MCP100 Index and review queue

Find reviewed MCPs without confusing popularity for trust.

Selected entries meet MCP100's published evidence standard for a defined use case. Each profile keeps task fit, trust, maintenance, and popularity evidence separate. Popularity can trigger a review, but it cannot override a security veto.

How selection works →

All discovered candidates

132 results · 76 selected · 54 watchlist · 2 other review states

Azure MCP Server

Core Selected

Connect agents to Azure resources and more than forty Azure services.

3.5k stars127.9k Weekly downloads · zPlatform · Third-party477.8k 30-day package downloadsUpdated Aug 13, 2026
Cloud & DevOpsBest fit: Cloud operationsFirst-party MCP · Microsoft

Industries: Government & Public Sector · Manufacturing & Industrial · Software & Technology

Core evidence reviewed

Evidence reviewed Aug 14, 2026

MCP server for Chrome DevTools

49.2k stars7.5M 30-day package downloadsUpdated Aug 10, 2026
AI & ReasoningBest fit: Specialized workflowsCommunity implementation · io.github.ChromeDevTools

Industries: Software & Technology

Core evidence reviewed

Evidence reviewed Aug 14, 2026

Context7 MCP

Core Selected

Retrieve current library and framework documentation for coding agents.

60.7k stars3.9M 30-day package downloadsUpdated Aug 11, 2026
Developer ToolsBest fit: Developer workflowsFirst-party MCP · Upstash

Industries: Education & Research · Software & Technology

Core evidence reviewed

Evidence reviewed Aug 14, 2026

Firecrawl MCP

Core Selected

Search, scrape, crawl, and extract web content through Firecrawl.

7.2k stars412.5k 30-day package downloadsUpdated Aug 12, 2026
Search & WebBest fit: Web search and researchFirst-party MCP · Firecrawl

Industries: Media & Marketing · Retail & E-commerce · Software & Technology

Core evidence reviewed

Evidence reviewed Aug 14, 2026

Query Grafana Cloud metrics, logs, dashboards, and observability context.

3.4k starsNo public package download dataUpdated Aug 14, 2026
Monitoring & ObservabilityBest fit: Specialized workflowsFirst-party MCP · Grafana Labs

Industries: Manufacturing & Industrial · Software & Technology

Core evidence reviewed

Evidence reviewed Aug 14, 2026

A Model Context Protocol server for Windows crash dump analysis using WinDbg/CDB

1.5k stars3.1k last-month downloads · PyPI Stats · Third-partyUpdated Jul 16, 2026
Security & TestingBest fit: Specialized workflowsCommunity implementation · io.github.svnscha

Industries: Cybersecurity

Core evidence reviewed

Evidence reviewed Aug 14, 2026

Connect MCP clients to enterprise databases with prebuilt or explicitly defined tools.

16.2k stars61.7k 30-day package downloadsUpdated Aug 14, 2026
Data & DatabasesBest fit: Working with structured dataFirst-party MCP · Google

Industries: Financial Services & Investing · Healthcare & Life Sciences · Software & Technology

Core evidence reviewed

Evidence reviewed Aug 14, 2026

MCP Unity is an implementation of the Model Context Protocol for Unity Editor, allowing AI assistants to interact with your Unity projects.

1.9k starsNo public package download dataUpdated Aug 10, 2026
Productivity & CollaborationBest fit: Team productivityCommunity implementation · github:codergamester

Industries: Sports & Entertainment

Core evidence reviewed

Evidence reviewed Aug 14, 2026

Excel MCP Server

Core Selected

Read, create, format, chart, and update XLSX workbooks, worksheets, formulas, and pivot tables.

4.1k starsNo public package download dataUpdated Apr 12, 2026
Files & KnowledgeBest fit: Local files and knowledgeCommunity implementation · Haris Musa

Industries: Professional Services · Software & Technology

Core evidence reviewed

Evidence reviewed Aug 14, 2026

Playwright MCP

Core Selected

Let AI clients inspect and automate web browsers with Playwright.

36.1k stars6.4M 30-day package downloadsUpdated Jul 9, 2026
Browser AutomationBest fit: Specialized workflowsFirst-party MCP · Microsoft

Industries: Media & Marketing · Retail & E-commerce · Software & Technology

Core evidence reviewed

Evidence reviewed Aug 14, 2026

punitarani-fli

Core Selected

🛫 Fli - Flight Search MCP Server and Library

3.1k starsNo public package download dataUpdated Jul 20, 2026
Other ToolsBest fit: Specialized workflowsCommunity implementation · github:punitarani

Industries: Travel, Transportation & Aviation

Core evidence reviewed

Evidence reviewed Aug 14, 2026

Stripe MCP

Core Selected

Use Stripe's remote MCP endpoint for supported payment workflows.

1.7k starsNo public package download dataUpdated Aug 14, 2026
Finance & PaymentsBest fit: Specialized workflowsFirst-party MCP · Stripe

Industries: Financial Services & Investing · Retail & E-commerce · Software & Technology

Core evidence reviewed

Evidence reviewed Aug 14, 2026

Exa MCP

Core Selected

Search the web, retrieve pages, find code, and run research workflows through Exa.

4.9k stars87.5k 30-day package downloadsUpdated Aug 1, 2026
Search & ResearchBest fit: Specialized workflowsFirst-party MCP · Exa

Industries: Education & Research · Software & Technology

Core evidence reviewed

Evidence reviewed Aug 14, 2026

confluent

Core Selected

Inspect and operate authorized Confluent Cloud and Kafka resources.

164 starsNo public package download dataUpdated Aug 14, 2026
Analytics & DataBest fit: Specialized workflowsFirst-party MCP · ecosystem:confluent

Industries: Software & Technology

Core evidence reviewed

Evidence reviewed Aug 14, 2026

Give your coding agent access to your Figma data. Implement designs in any framework in one-shot.

