Find reviewed MCPs without confusing popularity for trust.

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

microsoft/mcp is a catalog/monorepo containing multiple official Microsoft MCP server implementations; its stars are a shared repository signal, not Azure-MCP-specific adoption. Not used for ranking.

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

MCP server for Chrome DevTools

Industries: Software & Technology

Retrieve current library and framework documentation for coding agents.

Industries: Education & Research · Software & Technology

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

Industries: Manufacturing & Industrial · Software & Technology

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

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

Google Search Console MCP Server for SEOs

Industries: Media & Marketing

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

Industries: Cybersecurity

Let AI clients inspect and automate web browsers with Playwright.

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

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

Industries: Professional Services · Software & Technology

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

Industries: Software & Technology

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

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

Investigate Sentry errors, issues, projects, and telemetry.

Industries: Software & Technology

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

Industries: Education & Research · Software & Technology

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

Industries: Media & Marketing

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

Industries: Cybersecurity · Human Resources

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

Industries: Hospitality · Retail & E-commerce

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

stripe/ai is a broader AI repository containing the MCP implementation; repository stars are not Stripe-MCP-only. Not used for ranking.

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

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

Industries: Media & Marketing · Software & Technology

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

Industries: Professional Services

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

Industries: Media & Marketing · Retail & E-commerce

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

Industries: Sports & Entertainment

🛫 Fli - Flight Search MCP Server and Library

Industries: Travel, Transportation & Aviation

Access supported Cloudflare developer platform capabilities.

Industries: Software & Technology

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

Industries: Software & Technology

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

Industries: Education & Research · Software & Technology

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

Industries: Education & Research

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

Industries: Retail & E-commerce · Software & Technology

Connect AI tools to Supabase projects and development workflows.

Industries: Software & Technology

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

Industries: Software & Technology

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

Industries: Software & Technology

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

Industries: Software & Technology

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

Industries: Retail & E-commerce

Inspect and operate authorized Confluent Cloud and Kafka resources.

Industries: Software & Technology

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

Industries: Software & Technology

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

The GitKraken MCP capability ships within the broader gk CLI. Not used for ranking.

@gitkraken/gk is a broader CLI distribution that includes MCP functionality; its downloads are useful context but not MCP-only adoption. Not used for ranking.

Industries: Software & Technology

An MCP Server for computer-use in Windows OS

Industries: Software & Technology

Run a full technical analysis of NVDA

Industries: Financial Services & Investing

Recommended local research MCP for arXiv literature search, bounded full-text/LaTeX reading, citation traversal, local paper storage, and research alerts.

Industries: Education & Research

Work with MongoDB databases and Atlas projects.

Industries: Retail & E-commerce · Software & Technology

Give MCP clients scoped access to a local Obsidian vault.

Industries: Education & Research · Software & Technology

Inspect and operate Meilisearch indexes and application-search workflows.

Industries: Retail & E-commerce · Software & Technology

Simple MCP Server to allow vibe reversing in IDA Pro.

Industries: Cybersecurity

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

Industries: Software & Technology

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

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

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

Industries: Software & Technology

Provide a structured tool for iterative problem-solving steps.

Sequential Thinking is one server inside the broader official MCP servers monorepo. Not used for ranking.

Industries: Education & Research · Software & Technology

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

Industries: Cybersecurity · Software & Technology

⚡ 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.

Industries: Cybersecurity

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

AWS Documentation MCP is one server inside the broader awslabs/mcp monorepo. Not used for ranking.

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

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

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

Recommended official testing and debugging tool for inspecting MCP server capabilities and exercising requests during development.

Recommended official MCP SDK for Python when you need direct, first-party protocol support for building MCP clients or servers.

Use supported PayPal developer capabilities through MCP.

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

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

Industries: Software & Technology

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

MCP is built into the broader Semgrep product/CLI; repository stars are a shared product signal. Not used for ranking.

Industries: Cybersecurity · Software & Technology

Connect supported AI clients to Jira and Confluence.

Industries: Manufacturing & Industrial · Software & Technology

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

Canva Dev MCP is invoked through the broader Canva CLI; CLI downloads can be shown as a shared distribution signal but must not be represented as MCP-only downloads. Not used for ranking.

Industries: Media & Marketing · Software & Technology

Recommended for Cypress Cloud users who want read-oriented CI/test debugging context inside an MCP-compatible coding assistant.

