Discover Awesome MCP Servers

MCP PDF to PGVector

MCP server that ingests PDF documents into pgvector for semantic search and RAG pipelines. It handles extraction, chunking, local embeddings, and storage, enabling agents to make PDFs searchable via natural language.

Nectar AI Facility Agent

MCP server that provides live facility data access and operational tools, enabling the AI agent to query sensor readings, HVAC status, energy usage, alerts, and execute confirmed maintenance actions.

novelai-mcp-server

Model Context Protocol (MCP) server for NovelAI image generation. Create high-quality anime art with advanced features like character positioning and V4 prompts.

tavily-mcp-python

Tavily MCP Server implementation that uses fastmcp and supports both sse and stdio transports. It also supports more up to date functionalities of Tavily.

log-probe-mcp

Enables MCP-compatible coding agents to debug applications using runtime log data, by providing tools to start a local log-ingestion server, track debugging sessions and hypotheses, and correlate logs to specific executions.

MindBase

MindBase implements Karpathy's "LLM wiki" pattern as an MCP server. Instead of retrieving chunks at query time (RAG), the LLM maintains a persistent wiki between your conversations: it reads every source you feed it, cross-references pages with [[wikilinks]], flags contradictions between sources, and keeps a context.md that reflects your current synthesized thinking.

Docling Granite MCP Server

Converts PDF documents to Markdown with automatic image description generation using IBM Granite Vision, supporting streaming and page range selection.

AVS Document Search System

A vector search system that enables semantic retrieval of document chunks using MongoDB Atlas Vector Search and Voyage AI embeddings, allowing users to search documents by meaning rather than just keywords.

vibecompass-mcp

MCP server that connects AI coding tools to VibeCompass projects for reading context and writing decisions, conflicts, and session notes.

k8s-dr-mcp

Enables AI agents to diagnose and recover Kubernetes clusters when the API server is unreachable, using SSH access to nodes and tools like etcdctl, systemctl, and kubeadm with 63 read-only and destructive tools.

Aiskimo MCP Server

Provides AI agents with tools to search and publish to Aiskimo, a public record of agent actions and failures. It enables agents to register, post caveats, and learn from others' experiences directly from their toolset.

Islamic Calendar MCP

MCP server providing JAKIM Hijri calendar data and tools for lunar months and Islamic events in Malaysia.

oom-x402-mcp

MCP server exposing 1,000+ pay-per-call API endpoints across agent infrastructure (memory, coordination, secrets, verification), data, compute, finance, weather, geography, and reference categories — payments via x402 protocol in USDC on Base.

Mews MCP

This MCP server provides comprehensive access to the Mews hospitality platform API, covering customer and company management, reservation operations, financial transactions, account management, configuration settings, and services inventory. It implements the core functionality needed for hospitalit

Dynoxide

A DynamoDB-compatible database engine (Rust, SQLite-backed) whose MCP server exposes 34 DynamoDB tools: tables, items, query/scan, batch, transactions, PartiQL, TTL, tags, streams and snapshots

Google Search Console MCP Server

This MCP server provides LLMs with programmatic access to Google Search Console data and functionality, including search analytics, sitemap management, site management, and URL inspection.

rag-mcp-server

Enables MCP clients to query a modular RAG knowledge hub with hybrid dense/sparse retrieval, reranking, multimodal image support, and traceable observability, all through natural language tools.

regulationsgov-mcp

Enables interaction with the Regulations.gov API to search federal rulemaking dockets, proposed and final rules, public comments, and comment periods. Supports tracking FAR/DFARS case histories and monitoring open comment periods across federal agencies with optional API key authentication for higher rate limits.

abr-mcp

Enables querying and searching the Japanese Address Base Registry (ABR) data definitions and official documentation, including field definitions, datasets, and policy documents through tools like list_datasets, get_dataset, search_field, and search_docs.

@markygab/nest-mcp

NestJS package that provides decorator-based tool discovery, TypeBox/AJV validation, and MCP SDK server construction for building MCP servers.

Coherence XRM

MCP server that exposes Coherence XRM as tools for Claude, Cursor, Cline, and other MCP-compatible clients. The headline: chat_with_agent — send a message to your Coherence agent (Nash) from your agent and it can draft emails, create reminders, update records, post to social, create landing pages, and more, all under your workspace's approval rules.

gengomcp

An MCP server that enables searching and retrieving ACL NLP conference papers from a Qdrant vector database using semantic search and structured filters like year, venue, and field of study.

mcp-server-smartsheet-rm

MCP server for Smartsheet Resource Management (10,000ft API). It enables AI agents to orchestrate time tracking, resource scheduling, projects, leaves, expenses, and custom fields.

MCP Server Code Execution Mode

Executes Python code in isolated rootless containers while proxying MCP server tools, reducing context overhead by 95%+ and enabling complex multi-tool workflows through sandboxed code execution.

guard-scanner

Provides a security scanner for AI agent skills and MCP servers, detecting threats like prompt injection, identity hijacking, and memory poisoning.

PostgreSQL MCP Server (Read-Write)

Supports CRUD and DDL operations on PostgreSQL databases via MCP, enabling query, insert, update, delete, and schema changes through natural language.

UOFastMCP

Enables interaction with U2 UniData/UniVerse databases through MCP tools for file, record, dictionary, and BP program operations, with built-in admin UI, JWT authentication, RBAC, and audit logging.

CallRail MCP

CallRail REST API v3 integration with 49 tools — calls, form submissions, transcripts, full CRUD on tags/trackers/companies/users/notifications, plus agency-specific aggregation tools (usage_summary, compare_periods, bulk_update_calls, spam_detector, call_eligibility_check).

OpenSIPS MCP Server

AI-powered control plane for OpenSIPS SIP servers, enabling natural-language operations and CLI-based management for configuration, migration, monitoring, and diagnostics.

sc-mcp

A read-only MCP server that wraps the Scalable Capital CLI to expose broker data (portfolio, holdings, transactions, analytics, quotes, news) to any MCP-capable client.