MCP & Tools

Expose a web app's actions to AI agents as WebMCP tools and verify them in a browser

Query Microsoft 365 emails, meetings, Teams and docs through WorkIQ for live context

Group MCP agent goals into intent clusters and see tool use and error rates

Trace one MCP session tool calls to see what the agent tried and where it failed

Build a taxonomy of why users reach an MCP tool and publish it as a notebook

Measure MCP tool error rates, latency and reach to find failing or slow tools

Route broad questions about MCP tool usage to the right analysis tool

Install, configure and troubleshoot MCP servers and OAuth logins for a coding agent

Watch MCP tool telemetry for failing, slow or retry-heavy tools with fix suggestions

Audit MCP servers for tool poisoning, rug pulls, SSRF and missing auth before use

Connect a tool with no official connector through Zapier with safe credentials

Decide whether Zoom MCP fits a task and plan its tool-based workflow

Decide whether Zoom MCP fits your AI workflows and plan a safe setup

Detect and connect MCP sources for enterprise search and set their priority

Use bundled Zoom MCP connectors for meetings, recordings and transcripts

Use the Zoom Whiteboard MCP connector to list and read whiteboards

Fetch URLs, search the web and pull structured site data through Bright Data MCP

Fetch up-to-date library docs through the Context7 API for coding

Build MCP servers in Python with FastMCP tools, resources, auth and middleware

Manage MCP clients, permissions and OAuth connections for your knowledge brain

Expose your knowledge brain over MCP to other devices through Tailscale

Set up and run Composio apps, SDKs and MCP integrations for your agents

Map every agentmemory MCP tool with its parameters and when to use it

Build production MCP servers from OpenAPI contracts in Python or TypeScript

Scaffold and debug ChatGPT Apps with MCP tools, widget resources and CSP settings

Inspect and change a live SpacetimeDB database through MCP tools with SQL

Find and use skills, MCP connections and services in your OpenWork organization

Expose REST APIs as MCP tools through Google Cloud API Gateway over HTTP

Install and configure the official Google Ads MCP server for your AI assistant

Reach external apps from a session through Kortix connectors and the MCP server

Control a running Toonflow workspace, canvas and media generation through MCP

Build MCP servers that render interactive json-render UIs in chat clients and editors

Design agent tool schemas, descriptions and error messages that models route well

Build MCP tools with a BaseTool pattern, typed models and an API client

Guide agents through X MCP tool use, setup errors and read access

Build MCP servers and clients with tool handlers, resources and stdio or HTTP transports

Find and run MoviePilot system and plugin slash commands from natural language

Add or update MCP servers in a holaOS workspace registry

Search Hugging Face models, datasets, Spaces and papers through the MCP server

Build, debug and review TypeScript MCP servers and ChatGPT apps with mcp-use

Scaffold and verify MCP Apps with tools, resources and Views in mcp-use

Build and migrate TypeScript MCP servers with middleware, auth and prompts

Turn an OpenAPI or Swagger spec into a deployed MCP server with mcp-use

Drive a remote browser through PinchTab MCP for navigation and form filling

Build production-grade MCP servers with sound tool design, errors and transport tests

Diagnose and fix Chrome extension connection failures for browser automation tools

Build MCP servers that expose external APIs as tools an LLM can call

Build ChatGPT Apps with an MCP server, widget UI and Apps SDK metadata

Build and deploy remote MCP servers with tools and OAuth on Cloudflare Workers