The MCP Trust Index.

exception-mcp-server

by 18abhi89

Enables AI-powered analysis of exceptions using vector similarity search and Azure OpenAI for operations teams.

18abhi89/exception-mcp-server

LeCroy Oscilloscope MCP

by lucasgerads

Enables remote control of LeCroy oscilloscopes via SCPI commands over LAN to perform waveform capture, screenshots, measurements, channel configuration, and triggering through natural language. Supports multiple LeCroy models including WaveSurfer, HDO, WaveRunner, and WavePro series with automatic model detection.

lucasgerads/lecroy-mcp

mmex-mcp

by patriciorios

MCP server for interacting with Money Manager EX databases. Enables querying and managing financial data like accounts, transactions, payees, categories, currencies, and more through natural language.

PatricioRios/mmex_mcp

robins-i-mcp

by black-swan-causal-labs

An MCP server implementing the ROBINS-I V2 framework for risk-of-bias assessment in non-randomized studies, with deterministic algorithms and full provenance. It enables users to parse study documents, specify target trial results, answer signalling questions with evidence-bound quotes, and compute or override domain judgements.

Black-Swan-Causal-Labs/robins-i-mcp

mcp-server-wayback

by lakshyamehta03

MCP server for the Internet Archive's Wayback Machine. Search archived snapshots, extract page text from a specific date, track how a site has changed over time, check if broken links are recoverable, and perform research across Internet Archive collections.

lakshyamehta03/wayback-machine-mcp

wazuh-mcp-server

by sbharadwaj05

AI-powered MCP server that enables security analysts to query Wazuh SIEM/XDR for alert triage, threat hunting, compliance audits, and incident response through natural language prompts.

Sbharadwaj05/sb-siem-mcp

Mimo Vision MCP

by k0tori

An image recognition MCP server based on mimo-v2.5, enabling AI assistants to describe images, extract text via OCR, and output structured information in JSON or table format.

k0tori/mimo-vision-mcp

wikimcp

by mohith-das

Enables AI clients to incrementally build and maintain a git-backed personal wiki, providing long-term memory by compiling and cross-referencing knowledge across sessions.

mohith-das/wikimcp

gedcom-mcp

by genealogy-mcp

Enables AI assistants to load and query local GEDCOM genealogy files, supporting search, browsing, and family tree traversal.

Genealogy-MCP/gedcom-mcp

openclaw-usage-mcp

by quittung

MCP server that reads local OpenClaw session files to provide token usage and cost data without any network calls or authentication.

quittung/openclaw-usage-mcp

netease-music-mcp

by yuanyeyoutao

A read-only MCP server for NetEase Cloud Music data, enabling querying of songs, artists, albums, playlists, lyrics, and user library through tools like search and get details.

YuanYeYouTao/netease-music-mcp

mcp-floorplans

by simoagadir95

Generates workspace floorplans with deterministic layout calculations, providing tools for space layout generation, zone adjacency analysis, and space brief validation.

Simoagadir95/mcp-floorplans

mcp-it-ops

by bastiaan365

Exposes homelab and IT-ops tools to Claude, including system health monitoring, Grafana alert states, Docker container status, Loki logs, SMART disk health, and more.

bastiaan365/mcp-it-ops

AI Workstation Open Source Intelligence MCP Server

by zxhwolfe-dev

Enables researching, verifying, comparing, and composing open-source AI projects with transparent evidence and uncertainty boundaries through read-only tools.

zxhwolfe-dev/aiworkstation-open-source-intelligence

certified-mcp

by nickharris808

An MCP server that provides tools for certificate verification, equivalence proving, and pre-registration sealing, enabling AI agents to re-derive verdicts from artifacts rather than trust assertions.

nickharris808/certified-mcp

MCPLens

by jcgs2503

A context-efficient proxy that replaces individual tool schemas with three meta-tools for semantic search, schema retrieval, and tool routing. It enables agents to manage hundreds of backend tools while maintaining a constant context footprint of approximately 500 tokens.

jcgs2503/mcpfind

calendar-mcp

by apex-500

MCP server that lets AI agents manage Google Calendar -- create events, check availability, and manage schedules.

apex-500/calendar-mcp-server

QuickBooks Online MCP

by ashcir

Enables reading and creating invoices, and looking up customers and items in QuickBooks Online via natural language.

AshciR/quickbooks-online-mcp

Monitoring AIops

by aiops-tools

Governed operations for SolarWinds Orion and PRTG monitoring platforms, including canned SWQL queries, alert rollups, and health checks.

aiops-tools/monitoring-aiops

Constructora Colombia MCP Server

by kevinbolanos00

Provides intelligent construction quotation and cost lookup for Colombia, enabling natural language queries for activities, categories, and detailed pricing from an Excel database.

kevinbolanos00/constructora-mcp

FINOS AI Governance MCP Server

by finos

Provides direct access to AI governance framework documents, risks, and mitigations from FINOS repositories, enabling research and risk management through natural language in Claude, VS Code, and other MCP-compatible tools.

finos/aigf-mcp-server

mcp-toolkit

by studiopig

A plug-and-play MCP toolkit providing AI agents with web search (Chinese sources prioritized), file operations, and shell command execution capabilities.

studiopig/mcp-toolkit

USPTO Patent MCP Server

by riemannzeta

Provides access to USPTO patent and patent application data through multiple APIs, enabling search, retrieval, and analysis of patents, PTAB proceedings, and litigation data via natural language.

riemannzeta/patent_mcp_server

OSM MCP Analytics Server

by neco001

Provides advanced geospatial analytics for OpenStreetMap, including neighborhood livability scoring and commute analysis, beyond simple geocoding.

neco001/openstreetmap-mcp

Flight Control MCP Server

by flightctl

Provides read-only access to query and retrieve information about devices, fleets, events, and configurations managed by Flight Control through a safe integration layer supporting filtering and selector-based queries.

flightctl/flightctl-mcp

labor-market-mcp-server

by aiagentkarl

Provides access to worldwide labor market data including unemployment, wages, and employment statistics from BLS (US) and Eurostat (EU). Offers tools for comparing countries and sectors, and retrieving occupation outlooks.