15.7k stars350.3k 30-day package downloadsUpdated Jun 18, 2026
Design & CreativeBest fit: Specialized workflowsCommunity implementation · io.github.GLips

Industries: Media & Marketing

Core evidence reviewed

Evidence reviewed Aug 14, 2026

okta

Core Selected

Manage authorized Okta users, groups, applications, policies, logs, and identity configuration.

53 starsNo public package download dataUpdated Aug 10, 2026
SecurityBest fit: Specialized workflowsFirst-party MCP · ecosystem:okta

Industries: Cybersecurity · Human Resources

Core evidence reviewed

Evidence reviewed Aug 14, 2026

wix

Core Selected

Operate authorized Wix site, content, commerce, bookings, payments, and CRM workflows.

17 starsNo public package download dataUpdated Jul 23, 2026
Retail & E-commerceBest fit: Specialized workflowsFirst-party MCP · ecosystem:wix

Industries: Hospitality · Retail & E-commerce

Core evidence reviewed

Evidence reviewed Aug 14, 2026

Connect compatible AI clients to Salesforce's documented MCP capabilities.

No public repository starsNo public package download dataUpdate date unavailable
CRM & Customer OperationsBest fit: Specialized workflowsFirst-party MCP · Salesforce

Industries: Professional Services

Core evidence reviewed

Evidence reviewed Jul 30, 2026

monday.com MCP

Core Selected

Connect compatible AI clients to monday.com's documented MCP capabilities.

No public repository starsNo public package download dataUpdate date unavailable
Automation & WorkflowsBest fit: Specialized workflowsFirst-party MCP · monday.com

Industries: Professional Services

Core evidence reviewed

Evidence reviewed Jul 30, 2026

sanity

Core Selected

Manage authorized Sanity schemas, content, datasets, releases, queries, and images.

No public repository starsNo public package download dataUpdate date unavailable
Content & KnowledgeBest fit: Specialized workflowsFirst-party MCP · ecosystem:sanity

Industries: Media & Marketing · Retail & E-commerce

Core evidence reviewed

Evidence reviewed Jul 30, 2026

Cloudflare MCP

Core Selected

Access supported Cloudflare developer platform capabilities.

4.1k starsNo public package download dataUpdated Aug 11, 2026
Cloud & DevOpsBest fit: Cloud operationsFirst-party MCP · Cloudflare

Industries: Software & Technology

Core evidence reviewed

Evidence reviewed Aug 14, 2026

Codebase Memory

Core Selected

Codebase knowledge graph for AI agents — 159 languages, sub-ms queries, 99% fewer tokens.

38.9k stars28k 30-day package downloadsUpdated Aug 14, 2026
Files & KnowledgeBest fit: Local files and knowledgeCommunity implementation · io.github.DeusData

Industries: Software & Technology

Core evidence reviewed

Evidence reviewed Aug 14, 2026

Discover and run MCP servers through Docker's MCP gateway.

1.5k starsNo public package download dataUpdated Aug 13, 2026
Developer ToolsBest fit: Developer workflowsFirst-party MCP · Docker

Industries: Software & Technology

Core evidence reviewed

Evidence reviewed Aug 14, 2026

GitHub MCP

Core Selected

Work with repositories, issues, pull requests, and GitHub workflows.

32.2k starsNo public package download dataUpdated Aug 14, 2026
Developer ToolsBest fit: Developer workflowsFirst-party MCP · GitHub

Industries: Education & Research · Software & Technology

Core evidence reviewed

Evidence reviewed Aug 14, 2026

Hugging Face MCP

Core Selected

Search Hugging Face Hub resources and use explicitly enabled Jobs, sandboxes, and community Space tools.

273 starsNo public package download dataUpdated Aug 14, 2026
Search & WebBest fit: Web search and researchFirst-party MCP · Hugging Face

Industries: Education & Research · Media & Marketing · Software & Technology

Core evidence reviewed

Evidence reviewed Aug 14, 2026

Redis MCP

Core Selected

Manage and search Redis data through Redis's MCP server.

568 stars22.1k last-month downloads · PyPI Stats · Third-partyUpdated Aug 5, 2026
Data & DatabasesBest fit: Working with structured dataFirst-party MCP · Redis

Industries: Retail & E-commerce · Software & Technology

Core evidence reviewed

Evidence reviewed Aug 14, 2026

Sentry MCP

Core Selected

Investigate Sentry errors, issues, projects, and telemetry.

818 stars388.8k 30-day package downloadsUpdated Jul 2, 2026
Security & TestingBest fit: Specialized workflowsFirst-party MCP · Sentry

Industries: Software & Technology

Core evidence reviewed

Evidence reviewed Aug 14, 2026

Supabase MCP

Core Selected

Connect AI tools to Supabase projects and development workflows.

2.9k starsNo public package download dataUpdated Aug 14, 2026
Data & DatabasesBest fit: Working with structured dataFirst-party MCP · Supabase

Industries: Software & Technology

Core evidence reviewed

Evidence reviewed Aug 14, 2026

Google Search Console MCP Server for SEOs

1.4k starsNo public package download dataUpdated Jul 29, 2026
Other ToolsBest fit: Specialized workflowsCommunity implementation · github:aminforou

Industries: Media & Marketing

Core evidence reviewed

Evidence reviewed Aug 14, 2026

Search, read, and receive recommendations from current public AWS documentation.

9.5k starsNo public package download dataUpdated Aug 14, 2026
Developer ToolsBest fit: Developer workflowsFirst-party MCP · Amazon Web Services

Industries: Education & Research · Government & Public Sector · Software & Technology

Core evidence reviewed

Evidence reviewed Aug 14, 2026

A production-ready Model Context Protocol (MCP) server that bridges Ghidra's powerful reverse engineering capabilities with modern AI tools and automation frameworks.

3.3k starsNo public package download dataUpdated Aug 14, 2026
Productivity & CollaborationBest fit: Team productivityCommunity implementation · github:bethington

Industries: Cybersecurity

Core evidence reviewed

Evidence reviewed Aug 14, 2026

browserstack

Core Selected

Run and investigate BrowserStack real-device and browser testing workflows.

