The MCP Trust Index.

MCP Document Server

by onoda4480

Efficiently delivers project documentation to AI agents like Claude on-demand, optimizing token usage by loading context only when needed. Supports document retrieval, listing, and keyword search with security features.

onoda4480/Document-Server-MCP

ukr-vitalinguist-mcp

by vitalinguist

Provides Ukrainian language grammar checking, surzhyk detection, authentic phrasing, and English-to-Ukrainian rendering through curated linguistic data.

vitalinguist/ukr-vitalinguist-mcp

Deep Recall MCP Server

by relic-studios

Provides AI agents with a memory layer that stores, retrieves, and manages memories with biological properties like forgetting, reinforcement, and contradiction detection, using two simple tools.

Relic-Studios/deeprecall-mcp

GNews MCP Server

by orishmila

Enables searching news articles and fetching top headlines via GNews API with filtering options.

OriShmila/gnews-mcp-server

Azure Diagram MCP Server

by deepmalh44

Enables creation of Azure architecture diagrams from natural language descriptions, generating PNG images automatically.

DeepMalh44/azure-diagram-mcp

scienceon-mcp

by rubato103

Enables searching and collecting academic literature metadata from KISTI ScienceOn via Claude or CLI, supporting various document types and export formats.

rubato103/scienceon-mcp

Netmind Web3 MCP Server

by protagolabs

Provides a comprehensive suite of Web3 tools for querying token addresses, news summaries, and real-time market data via CoinGecko. It also facilitates DeFi operations including token price tracking, pool information, and swap quotes through Sugar DeFi integration.

protagolabs/netmind-web3-mcp

mcp-nrepl

by conao3

Connects to nREPL servers to evaluate Clojure code interactively, enabling AI assistants like Claude to run Clojure code in real-time.

conao3/python-mcp-nrepl

Toolbox

by ai-zerolab

Integrates with external APIs and services to provide command execution, Figma file interaction, and file operations, enhancing LLM capabilities for UI/UX design, file management, and service interactions.

ai-zerolab/mcp-toolbox

crypto-data-mcp

by wh0ff24

Free MCP server for real-time cryptocurrency data. Get token prices, market overview, top movers, historical charts, and detailed token info directly in Claude Code, Cursor, or any MCP-compatible AI tool. Powered by CoinGecko with 70+ token mappings and built-in caching.

Wh0FF24/crypto-data-mcp

expense-tracker-mcp-server

by bhakti259

Enables natural language expense tracking and management via Claude Desktop, supporting adding, listing, summarizing, updating, and deleting expenses with flexible date parsing and category filtering.

bhakti259/expense-tracker-mcp-server

Dynamic Jira Software Cloud MCP Server

by ndigrazia

Dynamically exposes over 100 Jira Software Cloud REST API operations as fully typed tools for LLMs to interact with, supporting SSE and Stdio transports.

ndigrazia/jira_mcp

looplens-mcp

by musaceylan

An MCP server for detecting retry loops and analyzing iteration patterns in agentic coding workflows, providing structured debugging intelligence to improve repair attempts.

musaceylan/looplens-mcp

mise-en-space

by spm1001

An MCP server that enables LLMs to search, fetch, and act on Google Workspace (Drive, Gmail, Docs, Sheets, etc.) with rich, one-call results and file deposits to disk, reducing context usage.

spm1001/mise-en-space

AEMET (Spain's Meteorological Agency)

by ancode666

Provides direct access to Spain's State Meteorological Agency (AEMET) data for querying historical climate data, monthly summaries, and beach conditions across Spanish weather stations.

ancode666/aemet-mcp

ida-pro-mcp

by namename333

A lightweight MCP server that exposes IDA Pro's disassembly, decompilation, and symbol query capabilities to AI clients, with reduced tool set for lower token consumption.

namename333/idapromcp_333

ProjectContext

by asd-noor

A high-performance MCP server providing long-term memory storage with semantic and keyword search, along with a structured agenda engine for task management.

asd-noor/projectcontext

Emeritus MCP Server

by emeritus-china

MCP server for integrating AI models with Emeritus services, enabling user management, tag operations, order management, and leads import via a standardized interface.

Emeritus-China/emeritus-mcp

cellrank-MCP

by scmcphub

MCP server for trajectory inference using cellrank

scmcphub/cellrank-mcp

cesm-runner-mcp

by crocodile-cesm

MCP server for driving CESM case lifecycle: setup, build, submit, and monitor. Complements CrocoDash MCP for grid creation and forcing.

CROCODILE-CESM/MCP_cesm_runner

Wellington Transport Assistant

by sdhilip200

Provides tools to search stops, get next departures, and retrieve service alerts from Metlink's real-time public transport data, enabling natural language queries about Wellington transit.

sdhilip200/metlink-mcp

Open Food Facts MCP Server

by saiprasadthalluri

Enables LLMs to search for food products and retrieve detailed nutritional information from the Open Food Facts database using product names or barcodes.

saiprasadthalluri/openfoods_mcp

FastAPI MCP Production Kit

by prodkit-labs

A local-first FastAPI and MCP safety kit for turning internal HTTP APIs into controlled MCP tools, with per-tool scopes, quotas, audit events, and default-deny web-access boundaries.

prodkit-labs/fastapi-mcp-production-kit

WealthGuard MCP

by doganaybalaban

A Model Context Protocol server that connects Claude to your Google Sheets for personal finance tracking, analysis, and reporting — all through natural language.

