Failure-memory layer for coding agents: search evidence-rated failure lessons by error text.
56,609 MCP servers
12 tools that let AI agents check trust scores and reviews before recommending any software tool.
Governed OLVM / oVirt 4.5 ops — 17 MCP tools: inventory, health, capacity, diagnosis; audited.
Unofficial read-only Otaghak: search Iranian villas, availability, exact stay prices, reviews.
Monitor GitHub repo health, DORA metrics and CI signals from your AI assistant.
Model Context Protocol server for Respond.io API integration with STDIO and HTTP/SSE support
Rymi MCP server — manage AI voice agents via Model Context Protocol
Manage AWS, Hetzner, OVH and SSH servers: status, logs, CloudWatch, IP bans, safe command exec.
Safe-write Shopify operations: plan-before-execute writes with out-of-band approval and audit.
Format SQL queries into readable layouts locally. No network and no key.
Storacha MCP Storage Server - Decentralized storage for AI systems
MCP server for converting bitmap images to SVG vector graphics using potrace tracing.
Governed Veeam Backup & Replication ops — 27 MCP tools with audit, budget, undo guards.
Search famous quotes from Wikiquote. No key required.
Use this MCP server to searching and reading public-domain texts on Wikisource. Tools include...
Trust & reliability data for x402 endpoints before your agent pays them.
Production-ready Zammad MCP Server for Zammad 6.0+ and 7.x (tested on 7.1). Connect Claude, Cursor, and LLMs to your helpdesk via MCP.
Unofficial read-only 30book: search Iranian printed books, compare editions and prices.
Explore and download AI agent blueprints as Agent Skills directories for coding agents
Run Codex and Claude Code on your computer from an MCP client, and track or continue their runs.
MCP server for Agnes Image 2.1 Flash (text-to-image generation) via OpenAI-compatible API