150 starsNo public package download dataUpdated Aug 13, 2026
Browser AutomationBest fit: Specialized workflowsFirst-party MCP · ecosystem:browserstack

Industries: Software & Technology

Core evidence reviewed

Evidence reviewed Aug 14, 2026

buildkite

Core Selected

Investigate and manage Buildkite pipelines, builds, jobs, logs, artifacts, and test data.

52 starsNo public package download dataUpdated Aug 13, 2026
Cloud & DevOpsBest fit: Cloud operationsFirst-party MCP · ecosystem:buildkite

Industries: Software & Technology

Core evidence reviewed

Evidence reviewed Aug 14, 2026

clickhouse

Core Selected

Inspect ClickHouse databases and run analytical queries with a read-only default.

851 starsNo public package download dataUpdated Aug 5, 2026
Data & DatabasesBest fit: Working with structured dataFirst-party MCP · ecosystem:clickhouse

Industries: Software & Technology

Core evidence reviewed

Evidence reviewed Aug 14, 2026

Extract data from any website with thousands of scrapers, crawlers, and automations on Apify Store ⚡

3.7k starsNo public package download dataUpdated Aug 14, 2026
Productivity & CollaborationBest fit: Team productivityCommunity implementation · com.apify

Industries: Retail & E-commerce

Core evidence reviewed

Evidence reviewed Aug 14, 2026

dbt

Core Selected

Work with dbt projects, metadata, semantic-layer queries, jobs, and documentation.

596 starsNo public package download dataUpdated Aug 5, 2026
Analytics & DataBest fit: Specialized workflowsFirst-party MCP · ecosystem:dbt

Industries: Software & Technology

Core evidence reviewed

Evidence reviewed Aug 14, 2026

elevenlabs

Core Selected

Generate and process authorized speech, audio, voice, and transcription workflows.

1.5k starsNo public package download dataUpdated Aug 14, 2026
AI & ReasoningBest fit: Specialized workflowsFirst-party MCP · ecosystem:elevenlabs

Industries: Media & Marketing · Sports & Entertainment

Core evidence reviewed

Evidence reviewed Aug 14, 2026

gitkraken

Core Selected

Use GitKraken CLI MCP tools for Git and connected development-platform workflows.

444 starsNo public package download dataUpdated Aug 4, 2026
Developer ToolsBest fit: Developer workflowsFirst-party MCP · ecosystem:gitkraken

Industries: Software & Technology

Core evidence reviewed

Evidence reviewed Aug 14, 2026

An MCP Server for computer-use in Windows OS

6.7k stars40.4k last-month downloads · PyPI Stats · Third-partyUpdated Aug 1, 2026
Productivity & CollaborationBest fit: Team productivityCommunity implementation · io.github.CursorTouch

Industries: Software & Technology

Core evidence reviewed

Evidence reviewed Aug 14, 2026

Run a full technical analysis of NVDA

4k starsNo public package download dataUpdated Aug 7, 2026
Other ToolsBest fit: Specialized workflowsCommunity implementation · io.github.atilaahmettaner

Industries: Financial Services & Investing

Core evidence reviewed

Evidence reviewed Aug 14, 2026

MongoDB MCP

Core Selected

Work with MongoDB databases and Atlas projects.

1.1k stars445.8k 30-day package downloadsUpdated Aug 10, 2026
Data & DatabasesBest fit: Working with structured dataFirst-party MCP · MongoDB

Industries: Retail & E-commerce · Software & Technology

Core evidence reviewed

Evidence reviewed Aug 14, 2026

Give MCP clients scoped access to a local Obsidian vault.

1.6k stars64.1k 30-day package downloadsUpdated Aug 9, 2026
Files & KnowledgeBest fit: Local files and knowledgeCommunity implementation · BitBonsai

Industries: Education & Research · Software & Technology

Core evidence reviewed

Evidence reviewed Aug 14, 2026

meilisearch

Core Selected

Inspect and operate Meilisearch indexes and application-search workflows.

194 starsNo public package download dataUpdated Jul 29, 2026
Search & ResearchBest fit: Specialized workflowsFirst-party MCP · ecosystem:meilisearch

Industries: Retail & E-commerce · Software & Technology

Core evidence reviewed

Evidence reviewed Aug 14, 2026

KiCAD MCP Server** is a Model Context Protocol (MCP) server that enables AI assistants like Claude to interact with KiCAD for PCB design automation.

1.9k starsNo public package download dataUpdated Aug 14, 2026
Productivity & CollaborationBest fit: Team productivityCommunity implementation · github:mixelpixx

Industries: Manufacturing & Industrial

Core evidence reviewed

Evidence reviewed Aug 14, 2026

Simple MCP Server to allow vibe reversing in IDA Pro.

11.3k starsNo public package download dataUpdated Aug 9, 2026
Other ToolsBest fit: Specialized workflowsCommunity implementation · github:mrexodia

Industries: Cybersecurity

Core evidence reviewed

Evidence reviewed Aug 14, 2026

The solution:** CVE MCP Server gives Claude direct access to 28 security tools across 24 APIs — fronted by the **triage_cve** one-call orchestrator.

1.1k starsNo public package download dataUpdated Aug 5, 2026
Security & TestingBest fit: Specialized workflowsCommunity implementation · github:mukul975

Industries: Cybersecurity

Core evidence reviewed

Evidence reviewed Aug 14, 2026

This repository is a FreeCAD MCP that allows you to control FreeCAD from Claude Desktop.

1.8k starsNo public package download dataUpdated Aug 7, 2026
Other ToolsBest fit: Specialized workflowsCommunity implementation · github:neka-nat

Industries: Manufacturing & Industrial

Core evidence reviewed

Evidence reviewed Aug 14, 2026

neo4j

Core Selected

Explore Neo4j schemas and graph data and run governed Cypher workflows.

