The MCP Trust Index.

AIND Metadata MCP Server

by allenneuraldynamics

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

by solonabot

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

cxg-census-mcp

by maxmlang

Enables LLM agents to query the CZ CELLxGENE Census single-cell atlas with ontology-aware filters, cost caps, and full provenance, allowing natural language questions about cell types, tissues, and gene expression.

MaxMLang/cxg-census-mcp

PostgreSQL MCP Server

by sebcbi1

Enables secure, read-only PostgreSQL database interaction through natural language, with automatic database discovery and connection management.

sebcbi1/mcp-postgresql-server

DrissionPage-MCP-Server

by persist-1

基于 DrissionPage 的模型上下文协议 (MCP) 服务，为 AI 助手提供强大的浏览器自动化能力。

persist-1/DrissionPage-MCP-Server

Git MCP Server

by rriesco

Enables local git operations including commit, branch, push, pull, status, and sync with conventional commit enforcement and branch naming conventions.

rriesco/git-mcp-server

CEDAR MCP Server

by musen-lab

Enables interaction with the CEDAR metadata repository, including fetching templates, searching BioPortal ontology terms, and managing template instances.

musen-lab/cedar-mcp

perplexity-mcp

by 0xhumban

Enables AI assistants to perform web searches and retrieve real-time information using Perplexity AI's Sonar models, with support for multiple search modes and easy integration with MCP clients.

0xHumban/perplexity-mcp

SkillMatch MCP

by jarmstrong158

Claude-powered job fit analyzer that analyzes job fit based on GitHub portfolio, resume, and preferences, tracks applications locally.

jarmstrong158/skillmatch-mcp

flour-ads

by wayy-research

MCP server for managing ad campaigns across Google Ads, Meta, and more. Enables deploying campaigns, checking performance, and managing budgets from terminal or AI assistants.

Wayy-Research/flour-ads

Ookcite Mcp

by turtletech-ehf

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

Global Papers MCP

by auraweon7-ship-it

Unified academic paper search MCP server integrating OpenAlex, Semantic Scholar, CrossRef, and arXiv APIs, enabling Claude to search and analyze over 500 million scholarly papers.

auraweon7-ship-it/global-papers-mcp

mcp-tautulli

by lodordev

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

lodordev/mcp-tautulli

PubChem MCP Server

by sssjiang

Extracts basic chemical information and drug data from the PubChem API. It enables users to retrieve molecular details such as SMILES, IUPAC names, molecular formulas, and synonyms for specific compounds.

sssjiang/pubchem_mcp_server

Agent Feedback Loop

by aiagentkarl

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

codesurface

by codeturion

MCP server that indexes your codebase's public API at startup and serves it via compact tool responses, saving tokens vs reading source files.

Codeturion/codesurface

mcp-server-sros

by mohamedhafez87

Provides tools to view operational state and change configuration of Nokia SR OS devices using pySROS SDK and FastMCP.

mohamedhafez87/mcp-server-sros

unreal-editor-mcp

by tumourlove

Provides build diagnostics and editor log tools for Unreal Engine AI development, enabling Live Coding builds, parsing compile errors, searching/filtering logs, and crash context.

tumourlove/DEPRECATED-unreal-editor-mcp

Skein Toolkit MCP Server

by hendo52

A local MCP SSE server that proxies Cloudflare Workers AI and provides multi-step task orchestration, integrating with LiteLLM to enable AI-assisted development workflows.

Hendo52/skein-toolkit

coze-mcp-server

by coze-dev

A Model Context Protocol server that provides Coze resources and tools for managing workspaces, bots, and conversations.

coze-dev/coze-mcp-server

tf2-wiki-mcp

by yusufaf

Gives LLMs live, accurate access to Team Fortress Wiki content, enabling search, page retrieval, structured weapon stats, patch notes, and other TF2-specific information.

yusufaf/tf2-wiki-mcp

mcp-rss-feed-searcher

by jogesh6895

An MCP server that enables searching across multiple RSS feed sources simultaneously, with support for extensible feed sources and both STDIO and HTTP modes.

