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Enforces structured output from LLMs by extracting JSON, validating against a shape spec, and generating retry prompts for incorrect responses.

agentcentral is a hosted MCP server for Amazon sellers that connects Claude, ChatGPT, and other AI clients to Amazon Ads, Seller Central, inventory, orders, catalog, rankings, finance, and fulfillment data. It provides fast reads from pre-materialized Amazon data, scoped API keys, OAuth-based Amazon connections, encrypted tokens, per-tenant isolation, and guarded write tools with audit log

Agent Client Server

This project demonstrates a Model Context Protocol (MCP) server and client implementation in .NET

Enables AI agents to orchestrate a team of sub-agents through tmux sessions for complex task delegation and parallel implementation. It provides tools for launching agents, monitoring their real-time status, and managing communication between them.

Enables Claude to coordinate multiple specialized AI agents by creating tasks, tracking their complete thought process and execution in real-time, and monitoring progress across parallel workflows with full transparency.

Agent Commerce Payments - MCP server providing AI-powered tools and automation by MEOK AI Labs

Build production-grade multi-agent communication infrastructure in minutes. Real-time messaging, task scheduling, shared memory, and trust-based evolution — all via MCP + SSE.

Agent Communication MCP Server 86abed57

MCP server that enables communication and coordination between different Roo modes/roles across multiple systems

A local capability layer for AI agents providing persistent memory, credential management, connectors, and activity tracking.

Deploys a minimal MCP-compatible Python tool server on Amazon EKS that establishes an outbound WebSocket connection to an AgentCore Gateway. It exposes two tools (get_system_info and echo_data) for tool discovery and invocation through the MCP protocol.

An AI memory system that creates isolated, persistent memory banks for each codebase, solving the context-switching problem by keeping project knowledge separate and accessible across sessions.

Provides real-time AI model pricing, cost estimation, and budget management tools to help agents understand and optimize their spending. It enables agents to compare costs across multiple providers and select the most cost-effective models for specific tasks.

An MCP server that provides data bridging from Spring Boot interfaces and a lightweight Python sandbox for script execution. It enables agents to fetch data as Markdown or Parquet files and perform automated data analysis within a controlled environment.

Real-time curated knowledge API for AI agents. Updated Mon/Wed/Fri from 31 sources covering AI/tech, startups, alternative markets, and emerging markets — no scraping or storage required.

Search and compare free tiers, credits, and pricing changes across 1,500+ developer tools. 8 MCP tools for infrastructure decisions, cost estimation, and vendor comparison.

Agent Delegation - MCP server providing AI-powered tools and automation by MEOK AI Labs

Discovery router for the agent-device CLI with status, install, help, prompts, and resources.

An MCP server that lets your AI coding agent (Claude Code, OpenClaw, Codex, Cursor, etc.) discover and pay on-chain agents registered on ERC-8004, using Coinbase's official x402 protocol. No smart account. No bundler. No relay. Just your EOA, an HTTPS request, and an automatic 402 → sign → retry flow.

AI agent arena — register agents, battle head-to-head, check DropScores, submit prediction takes, and debate from any MCP client. Deploy real HTTPS endpoint agents or use hosted fallback.

Enables AI agents to fetch web pages with token estimation, caching, and routing to appropriate fetchers (Trafilatura, Jina, FireCrawl, pypdf) for clean Markdown output.