282 starsNo public package download dataUpdated Aug 13, 2026
Data & DatabasesBest fit: Working with structured dataFirst-party MCP · ecosystem:neo4j

Industries: Software & Technology

Core evidence reviewed

Evidence reviewed Aug 14, 2026

Notion MCP

Core Selected

Connect AI tools to Notion workspaces through Notion's MCP server.

4.6k stars624.4k 30-day package downloadsUpdated Jul 25, 2026
Productivity & CollaborationBest fit: Team productivityFirst-party MCP · Notion

Industries: Education & Research · Media & Marketing · Software & Technology

Core evidence reviewed

Evidence reviewed Aug 14, 2026

opensearch

Core Selected

Explore OpenSearch indexes, mappings, cluster state, and search results.

147 starsNo public package download dataUpdated Aug 11, 2026
Search & ResearchBest fit: Specialized workflowsFirst-party MCP · ecosystem:opensearch

Industries: Software & Technology

Core evidence reviewed

Evidence reviewed Aug 14, 2026

semgrep

Core Selected

Run Semgrep security scans and inspect local or authorized Semgrep AppSec findings.

16.2k starsNo public package download dataUpdated Aug 14, 2026
Security & TestingBest fit: Specialized workflowsFirst-party MCP · ecosystem:semgrep

Industries: Cybersecurity · Software & Technology

Core evidence reviewed

Evidence reviewed Aug 14, 2026

Provide a structured tool for iterative problem-solving steps.

89.6k shared-repository stars144.4k 30-day package downloadsUpdated Jul 4, 2026

Shared repository stars are not MCP-specific. Not used for ranking.

AI & ReasoningBest fit: Specialized workflowsEcosystem official · Model Context Protocol

Industries: Education & Research · Software & Technology

Core evidence reviewed

Evidence reviewed Aug 14, 2026

sonarqube

Core Selected

Inspect SonarQube and SonarCloud projects, issues, quality gates, and security findings.

623 starsNo public package download dataUpdated Aug 14, 2026
Security & TestingBest fit: Specialized workflowsFirst-party MCP · ecosystem:sonarqube

Industries: Cybersecurity · Software & Technology

Core evidence reviewed

Evidence reviewed Aug 14, 2026

tableau

Core Selected

Explore Tableau sites, workbooks, data sources, metadata, and governed analytics.

322 starsNo public package download dataUpdated Aug 14, 2026
Analytics & DataBest fit: Specialized workflowsFirst-party MCP · ecosystem:tableau

Industries: Professional Services · Software & Technology

Core evidence reviewed

Evidence reviewed Aug 14, 2026

xero

Core Selected

Work with authorized Xero accounting contacts, accounts, invoices, and related records.

350 starsNo public package download dataUpdated Jun 5, 2026
Finance & PaymentsBest fit: Specialized workflowsFirst-party MCP · ecosystem:xero

Industries: Financial Services & Investing · Professional Services

Core evidence reviewed

Evidence reviewed Aug 14, 2026

让你的 AI 助手直接访问小红书数据。

15.3k starsNo public package download dataUpdated Aug 13, 2026
Other ToolsBest fit: Specialized workflowsCommunity implementation · github:xpzouying

Industries: Media & Marketing

Core evidence reviewed

Evidence reviewed Aug 14, 2026

⚡ Fully automated MCP server + JADX plugin built to communicate with LLM through MCP to analyze Android APKs using LLMs like Claude — uncover vulnerabilities, analyze APK, and reverse engineer effortlessly.

2.7k starsNo public package download dataUpdated Aug 6, 2026
AI & ReasoningBest fit: Specialized workflowsCommunity implementation · github:zinja-coder

Industries: Cybersecurity

Core evidence reviewed

Evidence reviewed Aug 14, 2026

Connect supported AI clients to Jira and Confluence.

No public repository starsNo public package download dataUpdate date unavailable
Productivity & CollaborationBest fit: Team productivityFirst-party MCP · Atlassian

Industries: Manufacturing & Industrial · Software & Technology

Core evidence reviewed

Evidence reviewed Jul 29, 2026

Canva Dev MCP

Core Selected

Give coding agents Canva developer documentation, examples, and app-development tooling.

No public repository stars10.7k package downloads · not MCP-specificUpdated Jul 22, 2026

Shared package metric is non-comparable. Not used for ranking.

Developer ToolsBest fit: Developer workflowsFirst-party MCP · Canva

Industries: Media & Marketing · Software & Technology

Core evidence reviewed

Evidence reviewed Jul 29, 2026

Elastic MCP

Core Selected

Connect agents to Elastic search, observability, and security data.

No public repository starsNo public package download dataUpdate date unavailable
Search & ResearchBest fit: Specialized workflowsFirst-party MCP · Elastic

Industries: Legal & Compliance · Software & Technology

Core evidence reviewed

Evidence reviewed Jul 30, 2026

PayPal MCP

Core Selected

Use supported PayPal developer capabilities through MCP.

No public repository starsNo public package download dataUpdate date unavailable
Finance & PaymentsBest fit: Specialized workflowsFirst-party MCP · PayPal

Industries: Financial Services & Investing · Retail & E-commerce

Core evidence reviewed

Evidence reviewed Jul 29, 2026

Asana MCP

Core Selected

Read and manage Asana workspaces, tasks, projects, portfolios, and reports.

No public repository starsNo public package download dataUpdate date unavailable
Automation & WorkflowsBest fit: Specialized workflowsFirst-party MCP · Asana

Industries: Media & Marketing · Software & Technology

Core evidence reviewed

Evidence reviewed Jul 30, 2026

Datadog MCP

Core Selected

Investigate Datadog logs, metrics, traces, monitors, dashboards, and security signals.

No public repository starsNo public package download dataUpdate date unavailable
Monitoring & ObservabilityBest fit: Specialized workflowsFirst-party MCP · Datadog

Industries: Healthcare & Life Sciences · Software & Technology

Core evidence reviewed

Evidence reviewed Jul 30, 2026

Figma MCP

Core Selected

Provide design context from Figma to supported development tools.

