All Visual Agent Builder Tools Compared
A comprehensive test of visual agent builders and orchestration tools, comparing their capabilities and limitations in achieving a production-ready vector DB Chatbot
stars: modelcontextprocol/servers
The most important updates on how AI is changing, and changing the world with it.
A comprehensive test of visual agent builders and orchestration tools, comparing their capabilities and limitations in achieving a production-ready vector DB Chatbot
Hands-on experience with Google's Agent-to-Agent (A2A) Protocol - its promises and real-world implementation
How a Chatbot Client Uses Tools from MCP Servers
MCP (Model Context Protocol) makes it easy for chatbots like Claude and ChatGPT to interact with tools.
The fastest guide to MCP on the internet
The simplest overview of MCP on the internet
How to use MCP servers when running agents and chatbots from a server or backend.
One of Meta's newest AI models, Llama 4 Maverick, ranks below rivals on a popular chat benchmark. Meta didn't originally reveal the score.
techcrunch.com
Todos MCP - a todo list app for your chatbot
Debugging, Deploying, and Documenting an MCP Server - A practical guide to building Model Context Protocol servers, covering implementation challenges, debugging strategies, and real-world considerations.
What does OpenAI mean when they say they'll support MCP?
Two new multimodal models from Baidu
Web search for Claude
OpenAI launched speech to text & text to speech models
Learnings from Anthropic's extraordinarily successful Launch and Workshop
www.latent.space
Your Guide to the AI Development Ecosystem
landscape.ainativedev.io
We explore what MCP is, how it changes the way AI interacts with tools, what developers are already building, and the challenges that still need solving.
a16z.com
The Playwright team at Microsoft have released an MCP (Model Context Protocol) server wrapping Playwright, and it's pretty fascinating. They implemented it on top of the Chrome accessibility tree, so …
simonwillison.net
The fastest way to let your AI assistant interact with thousands of apps. No complex API integrations required.
zapier.com
openai.github.io
Enjoy the videos and music you love, upload original content, and share it all with friends, family, and the world on YouTube.
www.youtube.com
Model Context Protocol (MCP) is an open standard that connects AI models to tools and data sources efficiently. This guide breaks down MCP’s architecture, benefits, and how it differs from traditional APIs
norahsakal.com
� ☁️ Enable AI Agents to fix build failures from CircleCI.
Exposes Dify workflows to AI clients supporting the MCP protocol like Claude Desktop and Cursor. Enables AI assistants to discover and use workflows without modifications.
Provides a read-only API for Kubernetes clusters that enables retrieving cluster information and diagnosing issues. Exposes comprehensive functionality for AI assistants to interact with and analyze Kubernetes environments.
Enables static code analysis and management of Semgrep rules directly through the MCP protocol. Provides tools for scanning directories, listing rules, analyzing results, creating new rules, and filtering scan results.
Provides a standardized interface for accessing and managing CRM data through the HubSpot API. Covers the complete HubSpot CRM API with support for all standard CRM objects, associations, batch operations, and advanced search capabilities.
Enables AI assistants to interact with ClickUp workspaces through integration with the ClickUp platform.
Connects to SearXNG, a privacy-respecting metasearch engine. Enables AI assistants to perform web searches while maintaining user privacy.
Provides integration between Unity game engine and the Model Context Protocol. Enables AI assistants to interact with and control Unity projects.
Provides AI assistants with a secure and structured way to explore and analyze ClickHouse databases. Enables listing tables, reading data, and executing SQL queries through a controlled interface, ensuring responsible database access.
Provides easy access to monitor states and Kubernetes logs through a simple interface. Enables fetching and analysis of monitor states and extraction of error logs from Kubernetes clusters.
Connects to Microsoft SQL Server databases to provide database interaction capabilities. Offers tools for executing SQL queries and managing database connections.
Connects agents to Elasticsearch data using the Model Context Protocol. Allows interaction with Elasticsearch indices through natural language conversations, with features for cluster management and index operations.
Provides vector search capabilities using Qdrant vector database and OpenAI embeddings. Enables semantic search in collections, listing available collections, and viewing collection information.
Provides comprehensive Excel file management and data analysis capabilities. Includes operations for reading/writing multiple formats, generating statistics, creating pivot tables, and producing visualizations from Excel data.
Interfaces with the YouTube Translate API to obtain transcripts, translations, and summaries of YouTube videos. Provides features for generating subtitles in SRT or VTT format and searching for specific content within videos.
Dynamically creates, runs, and manages other MCP servers as child processes. Supports TypeScript execution with features for server updates, restarts, and removal.
Provides interactive benchmarking for vLLM through the Model Context Protocol. Allows users to specify endpoints, models, iteration counts, and prompt numbers for performance testing.
Provides language support for code editing with features like hover information, code completion, and diagnostics. Designed to enhance coding experiences through language-specific tools for code analysis and manipulation.
Provides file system operations through the Model Context Protocol. Enables AI assistants to interact with files and directories on the host system.
Provides real-time Dutch railway (NS) information including departures, arrivals, journey planning, and ticket pricing. Enables Claude to answer questions about train schedules, delays, station facilities, and travel costs throughout the Netherlands.
Provides a comprehensive set of tools for interacting with the HubSpot CRM API. Enables AI assistants to create/manage contacts and companies, retrieve company activity history, and access engagement data.
Integrates with the Ghost Admin API to enable programmatic access to Ghost CMS features. Manages posts, pages, tags, authors, members, and supports image uploads.
Manages notes with persistent storage using JSON. Provides create, read, update, and delete functionality along with timestamp tracking and note summarization capabilities.
Wraps the `@google/genai` SDK to expose Google's Gemini model capabilities as standard MCP tools. Provides core generation, function calling, and stateful chat features for LLMs or MCP-compatible systems to leverage Gemini as a backend.
Enables using Google's Gemini AI models through Claude or other MCP clients. Supports full MCP protocol via SSE transport with Gemini 1.5 Pro model integration and sequential thinking capabilities.
Integrates with Notion's API allowing operations like block management, page manipulation, user info retrieval, database operations, and comment handling. Functions as an MCP server specifically for Cursor.
Provides comprehensive access to Ghost CMS through LLM interfaces like Claude. Leverages JWT authentication and offers tools for managing posts, users, members, tiers, offers, and newsletters with advanced search functionality.
Provides PostgreSQL database management capabilities. Assists with analyzing existing PostgreSQL setups, providing implementation guidance, debugging database issues, managing schemas, migrating data, and monitoring database performance.
Provides high-performance cryptocurrency exchange integration supporting 20+ exchanges. Handles spot, futures, swap markets with optimized caching and rate limiting.
Automates website deployment to 1Panel servers. Creates websites, uploads static files, and follows the MCP standard protocol.