native Go component for Kubernetes enabling LLM-powered apps to list, get, apply resources and run pod commands via direct API integration with universal CRD support.