No public repository starsNo public package download dataUpdate date unavailable
Design & CreativeBest fit: Specialized workflowsFirst-party MCP · Figma

Industries: Media & Marketing · Software & Technology

Core evidence reviewed

Evidence reviewed Jul 29, 2026

HubSpot MCP

Core Selected

Connect OAuth-capable AI tools to HubSpot CRM data and supported read/write workflows.

No public repository starsNo public package download dataUpdate date unavailable
Productivity & CollaborationBest fit: Team productivityFirst-party MCP · HubSpot

Industries: Media & Marketing · Retail & E-commerce · Software & Technology

Core evidence reviewed

Evidence reviewed Jul 29, 2026

Linear MCP

Core Selected

Access Linear issues, projects, and product workflows.

No public repository starsNo public package download dataUpdate date unavailable
Productivity & CollaborationBest fit: Team productivityFirst-party MCP · Linear

Industries: Software & Technology

Core evidence reviewed

Evidence reviewed Jul 29, 2026

Connect compatible AI clients to ServiceNow's documented MCP capabilities.

No public repository starsNo public package download dataUpdate date unavailable
Automation & WorkflowsBest fit: Specialized workflowsFirst-party MCP · ServiceNow

Industries: Professional Services

Core evidence reviewed

Evidence reviewed Jul 30, 2026

Connect shopping agents to a Shopify store's public catalog, cart, and policy tools.

No public repository starsNo public package download dataUpdate date unavailable
Finance & PaymentsBest fit: Specialized workflowsFirst-party MCP · Shopify

Industries: Retail & E-commerce · Software & Technology

Core evidence reviewed

Evidence reviewed Jul 29, 2026

Slack MCP Server

Core Selected

Search, read, and act on Slack workspace content through Slack's managed MCP endpoint.

No public repository starsNo public package download dataUpdate date unavailable
Productivity & CollaborationBest fit: Team productivityFirst-party MCP · Slack

Industries: Legal & Compliance · Media & Marketing · Software & Technology

Core evidence reviewed

Evidence reviewed Jul 29, 2026

Expose governed Snowflake search, analyst, agent, custom tool, and SQL capabilities.

No public repository starsNo public package download dataUpdate date unavailable
Data & DatabasesBest fit: Working with structured dataFirst-party MCP · Snowflake

Industries: Financial Services & Investing · Healthcare & Life Sciences

Core evidence reviewed

Evidence reviewed Jul 30, 2026

clickup

Core Selected

Work with ClickUp tasks, documents, chat, comments, and time tracking.

No public repository starsNo public package download dataUpdate date unavailable
Automation & WorkflowsBest fit: Specialized workflowsFirst-party MCP · ecosystem:clickup

Industries: Professional Services · Software & Technology

Core evidence reviewed

Evidence reviewed Jul 30, 2026

coda

Core Selected

Read and update authorized Coda documents, pages, tables, and rows.

No public repository starsNo public package download dataUpdate date unavailable
Files & KnowledgeBest fit: Local files and knowledgeFirst-party MCP · ecosystem:coda

Industries: Professional Services · Software & Technology

Core evidence reviewed

Evidence reviewed Jul 30, 2026

intercom

Core Selected

Work with authorized Intercom conversations, contacts, and help-center articles.

No public repository starsNo public package download dataUpdate date unavailable
CRM & Customer OperationsBest fit: Specialized workflowsFirst-party MCP · ecosystem:intercom

Industries: Professional Services · Retail & E-commerce

Core evidence reviewed

Evidence reviewed Jul 30, 2026

pulumi

Core Selected

Query Pulumi stacks, resources, registry data, policy, and approved infrastructure workflows.

No public repository starsNo public package download dataUpdate date unavailable
Cloud & DevOpsBest fit: Cloud operationsFirst-party MCP · ecosystem:pulumi

Industries: Software & Technology

Core evidence reviewed

Evidence reviewed Jul 30, 2026

sourcegraph

Core Selected

Search and navigate authorized code across Sourcegraph repositories.

No public repository starsNo public package download dataUpdate date unavailable
Developer ToolsBest fit: Developer workflowsFirst-party MCP · ecosystem:sourcegraph

Industries: Software & Technology

Core evidence reviewed

Evidence reviewed Jul 30, 2026

splunk-platform

Core Selected

Search and investigate governed Splunk Cloud Platform data through granular MCP tools.

No public repository starsNo public package download dataUpdate date unavailable
Monitoring & ObservabilityBest fit: Specialized workflowsFirst-party MCP · ecosystem:splunk-platform

Industries: Cybersecurity · Software & Technology

Core evidence reviewed

Evidence reviewed Jul 30, 2026

AgentPhone

Watchlist

Give AI agents real phone numbers, messages, and voice calls via MCP.

115 stars663 30-day package downloadsUpdated Jun 25, 2026
CommunicationBest fit: Specialized workflowsCommunity implementation · io.github.AgentPhone-AI

Industries: Telecommunications

Decision caution

Evidence reviewed Aug 14, 2026

Connect compatible AI clients to Brave's documented MCP capabilities.

1.4k starsNo public package download dataUpdated Aug 11, 2026
Search & ResearchBest fit: Specialized workflowsFirst-party MCP · Brave

Industries: Education & Research

Decision caution

Evidence reviewed Aug 14, 2026

Build and query a semantic graph of a software codebase.

61 stars5.5k 30-day package downloadsUpdated Aug 10, 2026
Developer ToolsBest fit: Developer workflowsFirst-party MCP · CodeGraph AI

Industries: Software & Technology

Decision caution

Evidence reviewed Aug 14, 2026

Connect compatible AI clients to Contentful's documented MCP capabilities.

58 stars19.3k 30-day package downloadsUpdated Aug 7, 2026
Content & KnowledgeBest fit: Specialized workflowsFirst-party MCP · Contentful

Industries: Media & Marketing

Decision caution

Evidence reviewed Aug 14, 2026

Connect compatible AI clients to CrowdStrike's documented MCP capabilities.

