The MCP Trust Index.

gingsisi/AgentsHive

by gingsisi

DescriptiShared knowledge cache for AI agents — cache-first search saves tokens and avoids redundant web searches. Cross-agent deduplication with trust scoring. Human Bridge for blocked/paywalled content. MCP-native (FastMCP), ChromaDB-backed. 3 tools: agenthive_search, agenthive_contribute, agenthive_stats.

gingsisi/AgentsHive

social-platform-MCP

by pxc1130

pxc1130/social-platform-MCP

niscope-mcp

by ymzds

Enables AI assistants to directly control NI oscilloscopes (e.g., PXIe-5160/5164/5110) through the Model Context Protocol, including waveform acquisition, measurement, and configuration.

YMZDS/niscope-mcp

LinkedIn Outreach MCP Server

by csoai-org

AI-powered content generation for LinkedIn outreach, helping sales teams and recruiters craft personalized connection requests, InMails, posts, comments, and multi-touch outreach sequences. It's a content assistant that generates text for human review and manual sending, fully compliant with LinkedIn's Terms of Service.

CSOAI-ORG/linkedin-outreach-mcp

mcp-deploy-intel

by vellankikoti

Provides Kubernetes deployment intelligence with typed query tools and AI-synthesized risk briefs, enabling users to list workloads, get detailed snapshots, query Prometheus metrics, record deployment history, and generate risk assessments before promoting to production.

vellankikoti/mcp-deploy-intel

IP Geolocation MCP Server

by briandconnelly

IP Geolocation Server for MCP

briandconnelly/mcp-server-ipinfo

File System MCP Server

by saikiran2412

An MCP server that exposes filesystem operations — listing directories, reading, writing, and searching files — as tools an LLM can discover and invoke at runtime.

Saikiran2412/file_system_mcp_server

mcp-binance-futures

by muvon

MCP server for Binance USDT-M Futures trading — exposes tools for market data, account state, order management, and position/margin control.

Muvon/mcp-binance-futures

PBIFORGE

by twilize5

PBIForge — Power BI .pbix generator MCP server generate .pbix files from dashboard image and prompts using a local hosted llm

twilize5/reportforge

mcp-server-starter

by roderickch01

A skeleton MCP server in Python for exposing custom tools (e.g., echo, add) to MCP-compatible clients like Claude Desktop.

roderickch01/mcp-server-starter

NarratorDB

by williamjnsson

Local-first long-term memory database for AI systems, providing SQLite FTS5/BM25 retrieval and optional SentenceTransformer embeddings via MCP server.

WilliamJnsson/NarratorDB

eos-mcp

by shigechika

MCP server for Arista EOS device operations via eAPI, enabling show commands, config push, and tech-support collection.

shigechika/eos-mcp

Restaurant AI MCP Server

by csoai-org

Provides hospitality intelligence tools for restaurant optimization, including menu profitability analysis, food cost calculation, reservation management, review sentiment analysis, and allergen checking.

CSOAI-ORG/restaurant-ai-mcp

Xentral MCP HTTP Server

by matthiashuebner

Enables integration with Xentral ERP system through a Model Context Protocol server, providing 100+ tools for managing daily ERP workflows like customer searches, orders, and other business operations.

matthiashuebner/xentral-mcp

cinii-mcp

by ckgerteis

Enables querying Japan's national academic database, CiNii Research, for articles, books, dissertations, KAKEN projects, and researcher profiles via seven MCP tools.

ckgerteis/cinii-mcp

BridgeMCP

by arsie-codes

A Python framework for building MCP servers that makes it simple to expose application data and actions to AI clients like Claude Desktop, Cursor, and VS Code through the Model Context Protocol. It wraps protocol handling behind a clean, decorator-based API allowing focus on business logic.

Arsie-codes/bridgemcp

YFinance MCP Server

by barvhaim

Provides financial data from Yahoo Finance via MCP, enabling AI agents to access real-time stock info, historical prices, financial statements, and market analysis.

barvhaim/yfinance-mcp-server

Aristotle MCP Server

by septract

An MCP server that wraps Aristotle's automated theorem prover for Lean 4, allowing AI assistants to fill in proofs, verify lemmas, and formalize natural language into Lean code.

septract/lean-aristotle-mcp

camoufox-mcp

by rlgrpe

Enables browser automation with anti-detection features, including navigation, interaction, form filling, and session management.

rlgrpe/camoufox-mcp-python

voxcpm-mcp

by olgtx303

Enables text-to-speech synthesis and voice cloning using VoxCPM2 diffusion model from within Claude Code.

OLGTX303/voxcpm-mcp

Telegram MCP Bridge

by boltholds

Provides read-only access to a user's Telegram account via MTProto, enabling chat listing, message retrieval, search, and context fetching.

boltholds/Telegram_MCP_Bridge

Frankfurter Forex MCP

by lcfranca

An MCP server that provides currency rates, conversions, and historical exchange-rate data using the Frankfurter API. It enables users to retrieve latest rates, convert amounts between currencies, and access time-series data for currency pairs.

lcfranca/frankfurter-forex-mcp

DocuSign MCP Server (patched)

by mingyangsun-sketch

Provides DocuSign eSignature operations via JWT Grant for headless AI agents, enabling envelope management, document signing, and template access through MCP tools.

mingyangsun-sketch/docusign-mcpserver

Synapse

by alexsh88

A self-hosted, temporal knowledge-graph memory for AI coding agents — shared across projects, queryable across time, written and read via MCP by any Claude Code session.

alexsh88/synapse

Time Series Quant Finance MCP Server

by ahnemer

An MCP server that calculates technical analysis indicators for stock tickers using yfinance and pandas-ta, providing real-time financial data and quantitative analysis tools for LLMs.

