Doris-oriented backend service with token-bound DB config, real-time validation, hot reload, multi-worker scaling, and secure token management.

Bridge AI models with the web, delivering dynamic rendering, AI-ready structured data, and geo-enabled access.

LINE-connected AI agent facilitator enabling targeted push and broadcast messages, flexible flex templates, rich menu management, and follower/profile access for dynamic conversations.

IBM wxflows builds, tests, and deploys data-source tools for AI agents, with Python/JS SDKs and cross-framework compatibility.

Feature-rich integration enabling real-time data, multi-asset trading (stocks, options, crypto), and AI-assisted prompts via Alpaca's Trading API.

GraphRAG memory server with customizable ingestion, data processing and search

Give your coding agent direct access to Figma file data, helping it one-shot design implementation.

Local AI-powered browser automation using your existing profile with private sessions and stealthy interaction.

Production-ready backend enabling semantic search and retrieval from your documents via Needle, seamlessly integrating with Claude Desktop.

Notion integration using OAuth, data-source tooling, and Markdown editing designed for AI agents and efficient token use.

TARS-desktop/tree/main/packages/agent-infra/mcp-servers/browser)** (by UI-TARS) - A fast, lightweight MCP server that empowers LLMs with browser automation via Puppeteer’s structured accessibility data, featuring optional vision mode for complex visual understanding and flexible, cross-platform configuration.

Python SDK to build MCP servers and clients with transports like stdio, SSE, and streamable HTTP; supports resources, tools, prompts, structured output, and authentication.

MCP to let Claude / Windsurf / Cursor / your LLM control the browser

Prompt-driven connection between Claude AI and Blender delivering direct scene manipulation and asset retrieval with materials and lighting control.

Open-source MCP server connecting AI agents to diverse databases with prebuilt tools, semantic queries, and a secure, extensible tooling framework.

JSON document store powered by Fireproof with live sync and field-based querying for AI data flows.

AI-powered campground discovery with live availability and optional API key for higher rate limits.

Connect a bitcoin lightning wallet to your LLM using NWC for instant, global payments via your agent.

Query and analyze Axiom logs, datasets, and monitors using six tools with token-based authentication.

Visual, browser-based testing tool that bridges UI with MCP endpoints across multiple transports, enabling interactive debugging, configuration export, and secure access.

Connect with 2,500 APIs with 8,000+ prebuilt tools.

Universal RPC layer enabling cross-language function access across private networks with hosted tooling, private networks, observability, and automatic failover for robust, scalable integrations.

Integrates Firecrawl for web search, scraping, interactive browsing, and autonomous research with cloud or self-hosted options.

Unified web search, scraping, and autonomous research with cloud and self-hosted options via Firecrawl.