MCP & Tools

Build production FastMCP Python servers with tool design and lifespan hooks

Author Genkit CLI commands and MCP server tools with consistent naming and structure

Use n8n-mcp tools to search nodes, validate workflows and manage credentials

Access 4,000+ live data and generative tools across 114 providers

Connect a task to MCP tools, workflows, files and visual outputs through validated interfaces

Split, continue, inspect and close Lightdash pull requests on non-dbt repositories

Write filter expressions for metric queries, including conditional custom filters

Read repository code with exploreRepo and report findings and errors clearly

Connect the current agent host to the ArcReel remote MCP server and verify it

List, configure, authenticate and call MCP servers and tools from the shell

Reach 2,000+ AI models and API tools through one MCP interface for search and scraping

Build high-quality MCP servers and tools in TypeScript or Python

Discover and call tools on MCP servers from within a session

Deploy Lovable projects, message its agent and test the result in a browser

Open and operate Agent-Native workspace apps with inline app surfaces

Use a web page's WebMCP tools for app actions before clicking through UI

Turn pasted images into structured OCR, layout and semantic JSON for text-only models

Search, install and publish Observal MCP servers, skills, hooks and prompts

Connect the Oracle database MCP server to a Python LLM agent as LangChain tools

Review how lean-ctx tools performed in a session and file confirmed upstream bugs

Produce structured topic analyses for the Atmosphere MCP analyze-topic tool

Summarize ongoing chat conversations for the Atmosphere MCP chat-summary tool

Search and add documents through the NeMo Retriever MCP server

Connect a coding assistant to NemoClaw docs for setup and troubleshooting

Expose safe web app actions as WebMCP tools and validate them with Stagehand

Generate and validate WebMCP init scripts for a site from its URL

Place outbound phone calls to users for alerts, reminders and briefings

Read multi-source recommendations and submit feedback through OpenBiliClaw's CLI

Search a codebase by meaning and trace its dependency graph with SocratiCode

Index a codebase and manage SocratiCode file watching and context artifacts

Connect an AgentCore agent to external APIs with gateways, OAuth and Cedar policies

Connect to MCP servers and host your own tools inside TanStack AI chat loops

Build MCP servers with interactive React widgets that render in Copilot Chat

Connect agents to GEO, STRING and UCSC Cell Browser through an MCP server

Add an interactive UI view to an existing MCP server tool

Turn an existing web app or SPA into a hybrid MCP App with shared UI

Scaffold an MCP App with UI resources, lifecycle and host integration

Port OpenAI Apps SDK apps and window.openai code over to MCP Apps

Audit connected MCP servers for token overhead, duplicates and security risks

Add, configure and troubleshoot MCP servers and connection issues

Read and manage Fast Note Sync notes, files and vaults over MCP with SSE

Turn any MCP server, OpenAPI spec or GraphQL endpoint into a command line tool

Convert an MCP server's tool list into a structured Markdown skill document

Generate eval tests for any MCP server with Jest or Vitest using mcpjam SDK

Debug MCP servers in a hosted browser playground and hand the live session over

Turn MCPJam Explore test cases into one SDK eval test per case

Interpret mcpjam probe, doctor and OAuth output and triage MCP server findings

Diagnose TinyFish setup, MCP registration, auth and connectivity problems

Draft and file TinyFish bug reports as GitHub issues after you approve a preview