The MCP Trust Index.

joongna-mcp

by iamkw0n

MCP server to search and view details of Joongna (Korean second-hand marketplace) listings, including market price summaries.

iamkw0n/joongna-mcp

ScriptFlow MCP Server

by yanmxa

ScriptFlow is a script workflow management system that transforms complex, repetitive AI interactions into persistent, executable scripts that can be managed, version-controlled, and reused across sessions.

yanmxa/scriptflow-mcp

nats-channel-mcp

by except-pass

Bridges NATS pub/sub into Claude Code sessions, enabling agents to receive and respond to NATS messages as channel tags with a reply tool.

except-pass/nats-channel-mcp

mcp-lab-agent

by wesley-gomes93

Autonomous QA testing MCP server that analyzes, fixes, and learns from test failures. Integrates with IDE and Slack to provide cause and fix in plain language.

Wesley-Gomes93/qa-lab-agent-mcp

code-mode-toon

by ziad-hsn

A lightweight Model Context Protocol (MCP) orchestrator designed for efficiency at scale. It features TOON compression (reducing token usage by 30-90%) and Lazy Loading, making it the ideal solution for complex, multi-tool agentic workflows.

ziad-hsn/code-mode-toon

mpv

by arijit-gogoi

Control mpv media player playback, playlists, YouTube streaming, and downloads via AI agents.

arijit-gogoi/mpv-mcp-server

signal-mcp

by daanrongen

MCP server for Signal via signal-cli that enables sending and receiving messages, managing contacts and groups, and reacting over stdio.

daanrongen/signal-mcp

personal-mcp

by buyoung

MCP server that bridges coding agents (Claude Code, Codex, Gemini CLI) via ACP for pair programming, enabling agents to consult each other as tools.

buYoung/mcp

Discord Analysis MCP

by webhead2oo9

Enables LLMs to read and write Discord messages, search content, and compute channel statistics via a Discord bot.

webhead2oo9/DiscordMCP

excel-mcp

by az-coder-123

An MCP server for performing Excel file operations including read, write, and manipulation, with enterprise security features and VS Code integration.

az-coder-123/excel-mcp

yandex-mcp

by fall-out-bug

Enables LLM agents to interact with Yandex Tracker (and future Yandex services) using per-user credentials instead of a shared org-wide token, supporting both single-user and multi-user modes.

fall-out-bug/yandex-mcp

Datris MCP Server

by datris

MCP server with 32 tools for ETL ingestion, AI-generated data quality rules, AI transformations, vector search, and natural-language SQL. Works across Postgres, MongoDB, Kafka, S3/MinIO, HashiCorp Vault, and five vector stores (Qdrant, Weaviate, Milvus, Chroma, pgvector).

datris/datris-platform-oss

DB Explorer MCP

by 851-labs

Enables connecting to any SQL database, exploring schemas, running queries, and visualizing results with interactive charts from Claude Desktop.

851-labs/db-explorer-mcp

Network AI

by jovancoding

Multi-agent swarm orchestrator for AI workflows. Exposes blackboard read/write, agent dispatch, permission gating (AuthGuardian), token budget enforcement (FederatedBudget), and audit log tools over MCP. Supports 14 AI framework adapters including LangChain, AutoGen, CrewAI, Codex, and A2A — mix any frameworks in one swarm with race-condition-safe shared state.(Traffic light for agents)

Jovancoding/Network-AI

mssql-onpremises

by dnldelarosa

Enables AI assistants to connect to on-premises SQL Server databases using natural language for queries, schema management, and data operations.

dnldelarosa/mssql-mcp-onpremises

multi-gmail-mcp

by gx-55

Lets Claude Desktop manage multiple Gmail accounts simultaneously, supporting search, read, send, reply, and label organization via MCP tools.

gx-55/multi-gmail-mcp

Skill Loader MCP Server

by goldzulu

Enables discovering, fetching, validating, and converting Claude skills from the skills.sh marketplace and GitHub repositories.

