The MCP Trust Index.

MCP Vertica

by nolleh

MCP server for Vertica

nolleh/mcp-vertica

DataLabel MCP Server

by liuxiaotong

Integrates data labeling workflows with AI IDEs via 12 tools, 6 resources, and 3 prompt templates, enabling LLM-assisted pre-labeling, inter-annotator agreement analysis, and conflict adjudication.

liuxiaotong/data-label

FinClaw

by ilyasfardaouix

MCP server that provides AI agents with financial tools including real-time quotes, backtesting, technical analysis, and multi-exchange data via a simple CLI interface.

IlyasFardaouix/finclaw

MLflow MCP Server

by yesid-lopez

Enables AI assistants to interact with MLflow experiments, runs, and registered models. Supports browsing experiments, retrieving run details with metrics and parameters, and querying the model registry through natural language.

yesid-lopez/mlflow-mcp-server

Godot RAG MCP Server

by weekitmo

Provides access to Godot engine documentation through a Retrieval-Augmented Generation (RAG) system using ChromaDB. It enables users to query processed Godot documentation and technical chunks for development assistance within MCP-compatible environments.

weekitmo/mcp_godot_rag

MCP Selenium Grid

by catchnip

Enables browser automation by managing Selenium Grid browser instances (Chrome, Firefox, Edge) in Docker or Kubernetes environments. Provides secure, scalable browser control for AI agents and testing workflows.

CatchNip/mcp-selenium-grid

mcp-subconscios

by subconscious-ai

Run conjoint experiments and causal research through AI powered behavioral simulations

Subconscious-ai/ghostshell

Memphora

by memphora

Adds persistent memory to AI assistants by connecting to the Memphora cloud platform, allowing them to store and recall facts across conversations. It enables tools for searching memories, extracting insights, and maintaining long-term user context and preferences.

Memphora/memphora-mcp

MLB Stats Server

by etweisberg

Provide structured access to Major League Baseball statistics through an MCP server. Query and retrieve detailed baseball data including statcast, fangraphs, and baseball reference stats. Generate visualizations and integrate seamlessly with MCP-compatible clients for enhanced baseball analytics.

etweisberg/mlb-mcp

Gym MCP Server

by agentring

Expose any Gymnasium environment as an MCP server, automatically converting the Gym API into MCP tools that any agent can call via standard JSON interfaces.

AgentRing/gym-mcp-server

Gigaplexity MCP

by alexsvdk

MCP server that transforms GigaChat into a search tool, enabling web search, deep research, and step-by-step reasoning through natural language queries.

alexsvdk/gigaplexity-mcp

code-graph-rag

by vitali87

The ultimate RAG for your monorepo. Query, understand, and edit multi-language codebases with the power of AI and knowledge graphs

vitali87/code-graph-rag

Buva EcoStream MCP Server

by kalmma

Enables controlling and monitoring a Buva EcoStream WTW ventilation unit via natural language, including reading air quality data and adjusting fan settings.

kalmma/buva-ecostream-mcp

mcpcap

by sentry-official

A modular MCP server for analyzing PCAP files using protocol-specific analysis tools, enabling LLMs to read and analyze network packet captures from local paths or remote URLs.

sentry-official/mcp-cap-internal

DataCheck

by liuxiaotong

Multi-dimensional data quality validation and statistical anomaly detection for LLM training data, with auto-fix pipeline and MCP tools for AI IDE integration.

liuxiaotong/data-check

dk-eli-mcp

by matematicsolutions

Provides access to Danish legislation from Retsinformation.dk, enabling retrieval of act metadata, full text, and recent changes with verifiable citations.

matematicsolutions/dk-eli-mcp

Commodore 64 Ultimate Computer MCP Server

by xphileby

Enables control and interaction with Commodore 64 Ultimate Computer devices through their REST API, allowing users to play SID/MOD files, load and run programs, manage disk images, configure settings, and control the C64 machine through natural language.

xphileby/c64u-mcp-server

Stomped

by remikg

An autonomous DFIR agent that hunts timestomping and rename/move laundering on the SANS SIFT Workstation, driven by Claude Code, with a read-only architecture and self-correcting triage loop using the USN change journal.

