The MCP Trust Index.

OpenWeatherMap MCP Server

Provides access to real-time weather data, 5-day forecasts, and air quality information for any city using the OpenWeatherMap API.

mattiaperi/openweathermap-mcp-server

knitli/codeweaver

Semantic code search built for AI agents. Hybrid, AST-aware, context for 166 languages.

knitli/codeweaver

Browser History Analysis

Analyzes local Firefox and Chrome browser history to provide productivity insights, browsing pattern analysis, and session categorization across 12+ domains with focus scoring and research session detection.

mixophrygian/browser_history_mcp

QMYZ-MCP

An MCP server for the Qingma Yizhan (青马易战) platform that provides automated quiz-answering capabilities. It enables users to retrieve course lists, fetch question details, and submit answers through a unified model context interface.

shibig666/QMYZ-MCP

gmail-mcp

A Model Context Protocol server that enables full management of Gmail accounts, including messages, threads, labels, and drafts. It leverages the Gmail API to allow searching, sending, and organizing emails via secure OAuth2 authentication.

dedalus-labs/gmail-mcp

aip-identity

MCP server for AI agent identity — verify agents with Ed25519 signatures, check trust scores, sign and verify content, exchange encrypted messages. Built on the Agent Identity Protocol (AIP).

The-Nexus-Guard/aip-mcp-server

Asgardeo MCP Server

MCP server to interact with your Asgardeo organization through LLM tools

asgardeo/asgardeo-mcp-server

Axom MCP Server

Provides persistent SQLite-based memory and unified tool abstraction for AI agents to support long-term context and complex tool chaining. It enables automated code analysis, file operations, and environment discovery through a standardized interface.

PugzUI/axom-mcp

mcp-skill-server

Build agent skills where you work — write a script, add a SKILL.md, and use it in Claude Code/codex/Cursor immediately. The same fixed entry point that runs locally deploys to production without a rewrite.

jcc-ne/mcp-skill-server

goose_mcp

An attempt at MCP servers for Goose

Jay4242/goose_mcp

🧳 MCP Travel Desk — A Minimal MCP Client & Server Demo

This project demonstrates how to build a minimal MCP server using the `mcp` Python SDK and connect it to Claude Desktop as a client. It simulates a simple Travel Desk system with tools to submit, view, and track employee travel requests — all accessible directly from Claude's interface.

ChaitanyaK77/MCP-Client-and-Server-Demo

MCP Server

mcp server

plusplusoneplusplus/mcp

Oracle Context MCP Server

Provides AI agents with secure, natural-language access to Oracle Cloud Infrastructure through 69 tools covering services like compute, storage, networking, and databases. It features deep IAM integration and supports deployment across platforms like Claude Desktop, Cursor, and OCI Generative AI.

Dennesssy/oci-context-mcp

Anthropic Model Context Protocol (MCP) Server with Ollama Integration

Model Context Protocol (MCP) server integrated with an external inference service (e.g., Ollama/Gemma3) via middleware.

jorgesandoval/simple-mcp-server

TestRail MCP Server

An mcp server for testrail

sker65/testrail-mcp

drunk-mcp-proxy

A dynamic proxy server that enables users to manage and access multiple MCP backend servers through a single, unified interface. It supports both static and runtime server configuration with persistent storage and works with HTTP and SSE transports.

baoduy/drunk-mcp-proxy

Salesforce MCP Server

Enables interaction with Salesforce orgs to perform operations like querying data with SOQL, managing records, and executing Apex code. It provides configurable access levels and support for both standard and Tooling APIs via natural language interfaces.

mintmcp/salesforce-mcp

mcp-docmost

An MCP server for the Docmost documentation platform that enables managing pages, spaces, and comments through natural language. It supports content search, page exports, and revision history tracking within the Docmost workspace.

cyborgx0x/mcp-docmost

AIND Metadata MCP Server

Provides access to Allen Institute for Neural Dynamics (AIND) metadata and data assets through MongoDB queries, aggregation pipelines, NWB file exploration, and AI-powered data summaries.

AllenNeuralDynamics/aind-metadata-mcp

BlenderMCP

An MCP server that enables AI models to directly control Blender for 3D modeling, scene manipulation, and material management through natural language. It supports advanced workflows including Python code execution, viewport visualization, and integration with external asset libraries like Poly Haven and Hyper3D.

SolonaBot/blender-mcp

screaming-frog-mcp

MCP server for Screaming Frog SEO Spider headless crawls without GUI. 8 tools for crawling sites, exporting data, and managing crawl storage. Cross-platform (Mac + Windows). Forked from bzsasson/screaming-frog-mcp with 6 critical bug fixes.

marykovziridze/screaming-frog-mcp

Bear App MCP

An MCP server for Raindrop.io

sachin-philip/bear-app-mcp

Vision MCP

Enables image analysis and understanding using Vision Language Models through OpenAI-compatible APIs. Supports analyzing images from URLs or local files with custom prompts.

i-richardwang/Vision-MCP

mcpcap/mcpcap

An MCP server for analyzing PCAP files.

mcpcap/mcpcap

Rememb

Persistent memory for AI agents with sectioned entries (project/user/context/etc), semantic search, CLI, and per-project scope. Local JSON, zero config, no server required.