DoganayBalaban/finance-mcp

Nokia SR OS NETCONF MCP Server

by coolexer

Enables managing Nokia SR OS devices via NETCONF from Claude Desktop, supporting MD-CLI commands, configuration retrieval and editing, candidate workflow with commit/rollback, and multi-device sessions.

coolexer/netconf-mcp-server

keremurat/mcp

by keremurat

Compare two JSON files deeply without worrying about key or array order. Detect missing, extra, an…

keremurat/mcp

GA4 BigQuery Semantic Layer

by mohrstade

Exposes a semantic layer on GA4 event data in BigQuery via an MCP server for consistent querying.

mohrstade/measurecamp-london-bigqery-mcp

MCP LLM Server

by straygizmo

Enables interaction with Claude and Gemini command-line tools through the MCP protocol, allowing users to send prompts to either or both LLMs and receive responses.

straygizmo/mcp_llm_cli

Disco

by leap-laboratories

Superhuman data-driven science. Allows agents to upload any tabular dataset, specify a target column, and get validated predictive patterns (with p-values, effect sizes, and context from literature) that surface feature interactions and subgroup effects you'd otherwise miss. Many discoveries already made, free for open data!

leap-laboratories/discovery-engine

Local Utilities MCP Server

by aiforhumans

Provides essential utility tools for text processing, file operations, hashing, temperature conversion, password generation, and date/time operations through a comprehensive MCP interface.

aiforhumans/local-utils-mcp

GitHub MCP Server

by rriesco

Python MCP server for GitHub operations, providing native tool integration with Claude Code and other MCP clients. It enables managing issues, pull requests, CI status, milestones, and batch operations via natural language.

rriesco/github-mcp-server

Crypto Currency MCP Server

by tagerwang

Provides real-time cryptocurrency data, technical analysis, and market information from Binance and CoinGecko APIs, enabling price queries, K-line analysis, and alpha token tracking.

tagerwang/crypto-currency

DataNexus MCP

by datanexusmcp

Provides AI-ready access to US/UK nonprofit data and OSS vulnerability intelligence via MCP, with 10 tools and no API key required.

datanexusmcp/mcp-server

dify-knowledge

by salted-butter-joshua

Exposes Dify knowledge base retrieval capabilities via MCP for use in Cursor and other MCP-compatible clients, enabling semantic search and document browsing.

salted-butter-joshua/dify-mcp

spear-mcp-test

by zappalaja

MCP server for accessing SPEAR model output from various sources (AWS, STAC API, local) and integrating with AI assistants like Claude Desktop or a SPEAR Climate Chatbot.

zappalaja/spear-mcp-test

enigma-python-mcp

by denismaggior8

A Model Context Protocol server that brings the capabilities of enigmapython library to LLMs, allowing them to encrypt and decrypt messages using historically accurate Enigma machine emulators

denismaggior8/enigma-python-mcp

docx-mcp

by securityronin

MCP server for reading and editing Word (.docx) documents with track changes, comments, footnotes, and structural validation

SecurityRonin/docx-mcp

mcp-commits

by camoran89

MCP server providing commit rules with SemVer and conventional commits format for development teams.

camoran89/mcp-commits

Taobao MCP Server

by jeremydong22

Model Context Protocol (MCP) server for scraping Taobao and Tmall product information. Enables AI assistants to fetch comprehensive product data including details, images, specifications, reviews, and Q&A sections.

JeremyDong22/taobao_mcp

mcp-plotting-server

by ericmjl

A FastMCP server that turns JSON data into Plotly figures, deployable as an isolated service on Modal. Data goes in as JSON; a validated Plotly figure (JSON) or a rendered PNG comes back over the Model Context Protocol.

ericmjl/mcp-plotting-server

memvid-mcp-server

by ferrants

Encodes text data into videos for fast semantic search using memvid.

ferrants/memvid-mcp-server

gallica-mcp

by nestordemeure

Enables searching and accessing OCR text from millions of digitized documents in Gallica, the digital library of the Bibliothèque nationale de France, through MCP tools for text search, snippet retrieval, and full-text download.

nestordemeure/gallica-mcp

SCP

by maninthecrowds

Enables content inspection, sanitization, containment, and quarantine for LLM security, preventing prompt injection and credential leaks.

ManintheCrowds/SCP

discord-mcp

by chenzhaoxuan0

MCP server for Discord communications, enabling listing guilds and channels, reading and sending messages, creating threads, and adding reactions.

chenzhaoxuan0/discord-mcp

Maango-mcp

by maango-io

Maango is the pre-flight check for AI agents on the web. Before an agent scrapes, summarises, trains on, or searches a site, it calls Maango and gets back whether the action is allowed for that domain, along with the reason and the policy signals that decided it.

maango-io/maango-mcp

Notify

by aahl

Multi-platform notification delivery supporting WeChat, Telegram, DingTalk, Bark, Lark, Feishu, and more

aahl/mcp-notify

INEI MCP Server

by josetra44

Connects MCP-compatible AI agents to Peru's official statistics platform (INEI Estadist), providing access to Census 2017 data, population indicators, and geographic profiles for all Peruvian departments, provinces, and districts without requiring an API key.

JOSETRA44/INEI-mcp

Python MCP Server Project

by donohue76

Model Context Protocol server

donohue76/mcp_server_project

Odoo 18 MCP Server

by kkday-kevinchu

Enables interaction with Odoo 18 (JSON-RPC API) via MCP, supporting model exploration, CRUD operations, and secure API key authentication.

KKday-KevinChu/odoo18-mcp-server

Koog Documentation MCP Server

by karel1980

Enables semantic search over Koog documentation using vector-based RAG, allowing users to ask questions and retrieve relevant sections with context.

karel1980/koog-docs-helper-mcp