Jogesh6895/mcp-rss-feed-searcher

agriculture-mcp-server

by aiagentkarl

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

Zoho Books MCP Server

by kkeeling

Enables AI assistants to manage Zoho Books accounting tasks such as invoices, contacts, expenses, and sales orders through natural language.

kkeeling/zoho-mcp

HK Climate and Weather MCP Server

by hkopenai

Provides access to Hong Kong climate and weather data from the Hong Kong Observatory, including current conditions, forecasts, warnings, tides, and more.

hkopenai/hk-climate-mcp-server

openclaw-upgrade-orchestrator-mcp

by temurkhan13

Safe-upgrade advisor for OpenClaw. Detects current version, checks the deployment against a hand-curated catalog of version-specific known regressions, captures pre-upgrade snapshots, diffs them against post-upgrade state, and emits step-by-step upgrade + rollback guides.

temurkhan13/openclaw-upgrade-orchestrator-mcp

MCP Latin Tools Server

by agu-oli

Provides Latin NLP tools for tokenization, lemmatization, POS tagging, reported speech detection, and LiLa Knowledge Base querying via MCP.

agu-oli/mcp-latin-tools

Quiz Generator AI MCP

by csoai-org

Quiz Generator AI - MCP server providing AI-powered tools and automation by MEOK AI Labs

CSOAI-ORG/quiz-generator-ai-mcp

llm-prices-cn

by szp2005

Daily-verified LLM API pricing dataset (44+ models, CN & global) with a hosted MCP server for live price queries and token cost estimation.

szp2005/llm-prices-cn

mcp-memos

by jkawamoto

Enables creating memos and attaching files to a Memos instance via MCP tools.

jkawamoto/mcp-memos

defuddle-mcp

by nickyhec

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

Hong Kong Government Development, Geography and Land Information MCP Server

by hkopenai

Provides access to government development, geography and land information data through a FastMCP interface, including data on new building plans processed by the Building Authority.

hkopenai/hk-development-mcp-server

paperqa-mcp-server

by menyoung

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

menyoung/paperqa-mcp-server

PGSandbox MCP

by lvtd-llc

PGSandbox MCP is a local Rust MCP server for disposable Postgres databases. It creates tracked database/role pairs, returns scoped sandbox credentials, supports bounded SQL and schema tools, and cleans up expired sandboxes with TTLs.

LVTD-LLC/pgsandbox-mcp

Semrush Universal MCP Server

by universal-mcp

Provides a standardized interface for interacting with Semrush's tools and services through a unified API using the Model Context Protocol.

universal-mcp/semrush

MCP Git Commit Generator

by luicciandev

Analyzes Git repository changes and generates conventional, context-aware commit messages using the Model Context Protocol.

LuiccianDev/mcp_git_commit_generator

Interactive Brokers MCP Server

by jinyiabc

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

everything-mcp

by elis132

The definitive MCP server for voidtools Everything - lightning-fast file search for AI agents.

elis132/everything-mcp

MITRE ATT&CK Mapper MCP

by csoai-org

Enables cyber defenders to query ATT\&CK techniques, list tactics, map incidents to techniques, look up threat actor groups and mitigations, all via the MCP protocol.

CSOAI-ORG/mitre-attack-mcp

paneflow

by arthjean

Local-first Rust/GPUI workspace for running coding agents side by side: real terminal panes, live status, worktree review, read-only MCP, and local orchestration.

arthjean/paneflow

sceptre-mcp-server

by sceptre

MCP server that exposes Sceptre CloudFormation management operations as tools for AI agents.

Sceptre/sceptre-mcp-server

Ableton MCP

by keigotak

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

Omada Identity MCP Server

by omadaidentity

Connects MCP clients like Claude Desktop and GitHub Copilot to Omada Identity Governance, enabling identity, resource, and access request queries through OData and GraphQL APIs with automatic OAuth authentication.

OmadaIdentity/omada-mcp-server

Polymarket MCP Server

by derekkucera

Enable Claude to autonomously trade, analyze, and manage positions on Polymarket with 45 comprehensive tools, real-time WebSocket monitoring, and enterprise-grade safety features.

derekkucera/polymarket-mcp-server

Selenium MCP Server

by phungxuananh

An MCP server for web automation using Selenium WebDriver, enabling AI assistants to navigate, interact with elements, take screenshots, and manage browser storage.

PhungXuanAnh/selenium-mcp-server

Dialpad Universal MCP Server

by universal-mcp

Enables interaction with Dialpad's tools and services through a unified API, allowing users to manage communications via natural language.

universal-mcp/dialpad

EXIF MCP Server

by nextframedev

Inspect and remove EXIF metadata locally through MCP tools. Supports reading EXIF, detecting GPS, summarizing privacy risks, and stripping EXIF from images.

nextframedev/exif_mcp_server

Animagine MCP

by gabrielalmir

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

BitFlux MCP Server

by bitflux-ai

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

vikunja-mcp

by belkirill

Opinionated MCP Server for Vikunja

BelKirill/vikunja-mcp