RemiKG/stomped

UniFi MCP Server

by midwestmountaineer

Enables AI assistants to manage and monitor UniFi Network Controllers through natural language. Provides 25 read-only tools for discovering devices and clients, viewing security configurations, analyzing network statistics, and exporting configuration data.

MidwestMountaineer/Unifi-MCP-Server

BugBounty Security Scanner

by gokulapap

Integrates 90+ security tools including Nuclei, Subfinder, Nmap, SQLMap, and OSINT platforms like Shodan and VirusTotal to provide comprehensive bug bounty hunting and penetration testing capabilities with built-in safety mechanisms, rate limiting, and automated vulnerability reporting.

gokulapap/bugbounty-mcp-server

obsidian-rag-mcp

by shirokoweb

MCP server that integrates with LM Studio to provide a search_notes tool, allowing the chat model to retrieve and answer from a local Obsidian vault.

shirokoweb/rag-obsidian-lmstudio

pdf4vllm

by pyjudge

Enables vision LLMs to read PDFs by automatically detecting text corruption and switching between text extraction and image rendering modes, while preserving reading order and filtering unnecessary images to prevent token overflow.

PyJudge/pdf4vllm-mcp

falcon-mcp

by rijul170

MCP server bridging AI assistants with CrowdStrike Falcon for SOC operations, enabling natural-language triage, investigation, and response across detections, endpoints, threat intelligence, and more.

rijul170/falcon-mcp

MCP Harmony Context

by jorgehi

Provides context about Toon Boom Harmony and its scripting API, enabling AI assistants to access Harmony's API documentation and help developers work with Harmony's scripting capabilities.

JorgeHI/mcp-harmony-context

Charted

by marzukia

Zero-dependency charts for Python and AI agents. SVG and PNG, 15 chart types, a one-line MCP server, and a Claude skill.

marzukia/charted

apcore-mcp

by aiperceivable

Automatically converts any apcore-based project into an MCP server and OpenAI tool provider with zero code changes.

aiperceivable/apcore-mcp-python

TransForm MCP Server

by shashank524

Enables dynamic format selection (JSON, Parquet, Arrow IPC) for MCP tool outputs, with a Java Spring Boot server and Python client for agentic data systems.

shashank524/TransForm

Home Assistant MCP Server

by mjrestivo16

Enables AI assistants to interact with Home Assistant smart home devices through natural language. Control devices, manage automations, query entity states, and retrieve historical data across your home automation system.

mjrestivo16/mcp-homeassistant

SVG Converter Tools MCP

by rusianhu

Enables high-quality conversion of SVG files to PNG, ICO, and JPG formats with optimized Chinese character rendering. Supports single file, batch, and string-based conversions using multiple rendering engines including Cairo, SVGLib, and PIL.

RusianHu/svg-converter-tools-mcp

loom

by klosskarl

Local-first knowledge graph MCP server — hybrid BM25 + vector + graph retrieval over your personal vault with provenance-grade extraction. 8 tools for Claude Desktop including search, archaeology, and graph write.

KlossKarl/loom

reddit-mcp

by selamy-labs

A read-only Reddit research server that exposes search, subreddit top posts, post details, and comment retrieval as typed tools with polite rate-limiting and citation lineage.

selamy-labs/reddit-mcp

TranscriptMCP

by the-techlab

Enables AI assistants to download YouTube videos and transcribe them locally using OpenAI's Whisper speech recognition model.

The-TechLab/TranscriptMCP

Google Workspace MCP Server

by pauljeyasinghph

Provides unified access to Google Workspace APIs including Gmail, Drive, Sheets, Calendar, Docs, Forms, and Chat through a single interface, enabling email management, file operations, spreadsheet editing, event scheduling, and more via natural language.

