The MCP Trust Index.

gnuradio-mcp-server

by pranav-d33

Enables natural language control of a live GNU Radio SDR flowgraph, allowing users to tune frequencies, adjust gain, capture IQ samples, analyze spectra, and detect signals through an MCP-compatible client.

Pranav-d33/gnuradio-mcp-server

Jira MCP Server

by devparihar5

A comprehensive MCP server for Atlassian Jira that enables AI assistants to manage issues, sprints, comments, and worklogs through natural language.

Devparihar5/Jira-MCP-Server

yahoo_realtime_search

by hsky16

Enables to search Yahoo! Real-time Search for recent posts, images, videos, etc. Returns results in Markdown format.

Hsky16/yahoo_realtime_search

MCP Tools Server

by habeeblht17

An MCP server providing tools for weather, calculations, currency conversion, timezone queries, and unit conversions.

habeeblht17/mcp-tools-server

AceDataCloud Producer

by acedatacloud

AI music generation through the Producer/Riffusion model on the AceDataCloud platform.

acedatacloud/producermcp

Outlook MCP Server

by morten36

Provides programmatic access to Microsoft Outlook mailboxes, enabling AI assistants to search, analyze, and extract insights from emails in personal and shared mailboxes.

Morten36/Outlook-MCP-Server

VNStock MCP Server

by ariesanhthu

Provides access to Vietnam stock market data including real-time quotes, historical prices, company financials, trading statistics, mutual fund information, and exchange rates through the vnstock library.

ariesanhthu/mcp-server-vietnam-stock-trading

mcpstrike

by ente0

MCP server that connects an LLM via Ollama to security tools for autonomous or guided penetration testing from a terminal interface.

ente0/mcpstrike

astro-orchestra

by sandyyuan

Enables astronomy research by orchestrating specialized agents to access astronomical data tools (DESI, LSST, etc.) and perform analysis, simulations, and literature review.

SandyYuan/astro-orchestra

MCP Code Checker

by marcusjellinghaus

Enables AI assistants to perform comprehensive code quality checks including pylint, pytest, and mypy analysis on Python projects, with smart prompts for explaining issues and suggesting fixes.

MarcusJellinghaus/mcp-tools-py

django-mcp-inspector

by stuartmackay

Exposes Django runtime information (settings, apps, URLs, models, migrations) as MCP resources for AI agents to inspect a live Django project without static analysis.

StuartMacKay/django-mcp-inspector

AWS MCP Server

by lokimcpuniverse

Enables interaction with AWS services (EC2, S3, Lambda, DynamoDB, etc.) through the Model Context Protocol, allowing natural language management of cloud resources.

LokiMCPUniverse/aws-mcp-server

coldforge

by makeph

Enables personalized cold email outreach through research, drafting, template management, and deliverability checks, all locally with no required API keys.

Makeph/coldforge

MCP Server Toolkit

by plasmacat420

Provides filesystem, web search, SQLite, and system tools for AI assistants like Claude, enabling secure access to local resources and the web.

plasmacat420/mcp-server-toolkit

MCP Code Conventions Server

by kapong

Provides AI agents with structured access to project conventions, technology stacks, and architectural patterns to ensure consistency across development teams.

kapong/mcp_code_conventions

Expense Tracker MCP Server

by arprovat

Enables users to manage personal expenses through natural conversation with Claude, including adding, updating, deleting expenses, and viewing summaries by category or date range.

ArProvat/Expense_tracker_MCP

Trino (SQL Query Engine)

by alaturqua

Connects AI systems to Trino/Iceberg databases for SQL execution, data exploration, and table optimization with seamless connection management and catalog navigation.

alaturqua/mcp-trino-python

odoo-mcp-simple

by fsmw

MCP server to connect Claude with Odoo 18, enabling CRUD operations on Odoo models via natural language.

fsmw/odoo-mcp-simple

golden-dataset-mcp

by nipunkhanderia

Enables version-controlled golden dataset management and semantic evaluation for RAG/LLM pipelines using TF-IDF cosine similarity, without requiring an LLM API key.

nipunkhanderia/golden-dataset-mcp

TMDB MCP Server

by amruth2507

A robust MCP server that wraps The Movie Database API, enabling LLMs to search movies, get details, popular movies, and recommendations.

Amruth2507/build-custom-mcp

mcp-ccnu-lib

by cxdpowered

封装华中师范大学图书馆空间预约系统（包括登录、查座位、预约、取消、暂离等操作）为一组MCP工具，供LLM调用执行。

cxdpowered/mcp-ccnu-lib

OpenVAS-MCP

by cybersecauto-labs

Self-hosted MCP server that gives AI agents structured access to OpenVAS vulnerability scanning without sending data externally.

CyberSecAuto-Labs/OpenVAS-MCP

mame-mcp

by astrobleem

Enables MAME reverse engineering tasks including memory access tracing, input injection, ROM auditing, and IO-port discovery for arcade-to-SNES porting.

astrobleem/mame-mcp

perplexity-unofficial-mcp

by exqlnet

Unofficial MCP server that wraps the Perplexity AI web API via browser cookies, enabling search, research, reasoning, and ask tools through STDIO.

exqlnet/unofficial-perplexity-mcp

intercom-mcp

by chenzhaoxuan0

Enables to search, view, and interact with Intercom contacts and conversations, including sending customer-visible replies and internal notes.

chenzhaoxuan0/intercom-mcp

obsidian_mcp

by troxeldj

Enables reading, writing, searching, and managing Obsidian vault notes through MCP tools and prompts, allowing AI agents to interact with local knowledge bases.

troxeldj/obsidian_mcp

mcp-pagure

by fatherlinux

Enables AI assistants to manage issues, pull requests, and projects on Pagure instances (pagure.io and self-hosted).

fatherlinux/mcp-pagure

Gmail MCP Local Server

by sachinpandey22

Provides Claude with Gmail capabilities including sending emails, managing drafts, and searching messages.