goldzulu/skill-loader-mcp-server

searxng-mcp

by baadir

An MCP server that wraps a local SearXNG instance to provide private, customizable web search capabilities. It enables AI assistants to perform queries with support for specific parameters like results limits, language, and time ranges.

baadir/searxng-mcp

calc-mcp

by coo-quack

21 tools for things AI is bad at — deterministic math, cryptographic randomness, date arithmetic, hashing, encoding, unit conversion, and more.

coo-quack/calc-mcp

bitbucket-mcp-server

by fnops

MCP server for Bitbucket Cloud that enables AI agents to manage repositories, branches, pull requests, and deployments via typed tools.

fnops/bitbucket-mcp-server

temporal-mcp

by stevekinney

Provides AI agents with read-only access to Temporal infrastructure through 28 tools, plus an Agent Skill with expert guidance for writing correct Temporal code.

stevekinney/temporal-mcp

polyg-mcp

by captain-jay29

A multi-graph memory MCP server that traces cause-effect chains across semantic, entity, temporal, and causal graphs to answer 'why' questions with confidence-scored paths, enabling agents to reason beyond simple similarity retrieval.

Captain-Jay29/polyg-mcp

Operaton MCP

by operaton

Exposes over 300 Operaton BPM REST operations as tools for AI agents to interact with the Operaton engine. It enables managing process deployments, instances, user tasks, and decision tables through natural language commands.

operaton/operaton-mcp

PostgreSQL MCP

by antonygold59

Provides AI-driven PostgreSQL database management with secure OAuth 2.1 authentication, enabling users to administer, monitor, and query databases with support for extensions like pgvector, PostGIS, and pg_cron.

antonygold59/postgresql-mcp

fleet-intelligence-mcp-server

by rohit-bharmal

Connects an LLM to your fleet of clusters via ACM or Multicluster Global Hub, enabling queries about fleet health, unhealthy clusters, and detailed cluster conditions.

rohit-bharmal/fleet-intelligence-mcp-server

browser-inspector-mcp

by betson-g

Gives AI coding tools access to the CSS cascade the way DevTools does — which rules matched, which won, where each came from.

betson-g/browser-inspector-mcp

OilPriceAPI

by oilpriceapi

Real-time and historical oil, gas, and commodity prices. 40+ energy commodities including Brent Crude, WTI, Natural Gas, LBMA Gold/Silver, EU Carbon, and refined products. Get current prices, compare commodities, view market overviews, and access historical data — all through natural language. Used by energy traders, fintech companies, and researchers worldwide.

OilpriceAPI/mcp-server

logicstamp-mcp

by logicstamp

MCP server that provides AI assistants with structured access to codebases via LogicStamp Context, enabling component analysis, dependency graphs, drift detection, and token-optimized context delivery.

LogicStamp/logicstamp-mcp

Swedish Data Protection MCP

by ansvar-systems

Query Swedish data protection data — regulations, decisions, and requirements from IMY — directly from Claude, Cursor, or any MCP-compatible client.

Ansvar-Systems/swedish-data-protection-mcp

Nunchi Translator MCP

by jclee941

Analyzes ambiguous Korean chat messages by interpreting nuance, emotional tone, and context, and suggests appropriate replies for social situations like apology, refusal, or setting boundaries.

jclee941/nunchi-translator-mcp

telegram-user-mcp

by kobihaz

An MCP server that connects to Telegram as your real user account and exposes read-only tools to read and search messages, list chats and folders, inspect group info, and download media.

KobiHaz/telegram-user-mcp

MCP BigQuery Server

by rodneyelmore

Production-ready MCP server for BigQuery that translates natural language questions to SQL, executes queries securely, and delivers results via stdio or HTTP for integration with GitHub Copilot, Power BI, and web applications.

rodneyelmore/bigquery-mcp-server

mcp-local-gateway

by songlei75

Minimal MCP server exposing a single tool, run_date, to execute the local date command via a Streamable HTTP endpoint.

