Discover Awesome MCP Servers

parliamentary-nlp-mcp

MCP server that audits Brazilian parliamentary speeches for hate speech and offensive language using a fine-tuned BERTimbau classifier, returning classification, confidence, and human review recommendations.

graylog-mcp

Provides a standardized MCP interface for querying Graylog logs, enabling AI agents to search, diagnose, and correlate runtime logs with code via configurable profiles.

OneMap MCP Server

Provides comprehensive access to Singapore's OneMap APIs, enabling AI assistants to perform location searches, routing, and coordinate conversions. It features over 35 tools for accessing thematic layers, population statistics, and public transport data.

dsh-web-search-free

A dual-transport MCP server enabling anonymous free web search via Parallel (default) or Exa (backup), with no API keys or DSH dependency, for Claude Code, Codex, and any MCP client.

cisco-umbrella-mcp

MCP server for Cisco Umbrella that enables querying DNS/proxy/firewall/AMP activity reports, roaming computers, app discovery data, and managed provider customer/console information via the classic Umbrella REST API v2.

mcp-server-memrise

MCP server to manage Memrise courses, levels, and words, enabling course creation and teaching workflows through natural language.

OwnerRez MCP Server

Enables Claude to interact with your OwnerRez account via natural language, including booking inquiries, income summaries, property stats, and owner statements. Supports optional guest messaging with OAuth setup.

mnemo

Enables AI agents to have persistent, self-managing memory with bi-temporal supersession, timely forgetting, and recall under a limited context window, using MCP protocol.

mite MCP Server

Model Context Protocol server for the mite time tracking API, enabling time entries, stopwatch, customers, projects, and services management through natural language.

outsystems-mcp-relay

Enables MCP clients to connect to remote servers that have OAuth issuer mismatches (e.g., OutSystems) by relaying stdio and handling OAuth flows with optional issuer override.

AIOps MCP Servers

Os servidores mcp para AIOps.

orca-mcp

Wraps the OrcaSlicer CLI to enable AI agents to slice 3D models, run parameter sweeps, and analyze G-code.

Modular RAG MCP Server

A modular RAG framework exposing knowledge retrieval tools via MCP, enabling AI assistants to perform hybrid search, reranking, and multimodal document queries with full observability and evaluation.

wiri

Wiri is a headless wireframing MCP server designed for an LLM operator. It stores each screen as a small semantic scene graph, lays elements out without absolute coordinates, and closes the editing loop with deterministic renders and lint findings.

Aryn Local MCP Server

Enables processing PDFs via Aryn's API, typically used with a filesystem MCP server for file management.

mcp-gtm-signals-aggregator

Runs all GTM signal tools in a single call and returns a unified company intelligence report combining hiring, tech stack, LinkedIn, and job board data.

Bloomberg MCP

An MCP server that bridges AI assistants with Bloomberg Terminal data. It exposes 18 tools for reference, historical, technical analysis, screening, and calendar data through natural language.

mcp-data-analyst

A natural-language data analyst MCP server that lets users query SQLite sales datasets via MCP tools (list_tables, aggregate, time_series, run_sql) with read-only SQL safety guards, returning results through a FastAPI dashboard.

incident-mcp

An incident management MCP server for on-call engineers, providing tools to search incidents, review deploys, query logs, analyze latency metrics, and acknowledge or summarize incidents.

agent-shader

Builds, validates, and render-tests Panzoid Shader Object JSON in a real WebGL 1 Chromium context, exposing these capabilities as MCP tools.

token-savior

An MCP server that provides structural codebase indexing and surgical query tools to drastically reduce token usage through symbol-level searches and transitive impact analysis. It supports multiple languages and integrates with git to help AI agents understand code dependencies and the impact of changes in sub-millisecond time.

Tax Alert Chatbot MCP Server

A server that powers an interactive chatbot for querying and managing tax alerts in a SQLite database using Google Gemini models and LangGraph's REACT agent framework.

Promptbook MCP

A server that stores and semantically searches AI prompts via RAG, enabling developers to reuse prompts from AI coding assistants.

Expense Tracker MCP Server

Enables users to track expenses by adding, listing, and summarizing them with category support through natural language.

ANSES Ciqual MCP Server

Provides SQL access to the ANSES Ciqual French food composition database with nutritional data for over 3,000 foods. Supports full-text search and bilingual queries for comprehensive nutrition analysis.

PayPal MCP Server

A server that provides integration with PayPal's APIs, enabling seamless interaction with payment processing, invoicing, subscription management, and business operations through a standardized interface.

opencode-personal-knowledge

A personal knowledge MCP server with vector database for the Opencode ecosystem. It enables semantic search, tag organization, and session memory logging, all running locally without external API keys.

legal.ge MCP Server

Find verified legal specialists in Georgia from any MCP client by describing your legal situation in natural language.

Flag MCP

Enables human-in-the-loop interaction for AI coding workflows through native desktop dialogs that present route choices, text input, and image annotation capabilities when AI assistants encounter decision points.