Industries: Software & Technology

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

Industries: Healthcare & Life Sciences · Software & Technology

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

Industries: Legal & Compliance · Software & Technology

Recommended framework for Python teams that want a high-level MCP development layer with strong documentation, current protocol support, and mature deployment/auth patterns.

Provide design context from Figma to supported development tools.

Industries: Media & Marketing · Software & Technology

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

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

Recommended first-party search MCP when you want a small, focused search-and-extraction surface backed by Kagi and can use a Kagi API key.

Recommended hosted LangSmith integration for MCP clients that need traces, runs, datasets, experiments, prompts, and billing data through LangSmith's OAuth boundary.

Access Linear issues, projects, and product workflows.

Industries: Software & Technology

Recommended official MCP SDK for C# / .NET when you need direct, first-party protocol support for building MCP clients or servers.

Recommended official MCP SDK for Go when you need direct, first-party protocol support for building MCP clients or servers.

Recommended official MCP SDK for Java when you need direct, first-party protocol support for building MCP clients or servers.

Recommended official MCP SDK for Rust when you need direct, first-party protocol support for building MCP clients or servers.

Recommended official MCP SDK for TypeScript when you need direct, first-party protocol support for building MCP clients or servers.

Recommended hosted Logfire MCP for teams that want evidence-backed access to telemetry plus managed observability resources through OAuth and project/org scoping.

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

Industries: Professional Services

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

Industries: Retail & E-commerce · Software & Technology

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

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

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

Industries: Financial Services & Investing · Healthcare & Life Sciences

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

Industries: Professional Services · Software & Technology

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

Industries: Professional Services · Retail & E-commerce

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

Industries: Professional Services

Search and navigate authorized code across Sourcegraph repositories.

Industries: Software & Technology

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

Industries: Cybersecurity · Software & Technology

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

Industries: Media & Marketing

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

Industries: Software & Technology

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

Industries: Telecommunications

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

Industries: Education & Research

Build and query a semantic graph of a software codebase.

Industries: Software & Technology

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

Industries: Cybersecurity

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

Industries: Sports & Entertainment

Softeria is a community, direct Microsoft Graph implementation with local npm/stdio and self-hostable HTTP modes, personal and --org-mode workflows, explicit SharePoint Sites and Lists operations, and documented tool/scope/read-only controls. It remains distinct from Microsoft Work IQ's separately published Microsoft implementation and high-level Work IQ abstraction.

Industries: Professional Services

Figma MCP Bridge

Industries: Media & Marketing

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

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

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

Industries: Retail & E-commerce

Open-source read-only biomedical MCP server for searching and retrieving literature, trials and other structured biomedical evidence. Capabilities: Search biomedical literature and evidence; Retrieve clinical-trial and biomedical entity information; Query genomic/variant/drug-related sources supported by BioMCP; Expose the same read-only biomedical retrieval surface over stdio or HTTP

Industries: Education & Research · Healthcare & Life Sciences

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

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

Industries: Education & Research · Legal & Compliance

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

Reviewed sibling/shared repository context; not exact MCP ranking evidence. Not used for ranking.

Reviewed official_local_sibling; context only and not exact MCP ranking evidence. Not used for ranking.

Industries: Software & Technology

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

Reviewed review_required_for_current_hosted_vs_legacy_local_distribution; context only and not exact MCP ranking evidence. Not used for ranking.

Industries: Software & Technology

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

Reviewed legacy_archived_local; context only and not exact MCP ranking evidence. Not used for ranking.

Industries: Cybersecurity

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

Industries: Cybersecurity

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

Industries: Software & Technology

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

Industries: Software & Technology

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

Archived 2026-07-20; historical adoption only, not current hosted maintenance/ranking. Not used for ranking.

Reviewed legacy_local_distribution_if_present; context only and not exact MCP ranking evidence. Not used for ranking.

Industries: Software & Technology

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

Industries: Media & Marketing · Retail & E-commerce

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

Industries: Professional Services · Software & Technology

World Monitor product MCP for live multi-domain global intelligence; distinct from its separate documentation-only MCP. Capabilities: Query supported conflict/geopolitical intelligence; Access supported market/economic data; Use supported aviation/maritime/cyber/climate/health intelligence; Invoke supported synthesis/forecasting tools where provided

Industries: Financial Services & Investing · Government & Public Sector

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

Industries: Education & Research · Software & Technology

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

Reviewed sibling/shared repository context; not exact MCP ranking evidence. Not used for ranking.

Reviewed official_local_sibling_distribution; context only and not exact MCP ranking evidence. Not used for ranking.

