Discover Awesome MCP Servers

ACE MCP Server

Implements Agentic Context Engineering to create self-improving AI coding assistants that learn from execution feedback and build persistent knowledge playbooks. Reduces token usage by 86.9% while improving code accuracy by 10.6% through incremental context updates.

NOAA Space Weather MCP Server

Provides real-time NOAA space weather data (solar flares, Kp index, solar wind) and analyzes HF radio propagation conditions for amateur radio operators to determine optimal frequency bands.

adl-context-collector

MCP server providing persistent memory for LLMs via semantic search over captures, structured facts with temporal tracking, and document ingestion. Enables any MCP-compatible client to maintain a searchable knowledge base across sessions.

MCP Code Review Server

Enables automated AI-powered code review for pull requests across GitHub, GitLab, Bitbucket, and Azure DevOps via webhooks, and manual code review through MCP tools using Groq, Claude, or GPT-4.

tpu-devops

MCP server for managing Google Cloud TPU capacity and serving Gemma 4 with vLLM, including provisioning, debugging, benchmarking, and teardown.

rbw-mcp

MCP server that enables AI models to securely interact with a Bitwarden password manager vault via the rbw CLI.

MCP Server with Google OAuth

A Model Context Protocol server that enables secure remote tool connections via Google account authentication.

hivetrust

KYA (Know Your Agent) identity, trust scoring, and insurance protocol for autonomous AI agents. Issues verifiable credentials, computes real-time trust scores, and provides agent liability coverage on Base L2.

codeindex

Serves a repo-indexing engine over stdio with tools for scanning, graph analysis, symbol extraction, caller lookup, and grep.

IMC Calculator

Calculates Body Mass Index (BMI) based on weight and height, returning the value and classification.

escalator

Enables fetching web pages as clean Markdown with automatic escalation from direct requests to residential proxies and headless browsers to overcome blocks, plus built-in politeness handling like robots.txt and rate limiting.

ARC-1

MCP server for SAP ABAP systems

seoradar-mcp

Enables SEO audits and URL monitoring via the SEO Radar API from any MCP-compatible AI client.

gemini-cortex-mcp

An MCP server that delegates tasks to Google Gemini, enabling live web search, video/audio understanding, and summarizing large files.

symfony-agent-mcp

Enables AI assistants to perform read-only introspection of Symfony applications, exposing routes, controllers, services, entities, database schema, migrations, logs, and more via MCP tools.

kontra

Adds a challenger to your AI chat, enabling debate with multiple AI debaters to refine answers.

Kolada MCP Server

Provides access to 5,000+ Key Performance Indicators across 264 operating areas for all Swedish municipalities and regions, enabling statistical analysis, comparisons, and trend tracking of Swedish public sector data.

SEFAZ SC: NFE

Read-only MCP server for consulting Santa Catarina electronic invoices (NFE) from the official SEFAZ SC source via natural language, with prepaid per-query pricing.

OptionsFlow MCP Server

Enables advanced options analysis and strategy evaluation through Yahoo Finance data. Supports calculating Greeks, analyzing risk metrics, and evaluating credit spreads, cash secured puts, and covered calls strategies.

tdprepview-mcp

Enables machine learning data preprocessing pipeline creation and model training, deployment, and prediction for Teradata databases.

Confluence Hybrid RAG MCP Server

Enables hybrid search and agentic retrieval over Confluence pages via MCP tools, allowing Claude Desktop, Cursor, or Claude Code to search and retrieve Confluence content.

wechat-md-mcp-server

Converts Markdown to inline-styled HTML for WeChat official accounts, with theme selection and browser preview for easy copying.

Bloopo

Hosted MCP server that turns a one-line brief into finished, on-brand ad creative, including short video ads, product photos, and voiceover, with A/B variant testing and performance feedback loops.

io.github.icohangar-ops/chp-mcp

Enables MCP clients to evaluate CHP Profile B capital gates, including spend/mandate decisions, human-approval workflows, canonical JSON hashing, and signed audit ledger records.

onec-config-mcp

Enables searching through 1C:Enterprise configuration source code (XML+BSL) with full-text indexing, providing tools to find code, metadata objects, procedures, and modules.

baton-mcp

Enables coding agents to convert and transfer sessions between different agent interfaces, allowing seamless continuation of work across agents.

Local Logs MCP Server

Enables monitoring and analysis of local application log files with real-time tailing, error tracking, and search capabilities. Perfect for debugging Node.js applications, web servers, or any application that writes to log files through natural language commands.

tellfigma

An open-source MCP server that gives AI assistants full read-write access to Figma, enabling creation, editing, and deletion of designs directly without plugins or API keys.

wander-agent

MCP that makes travel planning simple

hive-mcp-imprimatur

Pre-attestation gate for AI inference that checks compliance conditions and issues Ed25519-signed clearances before execution, refusing any inference without a valid clearance.