The MCP Trust Index.

sortie-mcp

by retospect

Campaign orchestration MCP server for AI agents — dependency DAGs, parallel fan-out, failure policies, and embedded notes.

retospect/sortie-mcp

swiss-courts-mcp

by malkreide

MCP server for searching Swiss court decisions from federal and cantonal courts via entscheidsuche.ch. Enables full-text search, law reference lookup, and filtering by canton, court level, and date without API keys.

malkreide/swiss-courts-mcp

WhatsNew-MCPserver

by chhanz

Fetches AWS What's New announcements by month, allowing users to query announcements for a specific year/month via MCP tools.

chhanz/WhatsNew-MCPserver

Harvard Art Museums

by alexlin1234

Provides access to Harvard Art Museums' collection of over 224,000 artworks and artist records through five core tools for searching objects, retrieving detailed artwork information, discovering artists, and exploring random pieces with optional filters for classification or culture.

alexlin1234/harvard-art-museums-mcp-server

webcal-mcp

by mnot

A read-only MCP server that exposes iCalendar feeds as queryable tools for LLM agents, enabling calendar event retrieval and filtering.

mnot/webcal-mcp

Template MCP Server

by ritesh-goyal

A production-ready template for building Model Context Protocol servers in Python, featuring example tools, structured logging, and multiple transport protocols.

Ritesh-Goyal/my-mcp-server

qdrant-mcp

by msstnk

MCP server for document ingestion and semantic search on Qdrant. Enables ingesting local documents, generating embeddings with OpenAI, and performing vector search with metadata filters.

msstnk/qdrant-mcp

gx-mcp-server

by davidf9999

Exposes Great Expectations data-quality checks as MCP tools for LLM agents, enabling data loading, expectation definition, validation, and result interpretation.

davidf9999/gx-mcp-server

Polymarket MCP Server

by asthetech

Enables interaction with Polymarket prediction markets through read-only access to market data, events, orderbooks, and user positions, plus authenticated trading capabilities for creating and managing orders.

AStheTECH/mewcp-polymarket

Outlook MCP Server

by marlonluo2018

Enables AI-powered email management for Microsoft Outlook, allowing users to search, compose, organize, and batch forward emails using natural language commands with 100% local processing.

marlonluo2018/outlook-mcp-server

Tribal (Error Knowledge Base)

by agentience

Stores and retrieves programming error knowledge through vector similarity search, enabling development teams to build a shared database of errors and solutions.

agentience/tribal_mcp_server

Slack MCP Server

by software-engineer-mj

Enables AI agents to interact with Slack through 20 specialized tools and resources for managing channels, messages, users, and files. It features built-in rate limit handling, safety controls for message sending, and full support for Slack Block Kit formatting.

software-engineer-mj/slack-mcp

Http-tools Universal MCP Server

by universal-mcp

Provides a standardized MCP interface for interacting with HTTP tools and services, enabling unified API access and management.

universal-mcp/http-tools

mcp-server-mariadb-vector

by davidramossal

MCP server for MariaDB

DavidRamosSal/mcp-server-mariadb-vector

Openterms-mcp

by jstibal

Cryptographic proof of consent for AI agents. Sign before you act. Policy engine enforces spending caps, action whitelists, and escalation rules. Independently verifiable by anyone.

jstibal/openterms-mcp

Mortgage Calculator AI MCP

by csoai-org

Mortgage Calculator AI - MCP server providing AI-powered tools and automation by MEOK AI Labs

CSOAI-ORG/mortgage-calculator-ai-mcp

openstudio-mcp

by natlabrockies

Enables natural language interaction with OpenStudio building energy simulation, allowing creation, querying, and modification of models, running EnergyPlus simulations, and analyzing results.

NatLabRockies/openstudio-mcp

Fusion 360 CAM Assistant

by 3dcreationsbychad

Analyzes Fusion 360 part geometry to suggest optimal machining strategies, toolpath operations, and stock setup with intelligent feature detection, preference learning, and feeds/speeds calculations.

3dcreationsbychad/fusion360-cam-assistant

Boomi MCP Server

by glebuar

An MCP server for interaction with the Boomi API.

Glebuar/boomi-mcp-server

joshmsimpson/ExifTool_MCP

by joshmsimpson

Enables reading, writing, and removing metadata from over 150 file formats using ExifTool, supporting EXIF, IPTC, XMP, GPS, and manufacturer-specific metadata.

joshmsimpson/ExifTool_MCP

Qdrant Neo4j Crawl4AI MCP Server

by bjornmelin

Enables autonomous orchestration of vector search, knowledge graph queries, and web crawling through a single MCP interface, providing agentic RAG capabilities for AI assistants.

