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.

VA Form Generation MCP Server

Provides tools for auditing and fixing scaffolded VA forms to ensure they follow best practices and VA.gov content standards. Enables automated validation, agent prompt generation, and orchestration of form fixes across any vets-website workspace.

mcp-claude-designer-arabic

Provides Arabic UI/UX design tools as an MCP server, offering RTL conversion, Arabic typography validation, cultural palettes, and anti-AI-slop auditing for AI-assisted design workflows.

alphaportal-mcp

Enables querying AlphaPortal student information, assigned bus stops, live bus GPS locations, and arrival/departure notifications, with confirm-gated updates to notification preferences and walk-zone radius.

SEFAZ SE: Certidão Negativa de Débitos MCP Server

Enables users to consult official SEFAZ SE negative debt certificates through a read-only MCP tool. It provides one tool, sefaz_se_certidao_debitos_consultar, and works with any MCP-compatible client over HTTP.

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.

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.

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.

AIOps MCP Servers

AIOps를 위한 mcp 서버

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.

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.

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.

Prefeitura SP São Paulo: CCM

A read-only MCP server that consults official CCM (Cadastro de Contribuintes Mobiliários) data from the São Paulo city government, enabling queries via natural language in any MCP-compatible client.

siyuan-ai-mcp-bridge

Provides a local MCP stdio server that enables AI clients to read, search, create, update, and delete notes in SiYuan through its Kernel HTTP API, with configurable notebook and tool permissions.

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.

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.