Industries: Professional Services

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

Industries: Software & Technology

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

Industries: Professional Services · Software & Technology

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

Industries: Software & Technology

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

Industries: Media & Marketing

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

Industries: Education & Research

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

Industries: Professional Services

Unity MCP Server AI-Powered Unity Editor & Hub Control

Industries: Sports & Entertainment

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

Industries: Cybersecurity

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

Industries: Software & Technology

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

Industries: Software & Technology

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

Industries: Software & Technology

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

Industries: Software & Technology

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

Industries: Media & Marketing · Software & Technology

Store and retrieve semantic memories and code context in Qdrant.

Industries: Education & Research · Software & Technology

Generate authorized image and video assets through the Runway API.

Industries: Media & Marketing · Sports & Entertainment

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

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

Industries: Media & Marketing

Official financial-data MCP with a relatively narrow risk profile, but not yet enough MCP-specific ecosystem evidence for Selected.

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

Industries: Software & Technology

Connect an AI assistant to an ElevenLabs workspace to manage voice/chat agents and generate authorized creative media through ElevenLabs' hosted OAuth MCP.

Industries: Media & Marketing · Sports & Entertainment

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

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

Industries: Financial Services & Investing · Software & Technology

Microsoft learning curriculum for understanding MCP concepts and building MCP examples; it is educational content rather than a production MCP runtime. Capabilities: Learn MCP concepts and architecture; Follow hands-on MCP lessons and examples; Build protocol literacy across supported lesson languages

Industries: Education & Research · Software & Technology

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

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

Promising database MCP with a safer posture than many database tools, but adoption is not yet strong enough for Selected.

Direct MCP access to Minds functionality is useful, but the reviewed MCP-specific permission and isolation boundary is not yet strong enough.

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

Industries: Software & Technology

Manage and query Pinecone indexes and search Pinecone documentation.

Industries: Education & Research · Software & Technology

Strong type-specific gateway design with per-caller tool grants, but production gateway control-plane risk still warrants Watchlist.

Official AWS Infrastructure as Code MCP server for CloudFormation validation/troubleshooting and AWS CDK documentation, samples and best-practice guidance. Capabilities: Validate CloudFormation templates locally; Check CloudFormation compliance; Troubleshoot failed CloudFormation deployments; Search CloudFormation documentation; Search AWS CDK documentation; Find CDK samples/constructs and best practices

Industries: Software & Technology

Official Ahrefs hosted MCP server that lets supported AI clients access Ahrefs data through an account-scoped MCP connection. Capabilities: Query supported Ahrefs SEO/marketing data through MCP; Use Ahrefs data inside supported AI clients

Industries: Media & Marketing · Software & Technology

Airweave MCP server that lets AI clients search data synchronized into an Airweave collection. Capabilities: Search synced Airweave collection data; Run locally over stdio; Run hosted over Streamable HTTP

Industries: Software & Technology

Official Alpaca MCP server for market data, portfolio inspection and trading operations through an Alpaca account. Capabilities: Retrieve supported stock, crypto and options market data; Inspect account, positions and portfolio information; Place/cancel supported orders; Close positions and perform supported options actions

Industries: Financial Services & Investing · Software & Technology

Official Amplitude product MCP server for analytics and supported project-content/taxonomy workflows with dedicated read/write RBAC. Capabilities: Query supported product analytics data; Work with charts/dashboards/cohorts/experiments; Inspect/manage supported events/properties/taxonomy; Perform authorized write operations under Amplitude MCP RBAC

Industries: Software & Technology

Official hosted Atlan MCP server that exposes governed catalog/search/lineage and supported curation workflows under existing Atlan permissions. Capabilities: Search Atlan catalog assets; Inspect lineage and governed metadata; Use catalog context for supported SQL/data workflows; Perform supported metadata curation when the account is authorized

Industries: Software & Technology

Official Backblaze B2 MCP server for object-storage workflows, with effective authority inherited from the B2 application key. Capabilities: Perform supported B2 object-storage operations through MCP; List/read/manage objects only to the extent allowed by the connected B2 application key

Industries: Software & Technology

Local-first MCP memory/knowledge system that stores notes and graph context and exposes search, read, write, edit, move and delete operations to AI clients. Capabilities: Search and read notes; Write/edit/move/delete notes; Navigate knowledge relationships/context; Manage memory projects; Use local or cloud-backed routing documented by Basic Memory