BjornMelin/qdrant-neo4j-crawl4ai-mcp

clawguard-mcp

by joergmichno

MCP server for AI security scanning. Detects prompt injections, jailbreaks, data exfiltration, and social engineering attacks in real-time using 42 regex patterns via the ClawGuard Shield API. Sub-10ms response times.

joergmichno/clawguard-mcp

reddit-trends-mcp

by trendsmcp

Provides Reddit discussion volume trends, growth rates, and top trending topics for any keyword, accessible via MCP tools and Python client.

trendsmcp/reddit-trends-mcp

Pandoc Document Conversion

by jathinkolla

Enables document format conversion between various formats (Markdown, HTML, PDF, DOCX, LaTeX, EPUB, and more) using Pandoc, preserving formatting and structure while supporting both direct content transformation and file-based conversions.

jathinkolla/pandoc-mcp

mcp-odbc

by phil-cheesman

A Python MCP server that connects to any ODBC data source and exposes schema discovery + query tools. Read-only by default, write access available per-connection.

phil-cheesman/mcp-odbc

vmware-harden

by zw008

VMware vSphere compliance and hardening — read-only baseline scanning plus drift detection across CIS, DISA STIG, vSphere SCG, China DJCP 2.0, and PCI-DSS frameworks. Includes LLM-powered remediation suggestions; apply-side gated through the vmware-pilot approval workflow.

zw008/VMware-Harden

Whoosh RAG MCP

by jianlins

An MCP server that provides full-text search over documentation using Whoosh, enabling AI assistants to find up-to-date, authoritative answers.

jianlins/whoosh_rag_mcp

jira-digest-mcp

by rprouse

MCP server for querying resolved Jira tickets across multiple Atlassian Cloud sites, enabling executive summarization of development activity.

rprouse/jira-digest-mcp

mcp-speak-when-done

by j3k0

An MCP server that makes AI agents speak a brief summary of every response out loud using TTS.

j3k0/mcp-speak-when-done

Alexandria2

by danielfluxman

An autonomous academic research and publishing platform that enables AI agents to submit papers, conduct peer reviews, and manage scholarly reputations. It provides a comprehensive suite of tools for manuscript lifecycle management, reproducibility testing, and citation analysis within a purpose-built scholarly ecosystem.

DanielFluxman/Alexandria2

Obsidian MCP

by abrak98

Enables AI agents to manage Obsidian vaults through full CRUD operations, wikilink management, and section-level manipulation. It supports frontmatter editing, tag-based searching, and automated link updates to maintain vault integrity.

Abrak98/obsidian-mcp

GitHub MCP Server

by ds231

Enables GitHub repository and issue management through the Model Context Protocol, supporting retrieval of repo details, issue listing, creation, and commenting.

ds231/MCP-server

Oneiros MCP Server

by mal0ware

Exposes a JEPA latent world model for planning in a 2D point-mass environment via MCP tools like encode_observation, predict_rollout, and plan_to_goal.

mal0ware/Oneiros

Realty In Ca1 MCP Server

by bach-ai-tools

Enables users to access the Realty In Ca1 API to search for residential and commercial property listings, view detailed property information, and retrieve neighborhood demographics or statistics. It supports filtering by geographic location, price range, building type, and other real estate characteristics.

BACH-AI-Tools/bachai-realty-in-ca1

webfetch-mcp

by simonediroma

Drop-in MCP replacement for the built-in WebFetch tool. Adds domain-scoped custom HTTP headers via YAML config, with bot-block detection, HTML-to-text extraction, retries, proxies, and prompt-injection sanitization.

simonediroma/webfetch_mcp

MCP Commute Assistant

by standup-coder

A smart commute assistant that monitors travel routes via the Amap API and sends automated notifications to DingTalk. It enables users to schedule daily route checks and receive real-time traffic updates using a modular MCP-based architecture.

standup-coder/mcp4coder

Veridge MCP Server

by galimar

Enables AI assistants to query a project's unified graph (code, documents, decisions) with token-budgeted, ranked context, including focus, impact, and find operations.

galimar/veridge

Massive Context MCP

by egoughnour

An MCP server that enables processing of massive datasets up to 10M+ tokens using a recursive language model pattern for strategic chunking and analysis. It automates sub-queries and result aggregation using free local inference via Ollama or the Claude API to handle context beyond standard prompt limits.

egoughnour/massive-context-mcp

Log MCP Server

by thhart

Enables AI assistants to automatically inspect and analyze application runtime log files for debugging and troubleshooting. Supports monitoring multiple log directories simultaneously with tools for listing, reading, searching, and paginating through log files.

thhart/log-mcp

nexus-mcp-ci

by jaggernaut007

Unified MCP server combining hybrid search (vector + BM25 + code graph), structural code analysis, and persistent semantic memory. 15 tools, 25+ languages, <350MB RAM, fully local.

jaggernaut007/nexus-mcp

Google Flights MCP Server

by smamidipaka6

Connects AI agents to Google Flights data, enabling retrieval of flight information, cheapest options, time-filtered flights, and best recommendations.

smamidipaka6/flights-mcp-server

mcp-research

by mabaam

Enables AI assistants to perform comprehensive web research through tiered search, secure URL fetching with markdown conversion, and automated multi-source synthesis pipelines. Provides read-only tools with configurable caching, SSRF protection, and optional LLM-powered summarization for search results and content analysis.

MABAAM/Maibaamcrawler

ffmpeg-mcp-lite

by jasmyname

🎬 Simplify video and audio processing using FFmpeg with MCP-compatible AI. Convert, compress, and edit media through natural language commands.

JasMyName/ffmpeg-mcp-lite