AiAgentKarl/labor-market-mcp-server

Gift Finder MCP Server

by leeheewon123

Enables gift recommendations via Naver Shopping and nearby pickup store search via Kakao Local APIs.

LEEHEEWON123/kakao_mcp_gift_find

tldw-mcp

by limace11

MCP server that extracts YouTube video transcripts (including metadata) as Markdown, enabling AI to summarize and discuss video content without watching it.

limace11/tldw-mcp

mcp-prototyping

by thebuleganteng

This is a repo that demonstrates model context protocol (MCP) server and client creation

TheBuleGanteng/mcp-prototyping

garmin-mcp

by sumal009

Self-hosted MCP server that exposes 90+ Garmin Connect tools to Claude and includes a live triathlon dashboard.

sumal009/garmin-mcp

Webhook.site MCP Server

by zebbern

Enables interaction with Webhook.site to create, manage, and monitor endpoints for capturing HTTP requests, emails, and DNS lookups. It provides 16 tools for testing webhooks and inspecting incoming data through the Model Context Protocol.

zebbern/webhook-mcp-server

health-mcp

by jonathan249

Exposes personal Garmin wellness data through MCP tools for accessing summary, sleep, HRV, heart rate, stress, body battery, and historical data.

jonathan249/health-mcp

Atlan Data Catalog

by atlanhq

Provides a bridge between AI agents and Atlan data catalog services for searching, retrieving, traversing lineage, and updating asset metadata through the pyatlan SDK

atlanhq/agent-toolkit

MCP File Reader

by janekarunyaj

A local AI-powered file reader that connects a Python MCP server with Ollama's Mistral model for offline file summarization. It provides secure file discovery and reading capabilities without requiring API keys or cloud services.

JaneKarunyaJ/MCP

atotw-mcp

by chi-feng

Enables Claude to access and search over 500 anaesthesia tutorials from WFSA's ATOTW program, with smart embedding-based search and full text retrieval.

chi-feng/atotw-mcp

chuk-mcp-runtime

by ibm

A robust runtime for the official Model Context Protocol (MCP) that adds proxying, session management, JWT auth, persistent user storage with scopes, and progress notifications.

IBM/chuk-mcp-runtime

nrswa-ai-mcp

by csoai-org

Enables compliance checks and management for UK New Roads and Street Works Act (NRSWA), including licence checks, work classification, and overrun calculations.

CSOAI-ORG/nrswa-ai-mcp

proxmox-mcp

by jmerelnyc

Enables AI assistants to manage Proxmox VE virtual machines via MCP and OpenAPI, supporting operations like start, stop, clone, and snapshot.

jmerelnyc/proxmox-mcp

Recipe Finder AI MCP

by csoai-org

Recipe Finder AI - MCP server providing AI-powered tools and automation by MEOK AI Labs

CSOAI-ORG/recipe-finder-ai-mcp

nutrition-mcp-server

by aiagentkarl

Enables natural language access to USDA's FoodData Central database with 1M+ foods, supporting search, nutrition facts, food comparison, and daily value calculations.

AiAgentKarl/nutrition-mcp-server

mcp-hayabusa

by steffipanakal

An MCP server that wraps Hayabusa for analyzing Windows EVTX event logs, enabling conversational scanning and retrieval of structured findings.

steffipanakal/mcp-hayabusa-Claude

Dad Joke MCP Server

by bdurrett

A Python-based MCP server that generates creative dad joke prompts on any topic in various styles, enabling AI agents to produce dad jokes through natural language requests.

bdurrett/joke-poc-mcp-server

avm-mcp-server

by stefanstranger

MCP server for discovering and exploring Azure Verified Modules (AVM) from the Bicep Public Registry, enabling AI agents to search, retrieve module details, and access documentation.

stefanstranger/avm-mcp-server

meok-bs7121-mcp

by csoai-org

Provides BS 7121 lift-plan compliance for UK crane and hiab operators including clause lookup, lift classification, CPA hire vs contract-lift triage, and LOLER scheduling.

CSOAI-ORG/meok-bs7121-mcp

ryogena-pubmed-mcp

by kylevick4

Exposes NCBI PubMed as MCP tools for searching literature, fetching abstracts, exploring citation graphs, and finding author publications without requiring an API key.

KyleVick4/pubmed-mcp

Complexipy MCP Server

by onenightcarnival

Analyzes cognitive complexity of Python code by scanning files and directories to identify functions exceeding complexity thresholds using the complexipy library.

Onenightcarnival/complexipy-mcp

1c-buddy-mcp

by vvi3ard

Lightweight MCP server for 1C.ai integration, enabling queries, code analysis, and documentation search via natural language.

VVi3ard/1c-buddy-mcp