Discover Awesome MCP Servers

codetex-mcp

A commit-aware code context manager for LLMs that indexes Git repositories into a multi-tier knowledge hierarchy (repo overviews, file summaries, symbol details) with SQLite vector search, serving context via the Model Context Protocol.

AgentMemory Mesh MCP

A paid remote MCP server offering memory management tools (smart search, save observation, session summary, graph query) with structured receipts and audit trails for agent and CI workflows.

imessage-mcp-server

MCP server for reading and sending iMessages on macOS. Exposes iMessage history and send capabilities through tools like list_conversations and send_imessage.

Kobold MCP Server

A server enabling integration between KoboldAI's text generation capabilities and MCP-compatible applications, with features like chat completion, Stable Diffusion, and OpenAI-compatible API endpoints.

QGIS Model Context Protocol Integration

Menghubungkan Claude AI ke QGIS melalui Protokol Konteks Model, memungkinkan Claude untuk berinteraksi dan mengendalikan QGIS secara langsung untuk tugas-tugas seperti pembuatan proyek, manipulasi layer, dan eksekusi kode.

SEO MCP

An MCP server that provides SEO analysis tools including backlink analysis, keyword research, and traffic estimation using Ahrefs data, with CAPTCHA solving and caching.

Harvest MCP Server

The most complete Harvest time tracking integration for Claude, with 54 tools covering all major Harvest API v2 endpoints for time entries, projects, tasks, clients, expenses, team assignments, and reports.

MCP Server Chart

Enables generation of 25+ types of charts and data visualizations using AntV, including bar charts, line charts, maps, mind maps, and specialized diagrams like fishbone and sankey charts. Supports both statistical charts and geographic visualizations for comprehensive data analysis and presentation.

deepseek-mcp-translator

A local HTTP proxy and MCP server that translates 'developer' role messages to 'system' for DeepSeek API, enabling Android Studio AI plugins to work without errors.

Anything-to-NotebookLM

An MCP server that automates converting diverse content sources like WeChat articles, YouTube videos, and various document formats into AI-generated outputs such as podcasts and slide decks via Google NotebookLM. It integrates specialized tools for web scraping, OCR, and file transformation to facilitate seamless content generation through natural language.

OpenWorkdays

A zero-signup business-day date arithmetic API that allows adding/subtracting working days, counting business days between two dates, and testing if a date is a business day, with custom holidays.

@markfu909/overleaf-mcp

An MCP server that provides access to Overleaf projects via Git integration, enabling Claude and other MCP clients to read LaTeX files, analyze document structure, and extract content.

Xray MCP Server

Manages Xray test cases, executions, and reports through natural language commands.

io.github.antonio-mello-ai/mcp-pfsense

Enables AI assistants to manage pfSense firewalls using 17 tools for system status, firewall rules, DHCP, DNS, monitoring, and service management via the pfSense REST API.

fusion

Enables LLMs to perform analytical SQL queries on PostgreSQL/MySQL databases via DuckDB, with tools for querying, aggregation, and materialized views.

VibeVoice TTS Server

An OpenAI-compatible text-to-speech API server that enables voice cloning, long-form generation, and can be used as a Claude Code tool for speech synthesis.

PitchLense MCP

AI-driven startup risk analysis server using Gemini, providing comprehensive assessments across market, product, team, financial, and other risk categories via MCP tools.

drawio-parser-mcp

Validates and parses Draw.io XML syntax, enabling analysis and verification of diagram structures, especially for AI-generated content.

Scout MCP Server

Enables web search, scraping, extraction, and crawling through an MCP interface, allowing coding agents to access real-time web data.

uuid-mcp

Enables generation of random UUIDs (version 4) through a simple MCP tool.

Pactus

Pactus is an MCP server for parsing and validating ISO 20022 payment messages directly from chat. It exposes nine tools that let AI assistants inspect or validate pacs.008, pacs.002, pain.001, and camt.053 messages — the message types at the centre of the CBPR+ migration — without leaving the conversation.

📝 Mozisu MCP Server 📝

Saya tidak yakin apa yang Anda maksud dengan "MCP server". Bisakah Anda memberikan lebih banyak konteks atau menjelaskan apa itu "MCP server"? Namun, secara umum, untuk membuat LLM (Large Language Model) menulis teks dengan jumlah karakter tertentu, Anda dapat menggunakan beberapa pendekatan: 1. **Prompt Engineering:** Berikan instruksi yang jelas dan spesifik dalam prompt Anda. Misalnya: * "Tulis ringkasan tentang [topik] dalam 150 karakter." * "Buat puisi pendek tentang [tema] yang terdiri dari 4 baris." * "Jelaskan [konsep] dalam satu kalimat." 2. **Post-Processing:** Setelah LLM menghasilkan teks, Anda dapat memotong atau mengeditnya agar sesuai dengan batasan karakter yang Anda inginkan. 3. **Fine-Tuning:** Jika Anda memiliki dataset yang berisi teks dengan panjang yang diinginkan, Anda dapat melakukan fine-tuning pada LLM untuk menghasilkan teks dengan panjang yang lebih konsisten. 4. **Constraint Decoding:** Beberapa LLM memiliki opsi untuk membatasi panjang output selama proses decoding. Ini mungkin memerlukan pengetahuan yang lebih mendalam tentang arsitektur dan konfigurasi LLM. **Contoh dengan Prompt Engineering:** Misalkan Anda ingin LLM menulis deskripsi singkat tentang kucing dalam 100 karakter. Anda dapat menggunakan prompt seperti ini: "Tulis deskripsi singkat tentang kucing dalam 100 karakter." LLM kemudian akan mencoba menghasilkan teks yang memenuhi batasan tersebut. **Penting:** * LLM mungkin tidak selalu dapat menghasilkan teks yang *tepat* sesuai dengan batasan karakter yang Anda berikan. * Semakin ketat batasan karakter, semakin sulit bagi LLM untuk menghasilkan teks yang bermakna dan koheren. Jika Anda dapat memberikan lebih banyak informasi tentang "MCP server" yang Anda maksud, saya mungkin dapat memberikan saran yang lebih spesifik.

dependency-compat-mcp

MCP server that evaluates compatibility between exact versions of packages and runtimes using official evidence, returning structured verdicts (supported/unsupported/unknown) with sources and limitations.

Google Search Console MCP

MCP server for the Google Search Console API. Enables search performance analytics, sitemap management, URL index inspection, and property management through natural language.

AgentCore MCP Server

A stateless MCP server sample for the 2026-07-28 protocol, deployable to Amazon Bedrock AgentCore Runtime and probed via SigV4-signed requests.

TrustMesh MCP Server

Provides AI agents with trust scoring and reputation management capabilities for secure interactions. Enables agents to check trust scores, rate interactions, and manage disputes before transacting with other agents.

WhatsApp MCP Automation

A WhatsApp MCP server providing 32 tools for Claude, Cursor, and Windsurf, including polls, stickers, status updates, events, live location, and group mentions.

EntraID MCP Server

A FastMCP server for interacting with Microsoft Entra ID via the Microsoft Graph API, enabling management of users, groups, sign-in logs, MFA, applications, devices, conditional access, and more.

apple-mcp

A unified MCP server for macOS native apps, currently supporting Calendar and Reminders via EventKit with bidirectional sync, and Mail planned.

Saju Concierge

MCP server that calculates saju (four pillars) from birth date/time and provides entertaining interpretations of daily fortune, yearly luck, compatibility, name analysis, and tarot using MIT-licensed manseryeok-js.