Industries: Software & Technology

Beads is a persistent dependency-aware work graph for coding agents; `beads-mcp` is its alternative interface for clients that require MCP. Capabilities: Expose Beads dependency-aware issue/task graph through MCP; Persist coding-agent task state and relationships; Query/update supported Beads work items through the MCP-only interface

Industries: Software & Technology

AI gateway/control plane that can act as an MCP client and server and apply access controls around MCP tools. Capabilities: Connect to upstream MCP servers; Expose MCP capabilities through Bifrost; Apply role/virtual-key/tool scoping and gateway controls; Use OAuth2 and gateway telemetry/audit features documented by Bifrost

Industries: Software & Technology

Powerful first-party web MCP, but its 60+ tool surface and browser automation require stronger least-privilege and side-effect controls before Selected.

Browser automation framework with an official local MCP mode that lets MCP clients drive browser-use capabilities. Capabilities: Run browser-use through an MCP client; Navigate and interact with websites through browser automation; Use configured model/browser providers for browser tasks

Industries: Software & Technology

Official Chroma MCP server for managing collections and retrieving vector/full-text/metadata-filtered data. Capabilities: Create/manage Chroma collections; Add and query collection data; Vector similarity search; Full-text search; Metadata-filtered retrieval; Connect to local, self-hosted HTTP, or Chroma Cloud backends

Industries: Software & Technology

Official Beta Clerk MCP server focused on Clerk SDK snippets and implementation patterns for coding assistants. Capabilities: Provide current Clerk SDK snippets; Provide Clerk implementation patterns/guidance to coding agents

Industries: Software & Technology

Cognee MCP server for persistent knowledge-graph memory and retrieval across AI sessions. Capabilities: Add/manage supported persistent memory; Build/query graph-based knowledge; Retrieve context across sessions/datasets; Operate over local/self-hosted or cloud-backed Cognee deployments

Industries: Software & Technology

Official CoinGecko MCP server for crypto market, token and onchain data retrieval; it is not a trading execution server. Capabilities: Retrieve supported cryptocurrency market data; Access supported onchain/trending/token/coin information; Query CoinGecko API data through MCP

Industries: Financial Services & Investing

Dagger-powered MCP server that gives coding agents isolated containerized development environments, logs and branch-based review workflows. Capabilities: Create isolated environments for coding agents; Run agent work in separate git branches; Inspect complete command history/logs; Intervene in an agent environment; Review/checkout resulting work

Industries: Software & Technology

Token-efficient database MCP server for PostgreSQL, MySQL, MariaDB, SQL Server and SQLite with configurable safety guardrails. Capabilities: Execute SQL with safety controls; Search database schemas/objects; Use optional explain/health tools; Connect to multiple databases; Define reusable parameterized custom tools; Use SSH tunneling and TLS

Industries: Software & Technology

Official DataForSEO v3 MCP server exposing a broad set of SEO, SERP, backlink and related web-data APIs. Capabilities: Query supported SERP/keyword data; Use on-page/backlink/domain/business/content/merchant datasets exposed by DataForSEO; Access supported DataForSEO APIs from MCP clients

Industries: Media & Marketing · Software & Technology

Official DataHub MCP server for bringing governed catalog, schema and lineage context into AI clients. Capabilities: Search DataHub catalog assets; Inspect schemas and metadata; Trace lineage and dependencies; Use catalog context to assist SQL/query generation

Industries: Software & Technology

Official Dodo Payments API MCP server for live payment-platform operations such as payments, subscriptions, customers, products, refunds, licenses and usage. Capabilities: Create/manage supported payments operations; Manage subscriptions; Manage customers/products; Issue/manage supported refunds; Access licenses and usage operations exposed by the API MCP

Industries: Financial Services & Investing · Software & Technology

Official Excalidraw MCP Apps integration for generating and interactively viewing/editing Excalidraw diagrams. Capabilities: Generate Excalidraw diagrams from AI instructions; Render diagrams through MCP Apps; Control supported viewport/camera interactions; Open/edit diagrams interactively in supported clients

Industries: Media & Marketing · Software & Technology

Read-oriented financial-data MCP server for company financial statements, stock prices, market news and supported crypto market data. Capabilities: Retrieve income statements; Retrieve balance sheets; Retrieve cash-flow statements; Get current/historical stock prices; Get company news; Retrieve supported crypto tickers/prices