234 stars6.8k Weekly downloads · zPlatform · Third-party38.2k last-month downloads · PyPI Stats · Third-partyUpdated Aug 10, 2026
SecurityBest fit: Specialized workflowsFirst-party MCP · CrowdStrike

Industries: Cybersecurity

Decision caution

Evidence reviewed Aug 14, 2026

Query transparent financial ratios, models, market data, and economic indicators through the Finance Toolkit MCP server.

5.2k shared-repository stars41.3k last-month downloads · PyPI Stats · Third-partyUpdated Jul 14, 2026

Shared or parent metric is non-comparable. Not used for ranking.

Finance & PaymentsBest fit: Specialized workflowsFirst-party MCP · Jeroen Bouma

Industries: Financial Services & Investing · Software & Technology

Decision caution

Evidence reviewed Aug 14, 2026

Godot MCP

Watchlist

MCP server for full Godot 4.x engine control with 165 tools for AI-driven game development

407 stars280 30-day package downloadsUpdated Mar 7, 2026
Other ToolsBest fit: Specialized workflowsCommunity implementation · io.github.tugcantopaloglu

Industries: Sports & Entertainment

Decision caution

Evidence reviewed Aug 14, 2026

Connect compatible AI clients to Microsoft's documented MCP capabilities.

966 stars48k 30-day package downloadsUpdated Jun 16, 2026
Productivity & CollaborationBest fit: Team productivityFirst-party MCP · Microsoft

Industries: Professional Services

Decision caution

Evidence reviewed Aug 14, 2026

Use store-specific hosted MCP endpoints for shopping, cart, and checkout workflows.

No public repository starsNo public package download dataUpdate date unavailable
Retail & E-commerceBest fit: Specialized workflowsFirst-party MCP · BigCommerce

Industries: Retail & E-commerce

Decision caution

Evidence reviewed Jul 30, 2026

Read and search PDFs with structured text, tables, OCR evidence, and page citations.

891 starsNo public package download dataUpdated Aug 7, 2026
Files & KnowledgeBest fit: Local files and knowledgeFirst-party MCP · SylphxAI

Industries: Education & Research · Legal & Compliance

Decision caution

Evidence reviewed Aug 14, 2026

Connect compatible AI clients to LaunchDarkly's documented MCP capabilities.

27 starsNo public package download dataUpdated Aug 14, 2026
Cloud & DevOpsBest fit: Cloud operationsFirst-party MCP · LaunchDarkly

Industries: Software & Technology

Decision caution

Evidence reviewed Aug 14, 2026

Neon MCP

Watchlist

Manage Neon Postgres projects, branches, databases, migrations, and queries.

624 stars6.4k 30-day package downloadsUpdated Sep 16, 2025
Data & DatabasesBest fit: Working with structured dataFirst-party MCP · Neon

Industries: Software & Technology

Decision caution

Evidence reviewed Aug 14, 2026

Connect compatible AI clients to PagerDuty's documented MCP capabilities.

75 stars25.6k Weekly downloads · zPlatform · Third-partyNo public package download dataUpdated Jul 15, 2026
Monitoring & ObservabilityBest fit: Specialized workflowsFirst-party MCP · PagerDuty

Industries: Cybersecurity

Decision caution

Evidence reviewed Aug 14, 2026

onion access, blockchain intel, exploit search, stealer logs, malware analysis — unified into a single MCP server.

307 starsNo public package download dataUpdated Aug 11, 2026
Security & TestingBest fit: Specialized workflowsCommunity implementation · github:badchars

Industries: Cybersecurity

Decision caution

Evidence reviewed Aug 14, 2026

Figma MCP Bridge

484 starsNo public package download dataUpdated Aug 10, 2026
Design & CreativeBest fit: Specialized workflowsCommunity implementation · github:gethopp

Industries: Media & Marketing

Decision caution

Evidence reviewed Aug 14, 2026

groq

Watchlist

Use Groq inference and multimodal workflows through an official MCP server.

43 starsNo public package download dataUpdated Aug 13, 2026
AI & ReasoningBest fit: Specialized workflowsFirst-party MCP · ecosystem:groq

Industries: Software & Technology

Decision caution

Evidence reviewed Aug 14, 2026

Expose Jenkins jobs, builds, logs, and approved automation through an installed MCP plugin.

105 starsNo public package download dataUpdated Aug 14, 2026
Automation & WorkflowsBest fit: Specialized workflowsFirst-party MCP · ecosystem:jenkins-mcp-plugin

Industries: Software & Technology

Decision caution

Evidence reviewed Aug 14, 2026

Attio MCP

Watchlist

Read and update authorized Attio CRM objects, records, lists, and notes.

No public repository starsNo public package download dataUpdate date unavailable
CRM & Customer OperationsBest fit: Specialized workflowsFirst-party MCP · Attio

Industries: Professional Services · Software & Technology

Decision caution

Evidence reviewed Jul 30, 2026

Run managed browser sessions through Browserbase's hosted MCP endpoint.

No public repository starsNo public package download dataUpdate date unavailable
Browser AutomationBest fit: Specialized workflowsFirst-party MCP · Browserbase

Industries: Software & Technology

Decision caution

Evidence reviewed Jul 30, 2026

Parse, convert, and structure PDF, DOCX, XLSX, PPTX, CSV, HTML, and other documented inputs.

707 stars38.7k last-month downloads · PyPI Stats · Third-partyUpdated Aug 14, 2026
Files & KnowledgeBest fit: Local files and knowledgeFirst-party MCP · Docling Project

Industries: Education & Research · Software & Technology

Decision caution

Evidence reviewed Aug 14, 2026

Create, deploy, inspect, and configure applications hosted on Netlify.

56 stars15.7k 30-day package downloadsUpdated Nov 11, 2025
Cloud & DevOpsBest fit: Cloud operationsFirst-party MCP · Netlify

Industries: Software & Technology

Decision caution

Evidence reviewed Aug 14, 2026

Create, read, and edit documented DOCX, XLSX, and PPTX Office files through separate local MCP servers.

