replaying it locally.
## Future Work
Retrace includes early agent-facing commands and an MCPserver for inspecting
recordings. Useful entry points include:
- `retrace agent-context --recording `
- `retrace diagnose --recording `
- `retrace
Google Search Console (GSC) MCPServer
> Model Context Protocol (MCP) server for Google Search Console organic search analytics, keyword positions, URL inspection, and sitemaps.
## Installation
- UVX: `uvx google-search-console
modelcontextprotocol.io/docs/2026-07-28/develop/build-client
Get started building your own client that can integrate with all MCPservers.
In this tutorial, you'll learn how to build an LLM-powered chatbot client that
Agentify transforms OpenAPI specifications into agent interface formats with a single command. Currently generates MCPServers with security scanning; additional formats are planned.
## Quick Start
```bash
npx agentify-cli transform
Python CLI plus Textual TUI. It bundles curated agents, skills, rules, hooks, and MCPserver definitions for Claude Code, and enforces quality gates — independent code review, test-coverage audits, lint
Interface (UCAI) 🔗 ABI to MCP | The open standard for connecting AI agents to blockchain. MCPserver generator for smart contracts. Claude + Uniswap, Aave, ERC20, NFTs, DeFi. Python CLI, Web3 integration
Contract Tools
> Turn any smart contract into Claude tools. The easiest way to build MCPservers from Ethereum ABIs.
## What is UCAI?
UCAI (Universal Chain AI) connects AI assistants like
interactive elements,
stable references, actions, and content. It runs as a CLI, daemon, native MCPserver, AWP server, and CDP compatibility server.
## Release status
- Latest published Rust engine: v0.5.1.
- Next
with rollback, packages as web / iOS / Android /
> desktop, and exposes to AI agents over MCP. No cgo — it cross-compiles
> everywhere.
Dual-consumer by design: every artifact is readable, installable
Grok Bot skills, plugins, and MCPservers
> Curated directory of skills, plugins, MCPservers and self-hosted alternatives for Grok Bot, the always-on AI teammate from xAI/SpaceXAI and Cursor
Couchbase MCPServer
> Couchbase MCPServer is a self-hosted Model Context Protocol (MCP) server that lets AI agents and LLM-powered assistants (Claude, Cursor, Windsurf, VS Code Copilot, JetBrains
WindSlotRecipe` variant composition, server-driven UI via `WDynamic`, and three AI integration layers (hosted MCPserver, Claude Code skill, and a skill distributed to 8+ AI clients via fluttersdk/ai). Open
flow (default) — no auth server, no port forwarding, no SSH tunnels. State persists across MCPserver restarts. Works from Untether, mosh, SSH, and headless environments.
- **Email forensics**: Built-in header
checks
Decision checkpoints
Situation
Action or status
Evidence or boundaryLocal coding client
Local stdio MCPserver
Node.js; Xcode for simulator workBrowser conversation
Supported remote connection or portable guidance
Account policy
examples/text-stats-engine/README.md](examples/text-stats-engine/README.md): a bundle that ships its own tools as an in-bundle stdio MCPserver, a shape a hosted harness cannot do.
## Optional
- [SECURITY.md](SECURITY.md): the security posture
MCP-Server Agentic Application - LLM Development Guide
## Project Objective
Build a sophisticated multi-agent system for Total Addressable Market (TAM) analysis using a pure Model Context Protocol (MCP) ecosystem
roots for suspicious script patterns, stores ban state in SQLite, and exposes an MCP tool server for agent-native security operations.
Mini-HIDS is optimized for local or single-host