SachinPandey22/Gmail_mcp_local_server

Memory Search MCP Server

by csoai-org

Persistent memory system for AI agents that records episodic memories with care-weighting and emotional valence, and provides full-text search with temporal chaining and automatic consolidation.

CSOAI-ORG/memory-search-mcp

MCP Tools

by cloud-temple

A passive MCP server that exposes a toolbox of executable tools (shell, network, HTTP, AI search, SSH, S3 file operations) to autonomous agents via Streamable HTTP, with strong security features including Docker sandboxing and WAF.

Cloud-Temple/mcp-tools

ikuai-mcp

by beck-8

MCP server for interacting with iKuai routers, enabling Claude to query system status, manage devices, and configure router settings via natural language.

beck-8/ikuai-mcp

breakroom-mcp

by huang871015

Gives AI agents independent personalities and connects them to a global gossip network where they debate tech trends and share unfiltered takes.

huang871015/breakroom-mcp

mindvault-mcp

by sohricarryu

A privacy-first MCP server that converts messy multi-turn conversations into structured, durable knowledge cards, targeting non-programming agent workflows.

SohriCarryU/mindvault-mcp

CSA Assessment Reports MCP Server

by skumaraguru

Enables Bob AI to access and analyze Cloudability Savings Automation assessment reports stored in SharePoint, allowing users to create pitch decks, analyze savings projections, and compare coverage through natural language.

sKumaraguru/apptio-bobathon-2026-finbob-mcp-server

Cisco Secure Access MCP Server

by acsmith1337

Enables AI agents to investigate threats, pull reports, manage security policies, and administer deployment infrastructure through the Cisco Secure Access REST API.

ACSmith1337/cisco-secure-access-mcp

bear-mcp

by lestroos

Enables AI assistants to read and write Bear notes using SQLite for queries and x-callback-url for safe writes.

lestroos/bear-mcp

Construction ISO 19650 (UK BIM) MCP

by csoai-org

Enables ISO 19650 and UK BIM Level 2 compliance for construction projects, validating EIR, BEP, MIDP, TIDP, and CDE structures.

CSOAI-ORG/construction-iso-19650-mcp

dnomia-knowledge

by ceaksan

Local knowledge engine for codebases with hybrid search, knowledge graph, and interaction tracking, enabling Claude Code to search and interact with project knowledge locally.

ceaksan/dnomia-knowledge

ServiceNow MCP Server

by pavithrakumaran10

Connects Claude Desktop to a ServiceNow instance, enabling natural-language interactions to read incidents, inspect CMDB and table schemas, and create records with guardrails like update set scoping and dry-run preview.

pavithrakumaran10/ServicenowMCP

postgres-mcp-server

by liwenqikeep

Enables AI assistants to securely query and modify PostgreSQL databases, supporting SQL queries, table management, and schema inspection.

liwenqikeep/ai-mcp

Vibetest Use

by abakhru

An MCP server that launches multiple Browser-Use agents to test websites for UI bugs, broken links, and accessibility issues. It supports automated testing of both live and localhost development sites using natural language prompts.

abakhru/mcp-python-agent

postgres-mcp

by leduardoaraujo

Enables read-only SQL queries and schema inspection for PostgreSQL databases with up to 3 named connections.

leduardoaraujo/postgressql-mcp

cric-mcp

by thisismugil

Enterprise-grade MCP server providing daily cricket updates via FastAPI and SSE transport, integrating with Claude Remote MCP Connector.

thisismugil/cric-mcp

ab_mcp

by avinashbhargav

A file system MCP server that confines AI assistant file tools to a single folder, with read-only by default and optional write access.

AvinashBhargav/AB_MCP

uk-charities-mcp

by w4sspr

Query UK charity data via MCP, including charity details, financial history, trustees, and governing documents.

w4sspr/uk-charities-mcp

Fabric Report MCP

by data-goblin

MCP server for managing Microsoft Fabric Reports with lifecycle management, filtering, and content manipulation.

data-goblin/fabric-report-mcp

RELION MCP Server

by kdursunnizam-art

Enables AI agents to control RELION 5.x cryo-EM structure determination software through natural language, providing 23 tools for the complete single-particle analysis pipeline.

kdursunnizam-art/relion-mcp-server

open-search-mcp

by rockindahizzy

Web search, page fetching, and research from the terminal or any MCP client — no API key required.

rockindahizzy/open-search-mcp

Skill-to-MCP

by biocontext-ai

Converts AI Skills (following Claude Skills format) into discoverable resources, enabling automatic skill discovery from configurable directories with metadata parsing and file access tools for building domain-specific knowledge repositories and structured workflow collections.

biocontext-ai/skill-to-mcp

RooCode-RAG-Lookup

by mazchoo

Enables semantic search across documents and code repositories using RAG (Retrieval-Augmented Generation) with vector embeddings. Automatically indexes PDF documents and performs relevance-scored lookups through ChromaDB and sentence transformers.

Mazchoo/RooCode-RAG-Lookup