91 starsNo public package download dataUpdated Aug 13, 2026
Files & KnowledgeBest fit: Local files and knowledgeCommunity implementation · theWDY

Industries: Professional Services · Software & Technology

Decision caution

Evidence reviewed Aug 14, 2026

Connect compatible AI clients to Perplexity's documented MCP capabilities.

2.4k stars19.7k Weekly downloads · zPlatform · Third-party93.3k 30-day package downloadsUpdated Jul 27, 2026
Search & ResearchBest fit: Specialized workflowsFirst-party MCP · Perplexity

Industries: Education & Research

Decision caution

Evidence reviewed Aug 14, 2026

Connect compatible AI clients to Postman's documented MCP capabilities.

296 stars11.9k Weekly downloads · zPlatform · Third-party39.4k 30-day package downloadsUpdated Jul 24, 2026
Developer ToolsBest fit: Developer workflowsFirst-party MCP · Postman

Industries: Software & Technology

Decision caution

Evidence reviewed Aug 14, 2026

MCP server for GSC, Bing, and GA4. Includes analytics, health checks, and SEO insights.

270 stars6.5k 30-day package downloadsUpdated Aug 9, 2026
Developer ToolsBest fit: Developer workflowsCommunity implementation · io.github.saurabhsharma2u

Industries: Media & Marketing

Decision caution

Evidence reviewed Aug 14, 2026

Connect compatible AI clients to HashiCorp's documented MCP capabilities.

1.5k starsNo public package download dataUpdated Aug 14, 2026
Cloud & DevOpsBest fit: Cloud operationsFirst-party MCP · HashiCorp

Industries: Software & Technology

Decision caution

Evidence reviewed Aug 14, 2026

Zotero MCP

Watchlist

Search, read, annotate, and add to your Zotero research library, local or web.

4.7k stars26.6k last-month downloads · PyPI Stats · Third-partyUpdated Aug 6, 2026
Other ToolsBest fit: Specialized workflowsCommunity implementation · io.github.54yyyu

Industries: Education & Research

Decision caution

Evidence reviewed Aug 14, 2026

It leverages the **Model Context Protocol (MCP)** to allow AI models (like Claude) to interact directly with your workspace's task management system.

1.1k starsNo public package download dataUpdated Aug 8, 2026
Productivity & CollaborationBest fit: Team productivityCommunity implementation · github:agentrq

Industries: Professional Services

Decision caution

Evidence reviewed Aug 14, 2026

Unity MCP Server AI-Powered Unity Editor & Hub Control

369 starsNo public package download dataUpdated Jul 27, 2026
Other ToolsBest fit: Specialized workflowsCommunity implementation · github:anklebreaker-studio

Industries: Sports & Entertainment

Decision caution

Evidence reviewed Aug 14, 2026

auth0

Watchlist

Manage authorized Auth0 tenant resources through a scoped official MCP server.

112 starsNo public package download dataUpdated Aug 13, 2026
SecurityBest fit: Specialized workflowsFirst-party MCP · ecosystem:auth0

Industries: Cybersecurity

Decision caution

Evidence reviewed Aug 14, 2026

This project enables AI assistant clients like Cursor, Windsurf and Claude Desktop to control Unreal Engine through natural language using the Model Context Protocol (MCP).

2.1k starsNo public package download dataUpdated Apr 22, 2025
Productivity & CollaborationBest fit: Team productivityCommunity implementation · github:chongdashu

Industries: Sports & Entertainment

Decision caution

Evidence reviewed Aug 14, 2026

XcodeBuildMCP provides tools for Xcode project management, simulator management, and app utilities.

6.2k stars511.2k 30-day package downloadsUpdated Jul 23, 2026
Productivity & CollaborationBest fit: Team productivityCommunity implementation · com.xcodebuildmcp

Industries: Software & Technology

Decision caution

Evidence reviewed Aug 14, 2026

Query authorized Dynatrace Managed observability data through a self-hosted MCP server.

27 starsNo public package download dataUpdated Aug 11, 2026
Monitoring & ObservabilityBest fit: Specialized workflowsEcosystem official · ecosystem:dynatrace-managed

Industries: Software & Technology

Decision caution

Evidence reviewed Aug 14, 2026

XcodeBuildMCP provides tools for Xcode project management, simulator management, and app utilities.

6.2k stars511.2k 30-day package downloadsUpdated Jul 23, 2026
Productivity & CollaborationBest fit: Team productivityCommunity implementation · io.github.cameroncooke

Industries: Software & Technology

Decision caution

Evidence reviewed Aug 14, 2026

Make 3D games in Unity Engine with AI. MCP Server + Plugin for Unity Editor and Unity games.

3.9k shared-repository starsNo public package download dataUpdated Aug 10, 2026

Shared or parent metric is non-comparable. Not used for ranking.

Developer ToolsBest fit: Developer workflowsCommunity implementation · io.github.IvanMurzak

Industries: Sports & Entertainment

Decision caution

Evidence reviewed Aug 14, 2026

Search arXiv papers, download full text, semantic search, citation graphs, and alerts via MCP.

3.1k stars79.8k last-month downloads · PyPI Stats · Third-partyUpdated Jul 29, 2026
Developer ToolsBest fit: Developer workflowsCommunity implementation · io.github.blazickjp

Industries: Education & Research

Decision caution

Evidence reviewed Aug 14, 2026

Connect compatible AI clients to Containers community's documented MCP capabilities.

2k stars60.5k 30-day package downloadsUpdated Jul 31, 2026
Cloud & DevOpsBest fit: Cloud operationsCommunity implementation · Containers community

Industries: Software & Technology

Decision caution

Evidence reviewed Aug 14, 2026

MCP server for iOS and Android Mobile Development, Automation and Testing

5.9k stars95.4k 30-day package downloadsUpdated Aug 9, 2026
Productivity & CollaborationBest fit: Team productivityCommunity implementation · io.github.mobile-next

Industries: Software & Technology

Decision caution

Evidence reviewed Aug 14, 2026

penpot

Watchlist

Read and update Penpot design documents through an official MCP integration.