SongLei75/homelab_mcp

kvant-binance-mcp

by karakushan

Custom MCP server for Binance Futures, providing market data, trading, and quant tools.

karakushan/kvant-binance-mc

bible-mcp

by tuxr

MCP server for Bible verse lookup, search, and navigation, supporting multiple translations and books including Apocrypha.

tuxr/bible-mcp

Greenlight

by bigph00t

Visual status indicator that displays colored terminal backgrounds to signal AI work progress states

bigph00t/greenlight

StyleTrace

by agenticbridge

Analyzes website references, images, screenshots, and HTML snippets to produce a design brief with style constraints, and reviews generated HTML against those constraints.

AgenticBridge/style-trace

impart-mcp

by j3n5en

An agent orchestration layer that wraps expert agents as MCP tools, enabling integration with Claude Desktop, Cursor, and other MCP-compatible environments.

J3n5en/impart-mcp

claude-cost-mcp

by firstshout

Estimates Claude API token counts, per-model cost, and prompt-caching break-even without an API key or network.

firstshout/claude-cost-mcp

GooodBilling

by gooodbilling

Lets AI agents create estimates/invoices, manage customers, and track payments on GooodBilling — a Japanese qualified-invoice (インボイス制度) compliant billing cloud.

gooodbilling/mcp-server

tideline

by earththing

MCP server that provides tide predictions, station lookup, and tidal event alerts for US coastal locations using live NOAA data.

Earththing/Moon_and_Tides

codex-cli-mcp

by nayagamez

Bridges OpenAI Codex CLI to any MCP client, allowing headless Codex sessions via tools like codex and codex-reply.

nayagamez/codex-cli-mcp

RouteKit - Route Optimization API for Brazil

by luisbretasjr

Route optimization API for Brazil. Calculate driving routes, distance matrices, and optimize multi-stop deliveries with real road network data. Free tier: 50 calls/month.

luisbretasjr/routekit-mcp

Roblox Studio Ultimate MCP Server

by jundayoo

A comprehensive MCP server providing 41 tools for complete Roblox Studio control, enabling safe script editing with syntax checking, instance manipulation, and backup features directly from Claude Code or any MCP-compatible AI assistant.

jundayoo/roblox-studio-ultimate-mcp

hectortemich/deonpay-mcp-server

by hectortemich

Talk to your DeonPay merchant account from any MCP-compatible AI host. Enables reading transactions, creating payment links, inspecting subscriptions, and more.

hectortemich/deonpay-mcp-server

glin-profanity-mcp

by glincker

Content moderation and profanity detection MCP server with 19 tools, 24 language support, leetspeak/Unicode obfuscation detection, context-aware analysis, batch processing, and user tracking for AI-powered content safety.

glincker/glin-profanity

WAF MCP Server

by kratosuae

Enables AI assistants to monitor, analyze, and configure OWASP ModSecurity CRS via Docker, with tools for overview, drill-down, and rule/IP management.

KratosUAE/waf_mcp

Perceptron Vision MCP Server

by perceptron-ai-inc

A vision MCP server that gives MCP-compatible agents direct access to Perceptron's Isaac model family for visual question answering, captioning, OCR, and object detection over images and videos.

perceptron-ai-inc/mcp-server

Sales Explorer

by tpiros

A minimal MCP server that demonstrates an interactive bar chart UI for sales data exploration, enabling drill-down by clicking a region without requiring additional model turns.

tpiros/mcp-apps

secureaudit-mcp

by rev2ret

An AppSec-focused MCP server that performs static analysis scans on C/C++ source code for memory-safety vulnerabilities and parses compiled PE/ELF binary headers locally to audit active defensive compiler mitigations (ASLR, DEP/NX, PIE).

rev2ret/SecureAudit-MCP