AHNEMER/Stock-analysis-MCP-server

rcsb/rcsb-mcp

by rcsb

Enables discovery, inspection, and cross-referencing of Protein Data Bank structures through three RCSB APIs: search, data, and sequence coordinates.

rcsb/rcsb-mcp

MCP Demo SQLite Weather

by souviks22

Enables querying a local SQLite database and fetching live weather data through a single MCP server, allowing GPT-4o to perform cross-tool tasks like finding top customers and checking weather in their cities.

souviks22/mcp

Trust Chain MCP

by csoai-org

Manages trust chains and attestations with built-in EU AI Act compliance.

CSOAI-ORG/trust-chain-mcp

MedAdapt Content Server

by iflow-mcp

A specialized MCP server for Claude Desktop that enhances AI-assisted medical learning by fetching and processing educational resources from PubMed, NCBI Bookshelf, and user-provided documents.

iflow-mcp/medadapt-content-server

MCP Server Kalshi

by solenyaresearch0000

A Model Context Protocol (MCP) server for the Kalshi prediction market trading platform. It provides automated access to market data, order management, and portfolio operations through Kalshi's REST API.

solenyaresearch0000/kalshi-MCP

weather-ai-mcp

by csoai-org

A weather intelligence MCP server providing current conditions, forecasts, historical data, agricultural alerts, and severe warnings.

CSOAI-ORG/weather-ai-mcp

nexrad-mcp

by gm2211

Enables AI clients to query raw NEXRAD Level II dual-pol radar data at any point, decoding actual volume data for detailed analysis like reflectivity, velocity, and correlation coefficient.

gm2211/nexrad-mcp

MCP Image Recognition Server

by glasses666

Enables image analysis and recognition through multiple LLM vision models (Gemini, GPT-4o, Qwen-VL, Doubao) by accepting image URLs or Base64 data and returning text descriptions or answers to questions about the images.

glasses666/mcp-image-recognition-py

storedge-mcp

by sanjibani

MCP server for StorEdge self-storage management platform, enabling agents to manage tenants, units, leads, billing, insurance, tasks, and move-in/out pipelines via natural language.

sanjibani/storedge-mcp

swiss-qr-bill-mcp

by dmikushin

Enables AI agents to generate, validate, decode, and verify Swiss QR payment slips, with all file writes confined to a specified output directory.

dmikushin/swiss_qr_payment

studio-state

by dkf2studios

A stateless MCP server for AI film and video production that tracks project state, shot status, and updates, enabling consistent characters and continuity across generative video tools.

dkf2studios/studio-state-public

Google Workspace MCP Server

by wrik0

A hardened, safety-first Google Calendar MCP server enabling AI agents to read and manage calendars with strict data isolation and runtime security limits.

wrik0/gws-workspace-agent

csv-mcp-server

by navneet1710

Enables Claude to directly access, query, and analyze local CSV files using natural language, keeping data private and local.

Navneet1710/csv_mcp_server

PersonalizationMCP

by yangliangwei

Enables AI assistants to access and interact with personal data from platforms like Steam, YouTube, Bilibili, Spotify, and Reddit for personalized, context-aware interactions.

YangLiangwei/PersonalizationMCP

mcp-websearch

by deeprave

Enables web search capabilities using DuckDuckGo's free API without requiring authentication or API keys.

deeprave/mcp-websearch

seo-monster

by avansaber

SEOMonster: a local, user-credential-driven MCP server for SEO workflows over Google Search Console, GA4, PageSpeed Insights, and Cloudflare. Read-first, open source.

avansaber/seo-monster

Google Maps Platform MCP Server

by neutrollized

Provides MCP tools for Google Maps services including directions, geocoding, distance matrix, and places search.

Neutrollized/google-maps-mcp-server

mcporter-bridge

by citrus086

Bridges a local mcporter registry into a single MCP server, enabling clients like Codex and Claude to list, inspect, and call tools from multiple MCPs with lazy loading.

Citrus086/mcporter-bridge

demo-app-mcp-prestamo

by dponcedeleonf

MCP server demo by Banco D that shows a loan application interactive widget across six steps, demonstrating three levels of agent visibility (full, result-only, and hidden) per MCP Apps (SEP-1865). It enables users to simulate a loan request with plan selection, PIN authorization, and disbursement while controlling what the agent sees.

dponcedeleonf/demo-app-mcp-prestamo

skill-retrieval-mcp

by jaycheng113

Enables AI agents to search and retrieve over 89K skills on-demand at runtime, eliminating the need to manually install skills upfront.

JayCheng113/skill-retrieval-mcp

sbinfo

by reallygood83

MCP server for querying Korean school budget, unit projects, and special plans through the School Alert (학교알리미) open data API.

reallygood83/sbinfo

biosamples-mcp

by rithvik318

Validates biological sample metadata against ENA checklists, recommends appropriate checklists, and retrieves checklist field definitions via MCP tools.

rithvik318/biosamples-mcp