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Exposes 48 SAP Ariba APIs as Claude-compatible tools for managing procurement, sourcing, supplier management, and supply chain data. It enables AI agents to interact with contracts, catalogs, and business network transactions through natural language.

Data freshness verification for AI agents. Probes endpoints for HTTP cache staleness, latency percentiles, content fingerprinting, TLS certificate health, DNS timing, and redirect chains. Returns deterministic FRESH/STALE/UNKNOWN JSON verdicts with policy evaluation and NIST AI RMF mapping.

17 decision intelligence algorithms as MCP tools for AI agents. Bandits (UCB1, Thompson), LP/MIP solver (HiGHS), Monte Carlo simulation, Bayesian inference, graph analytics (PageRank, Louvain), genetic algorithms, CMA-ES, anomaly detection, time series forecasting, and more. All under 25ms, deterministic, zero LLM cost.

Zenii is a local AI backend with persistent memory, 18 tools, and 114 API routes. MCP server exposes all tools via stdio transport. * Transport: stdio * Command: zenii-mcp-server --transport stdio * Language: Rust * License: MIT

Reliability intelligence for remote MCP servers. Agent-native discovery for 1,700+ servers with uptime monitoring and latency benchmarks.

Scan APIs for security vulnerabilities and get OWASP risk scores. Detects auth bypass, BOLA/IDOR, data exposure, prompt injection, and 12+ security categories.

An MCP server that enables AI agents to interact with QuickBooks Online accounts to manage invoices, customers, payments, and financial reports. It provides 20 tools to automate accounting workflows and retrieve financial data through natural language interfaces.

The Arcanna MCP server allows user to interact with Arcanna's AI use cases through the Model Context Protocol (MCP).

FastMCP server template with mcp-refcache and Langfuse tracing

Foundation library for the geepers ecosystem: LLM providers, config management, data fetching, and utilities

MCP server for Amazon SP-API — connect Claude to Seller Central for sales, inventory, orders, fees, and analytics. LWA-only auth, no AWS credentials required.

AI-first, zero-dependency JavaScript database. Vector search, agent memory, MCP server, and encryption built in. Node.js, Bun, Deno, browsers, and edge runtimes.

Production-shaped MCP server for Blender with goal-first routing, curated tools, deterministic verification, and vision-assisted 3D modeling workflows.

Python library and MCP server for controlling Novation Circuit Tracks via MIDI

An advanced, agentic AI Discord assistant for server moderation, administration, and community management. Powered by multi-LLM support and an extensible skill architecture.

MCP server that gives AI assistants 37 tools to manage Portainer: deploy stacks, manage containers, volumes, networks, exec commands, pull images, inspect endpoints, monitor resources

MCP Armor — capability enforcement for MCP tools

Open Source Model Context Protocol server for PowerPoint automation on Windows via pywin32

An AWS Labs Model Context Protocol (MCP) server for cloudwatch

An Amazon Neptune MCP server that allows for fetching status, schema, and querying using openCypher, Gremlin, and SPARQL for Neptune Database and openCypher for Neptune Analytics.