PaulJeyasinghph/google-workspace-mcp

Synapse Memory

by raffaelferro

A lightweight MCP server that provides long-term memory for LLMs by storing and retrieving important facts, decisions, and preferences through smart semantic search and automatic organization.

RaffaelFerro/synapse

MSSQL MCP Server

by combiz

Enables AI assistants to interact with Microsoft SQL Server databases through a standardized interface. Supports executing SQL queries, browsing database schemas, and viewing table data with flexible authentication options for both local and Azure SQL databases.

combiz/mssql-mcp-server

Random Number Mcp

by zazencodes

Production-ready MCP server that provides LLMs with essential random generation abilities, built entirely on Python's standard library.

zazencodes/random-number-mcp

M5 Petit Memory

by petitones

An MCP server that gives Claude-based agents persistent long-term memory with semantic search, BM25 hybrid reranking, associative recall, episode grouping, and sleep consolidation.

PetitOnes/m5-petit-memory

OpenReplay Session Analysis MCP Server

by rsp2k

Enables AI assistants to analyze OpenReplay session recordings for user behavior patterns, problem detection, and actionable insights through session search, journey analysis, and AI-powered summaries.

rsp2k/openreplay-mcp-server

octopus-mcp

by danielchicot

Lets Claude analyse your Octopus Energy account: usage, costs, tariff comparisons, Saving Sessions, Octoplus rewards.

DanielChicot/octopus-mcp

townshipamerica-mcp

by townshipamerica

MCP server for converting PLSS legal descriptions to GPS coordinates and vice versa, enabling AI agents to work with U.S. Public Land Survey System data.

townshipamerica/python-mcp

QQ MCP Server

by is-junze

Enables sending QQ messages automatically via Claude Code using Windows UI automation, no Bot API required.

Is-JunZe/qq-mcp-plugin

Airlock

by gatewaybuddy

A redaction engine and MCP server that scrubs sensitive identifiers (AWS keys, IPs, emails, etc.) from AI agent traces, enabling safe storage and sharing of war stories via submit, search, and retrieve tools.

gatewaybuddy/agentpier

EDINET Financial Disclosures

by ajtgjmdjp

Access Japanese financial disclosures from EDINET with company search and statement retrieval.

ajtgjmdjp/edinet-mcp

AskTheApi Team Builder

by asktheapi

Agent network builder for communicating with openapi apis. Based in autogen

AskTheApi/asktheapi-team-builder

Gelbooru Mcp

by citronlegacy

A Python MCP server that wraps the Gelbooru API. Connect it to any MCP-compatible client (Claude Desktop, Cursor, etc.) to search posts, look up tags, and generate Stable Diffusion prompts from real character appearance data — all directly from your AI assistant.\r\n\r\n

citronlegacy/gelbooru-mcp

wiznote-mcp

by 735140144

Enables Claude to interact with a private WizNote server for document management, including creating, reading, searching, and updating notes.

735140144/wiznote-mcp

Hive Mind MCP Server

by jahanzaib-kaleem

Automatically generates and maintains living documentation for codebases by creating hierarchical hivemind.md files and flowchart diagrams at every directory level, enabling AI navigation and real-time or retroactive documentation of code structure, requirements, and dependencies.

Jahanzaib-Kaleem/hive-mind-mcp

mcp-database

by justpoypoy

MCP server for connecting to databases (PostgreSQL, MySQL, SQL Server, Redis) enabling SQL queries, table exploration, and Redis key-value operations.

justpoypoy/mcp-database

evermemos-mcp-server

by wyh0626

Enables AI coding assistants to store and retrieve persistent long-term memory across sessions, remembering project preferences, build steps, and architecture decisions.

wyh0626/evermemos-mcp-server

Figma Universal MCP Server

by universal-mcp

Enables interaction with Figma tools and services through a standardized MCP interface.

universal-mcp/figma