426 starsNo public package download dataUpdated Mar 19, 2026
Design & CreativeBest fit: Specialized workflowsFirst-party MCP · ecosystem:penpot

Industries: Media & Marketing · Software & Technology

Decision caution

Evidence reviewed Aug 14, 2026

Qdrant MCP

Watchlist

Store and retrieve semantic memories and code context in Qdrant.

1.5k stars1.5M 30-day package downloadsUpdated Dec 10, 2025
Data & DatabasesBest fit: Working with structured dataFirst-party MCP · Qdrant

Industries: Education & Research · Software & Technology

Decision caution

Evidence reviewed Aug 14, 2026

runway-api

Watchlist

Generate authorized image and video assets through the Runway API.

22 starsNo public package download dataUpdated Aug 10, 2026
AI & ReasoningBest fit: Specialized workflowsFirst-party MCP · ecosystem:runway-api

Industries: Media & Marketing · Sports & Entertainment

Decision caution

Evidence reviewed Aug 14, 2026

square

Watchlist

Use authorized Square commerce and payment-development workflows through official MCP tools.

106 starsNo public package download dataUpdated Apr 9, 2026
Finance & PaymentsBest fit: Specialized workflowsFirst-party MCP · ecosystem:square

Industries: Financial Services & Investing · Retail & E-commerce

Decision caution

Evidence reviewed Aug 14, 2026

Publish videos to TikTok, Reels, Shorts, X, and Facebook through Taisly.

255 stars589 30-day package downloadsUpdated Jul 6, 2026
Design & CreativeBest fit: Specialized workflowsCommunity implementation · io.github.taisly

Industries: Media & Marketing

Decision caution

Evidence reviewed Aug 14, 2026

Manage and query Pinecone indexes and search Pinecone documentation.

No public repository stars2.1k 30-day package downloadsUpdated Feb 5, 2026
Data & DatabasesBest fit: Working with structured dataFirst-party MCP · Pinecone

Industries: Education & Research · Software & Technology

Decision caution

Evidence reviewed Jul 29, 2026

Adyen MCP

Watchlist

Use Adyen Checkout and Management API workflows through an official MCP package.

No public repository starsNo public package download dataUpdate date unavailable
Finance & PaymentsBest fit: Specialized workflowsFirst-party MCP · Adyen

Industries: Financial Services & Investing · Retail & E-commerce

Decision caution

Evidence reviewed Jul 30, 2026

Diagnose and control supported CircleCI pipeline and job workflows through hosted or CLI MCP.

No public repository starsNo public package download dataUpdate date unavailable
Automation & WorkflowsBest fit: Specialized workflowsFirst-party MCP · CircleCI

Industries: Software & Technology

Decision caution

Evidence reviewed Jul 30, 2026

Manage authorized Contentstack content and platform resources through an official package.

No public repository starsNo public package download dataUpdate date unavailable
Content & KnowledgeBest fit: Specialized workflowsFirst-party MCP · Contentstack

Industries: Media & Marketing · Retail & E-commerce

Decision caution

Evidence reviewed Jul 30, 2026

Investigate Cypress Cloud runs, failures, and test results through a hosted MCP endpoint.

No public repository starsNo public package download dataUpdate date unavailable
Browser AutomationBest fit: Specialized workflowsFirst-party MCP · Cypress

Industries: Software & Technology

Decision caution

Evidence reviewed Jul 30, 2026

Use GitLab projects, issues, merge requests, repositories, users, and CI/CD through an OAuth MCP endpoint.

No public repository starsNo public package download dataUpdate date unavailable
Developer ToolsBest fit: Developer workflowsFirst-party MCP · GitLab

Industries: Software & Technology

Decision caution

Evidence reviewed Jul 30, 2026

Expose governed Microsoft SQL data operations through Data API Builder and MCP.

No public repository starsNo public package download dataUpdate date unavailable
Data & DatabasesBest fit: Working with structured dataFirst-party MCP · Microsoft

Industries: Software & Technology

Decision caution

Evidence reviewed Jul 30, 2026

Use authorized New Relic discovery, alerting, and telemetry tools through regional hosted endpoints.

No public repository starsNo public package download dataUpdate date unavailable
Monitoring & ObservabilityBest fit: Specialized workflowsFirst-party MCP · New Relic

Industries: Software & Technology

Decision caution

Evidence reviewed Jul 30, 2026

Use Plaid Dashboard diagnostics and analytics through an official hosted MCP endpoint.

No public repository starsNo public package download dataUpdate date unavailable
Finance & PaymentsBest fit: Specialized workflowsFirst-party MCP · Plaid

Industries: Financial Services & Investing

Decision caution

Evidence reviewed Jul 30, 2026

Strapi MCP

Watchlist

Expose built-in Strapi content-management capabilities through MCP.

No public repository starsNo public package download dataUpdate date unavailable
Content & KnowledgeBest fit: Specialized workflowsFirst-party MCP · Strapi

Industries: Media & Marketing · Software & Technology

Decision caution

Evidence reviewed Jul 30, 2026

Use generated Zoho CRM MCP endpoints for authorized CRM operations.

No public repository starsNo public package download dataUpdate date unavailable
CRM & Customer OperationsBest fit: Specialized workflowsFirst-party MCP · Zoho

Industries: Professional Services · Retail & E-commerce

Decision caution

Evidence reviewed Jul 30, 2026

Inspect and manage Vercel projects, deployments, logs, and documentation.

No public repository starsNo public package download dataUpdate date unavailable
Cloud & DevOpsBest fit: Cloud operationsFirst-party MCP · Vercel

Industries: Software & Technology

Decision caution

Evidence reviewed Jul 29, 2026

Connect compatible AI clients to WorkOS's documented MCP capabilities.

No public repository starsNo public package download dataUpdate date unavailable
Developer ToolsBest fit: Developer workflowsFirst-party MCP · WorkOS

Industries: Software & Technology

Decision caution

Evidence reviewed Jul 29, 2026