LuizEduPP/Rememb

🚀 OpenAPI to MCP Server Code Generator

OpenAPI to MCP Server Code Generator

cnoe-io/openapi-mcp-codegen

mcp-context-protector

A security wrapper for MCP servers that provides trust-on-first-use pinning, guardrail scanning, and protection against prompt injection attacks. It acts as an intermediary layer to ensure universal compatibility and secure enforcement of server configurations across various MCP host applications.

trailofbits/mcp-context-protector

Excel MCP Server

Enables reading and writing of values, formulas, and formatting in Microsoft Excel files including .xlsx and .xlsm formats. It supports sheet management, table creation, and provides Windows-exclusive features like live editing and screen capture.

Samcil/excel-mcp-server

Ookcite Mcp

Validate DOIs against a real citation database, format references in 2900+ CSL styles (APA, IEEE, Chicago, Nature, etc.), and catch hallucinated academic references before they reach your paper or documentation or pitch deck. Manage citation collections, import/export BibTeX, and batch-process references. 29 tools. One command to install: npx @turtletech/ookcite-mcp setup.

TurtleTech-ehf/ookcite-mcp

mcp-tautulli

A single file simple MCP server tracking 11 relevant tautulli metrics.

lodordev/mcp-tautulli

Agent Feedback Loop

Enables agents to report and query performance metrics to build a community-driven quality database for MCP tools. This server helps agents discover and select the most reliable tools based on success rates and user-reported quality scores.

AiAgentKarl/agent-feedback-mcp-server

Blocksworld Simulation MCP Server

Enables LLMs to interact with the Blocksworld Simulation to perform block manipulation actions, query real-time state, and verify multi-step plans. It bridges the Model Context Protocol with the simulation's REST API for AI planning research and agent development.

hsu-aut/blocksworld_mcp-server

HarmonyOS MCP Server

MCP server for manipulating HarmonyOS next devices.

XixianLiang/HarmonyOS-mcp-server

agriculture-mcp-server

MCP server for agriculture and farming data. 8 tools: soil conditions (temperature, moisture), crop weather forecasts, historical climate data (NASA POWER, since 1981), global agriculture statistics (World Bank, 20+ indicators), and food product database (Open Food Facts, 3M+ products). All APIs free, no keys required.

AiAgentKarl/agriculture-mcp-server

defuddle-mcp

An MCP server that extracts clean Markdown or HTML content from web pages by stripping away ads, navigation, and clutter. It offers tools to process URLs or raw HTML, returning structured metadata alongside the main article content.

NickyHeC/defuddle-mcp

paperqa-mcp-server

Give Claude the ability to read, search, and synthesize across your entire PDF library. Built on PaperQA2.

menyoung/paperqa-mcp-server

flyte-mcp

Provides AI assistants with accurate Flyte V2 knowledge, patterns, and plugin information to help developers write correct Flyte code. It enables tasks like learning the V2 API, finding examples, selecting plugins, and migrating V1 code to V2.

andreahlert/flyte-mcp

Engram

Headless geometric memory engine for AI agents — no Vector DB, no cloud, no API key. Store and retrieve by meaning using native Vector Symbolic Architecture (NVSA) math over O_DIRECT NVMe mapping. Runs entirely on your machine via MCP.

staticroostermedia-arch/engram

gleanwork/mcp-server

Shared utilities for MCP server packages

gleanwork/mcp-server

Interactive Brokers MCP Server

Enables interaction with Interactive Brokers via the TWS API or IB Gateway to manage accounts, retrieve market data, and execute trades. It supports features like real-time market data, historical data queries, and order management for stocks and options.

jinyiabc/ibkr-mcp

Hooktheory MCP Server

Enables AI agents to interact with the Hooktheory API for chord progression generation, song analysis, and music theory data retrieval.

gabguerin/hooktheory-mcp

Ableton MCP

Enables natural language control over Ableton Live for generating musical patterns, melodies, and full song arrangements. It also provides tools for sample searching and mixing assistance through an OSC-based connection with Claude Desktop.

keigotak/AbletonMCP

sema

Content-addressed vocabulary protocol: 452 cognitive patterns with cryptographic identity. Agents sharing a handle (e.g. StateLock#5602) provably share meaning — mismatched vocabularies halt rather than silently drift.

emergent-wisdom/sema

TOON Parse

Reduces LLM context by removing code comments and converting data formats to compact TOON notation.

ankitpal181/toon-parse-mcp

Animagine MCP

A FastMCP server for the Animagine XL 4.0 image generation experience that provides tools for prompt validation, optimization, and explanation. It also enables the management of local checkpoints and LoRAs to streamline diffusion workflows and ensure consistent prompt structure.

gabrielalmir/mcp-animaginexl

automcp

Easily convert tool, agents and orchestrators from existing agent frameworks to MCP servers

NapthaAI/automcp

BitFlux MCP Server

Enables users to analyze data from BitFlux-enabled AWS EC2 instances and AWS pricing APIs to determine optimal instance types for their workloads. It provides recommendations by comparing instance usage statistics with current AWS pricing and resource offerings.

bitflux-ai/bitflux_mcp

safeagent-token-safety

Token safety oracle for AI agents. Honeypot detection, 17 scam pattern checks, LP lock verification across 6 EVM chains. Score 0-100 with risk flags. ERC Token Safety Score standard.

Aigen-Protocol/erc-token-safety-score

Big Brother MCP - AI Snitch Honeypot 👁️🍯

A Model Context Protocol (MCP) server designed as a honeypot to catch AI systems that automatically try to report users to law enforcement agencies.

angrypenguinpng/big-brother-mcp

Time MCP

A time processing tool for the Model Context Protocol that provides features for retrieving current time, performing calculations, and converting timezones. It supports global timezones and automatically recognizes various timestamp and date formats.

xbsheng/time-mcp