Industries: Financial Services & Investing · Software & Technology

Dedicated GPT Researcher MCP server (`gptr-mcp`) that exposes the project's autonomous web-research workflow to MCP clients. Capabilities: Trigger GPT Researcher deep-research jobs from an MCP client; Search/collect web evidence through configured research providers; Return synthesized research/citations to the MCP client

Industries: Education & Research · Software & Technology

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

Industries: Software & Technology

Official read-only Google Analytics MCP server for retrieving Analytics reporting and property context. Capabilities: Query supported Google Analytics reporting data; Inspect supported Analytics properties/metadata; Use Analytics data in AI-assisted analysis

Industries: Media & Marketing · Software & Technology

Official Google integration with strong documentation and useful analysis tools, but database execution risk requires stricter high-risk evidence before Selected.

Strong knowledge-graph MCP with useful persistent-memory workflows, but current default HTTP exposure and write/delete tools are too risky for Selected.

Official GrowthBook MCP server with a deliberately small skill surface plus a generic authenticated API-call tool. Capabilities: List/read GrowthBook MCP skills; Call authenticated GrowthBook API endpoints through a generic MCP tool; Use capability-only `/mcp/api` mode where documented

Industries: Software & Technology

Cloud-native gateway that can expose and govern MCP traffic as part of the wider Higress API/AI gateway platform. Capabilities: Route MCP traffic; Apply gateway-level policy/governance to MCP services; Integrate MCP services into a broader API/AI gateway deployment

Industries: Software & Technology

Official Hostinger MCP server exposing Hostinger APIs for hosting, VPS, domains/DNS, billing/subscriptions, ecommerce and related account operations. Capabilities: Read/manage hosting resources; Manage VPS resources; Read/manage domains and DNS; Use supported billing/subscription, ecommerce and marketing operations

Industries: Software & Technology

Useful integration infrastructure and OAuth broker, but its central position across many third-party accounts makes hosted control evidence critical.

Official Klaviyo MCP server for marketing/reporting and supported campaign/content workflows, with dedicated controls for writes and user-generated content. Capabilities: Query supported Klaviyo reporting/account data; Use supported campaign/template and marketing workflows; Restrict hosted server to read-only; Disable tools that can expose user-generated content

Industries: Media & Marketing · Retail & E-commerce

Kubernetes network-observability MCP server for querying L4/L7 traffic, snapshots and packet captures with cluster context. Capabilities: Query L4 flows; Query L7/API traffic; Create and inspect traffic snapshots; Export/download PCAP data; Perform network incident/root-cause analysis

Industries: Cybersecurity · Software & Technology

Well-documented official MathWorks server, but code execution and session control should remain high-risk until the deployment is explicitly constrained.

Community Go SDK for building MCP clients and servers, with support for MCP primitives and local/HTTP transports. Capabilities: Build MCP servers in Go; Build MCP clients in Go; Expose tools, resources, and prompts; Use stdio and HTTP-family transports supported by the project

Industries: Software & Technology

Third-party MCP integration that connects an AI client to Blender for prompt-assisted 3D scene creation and manipulation. Capabilities: Control Blender scenes and objects through MCP; Create and modify 3D content; Use optional asset/model integrations configured by the addon

Industries: Media & Marketing · Software & Technology

Current hosted successor is the right identity, but long-term memory add/update/delete operations require stronger hosted-service evidence before Selected.

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

Industries: Software & Technology

Official MiniMax MCP server exposing supported MiniMax multimodal generation, including image, video, speech and voice workflows. Capabilities: Generate supported images; Generate supported video; Generate speech/audio; Use supported voice-cloning/media-generation operations

Industries: Software & Technology

Official MotherDuck MCP Server for querying schemas/data with DuckDB SQL, creating analytics outputs, and working with MotherDuck data pipelines. Capabilities: List/search data catalog content; Query data with DuckDB SQL; Generate traceable analytics queries and visualizations; Work with supported MotherDuck pipeline/catalog tools

Industries: Software & Technology

Official Next.js development MCP integration that exposes runtime errors/state, route metadata, logs, documentation and upgrade/testing helpers to coding agents. Capabilities: Read build/runtime/type errors; Query live development state and route metadata; Inspect Server Actions/component hierarchy; Read development logs; Query Next.js knowledge/base documentation; Use migration/upgrade helpers; Integrate browser verification through Playwright MCP

Industries: Software & Technology

Official Nx MCP Server for Nx workspace, task, documentation and selected Nx Cloud/CI context; Nx Console can manage its client configuration. Capabilities: Inspect Nx workspace/project context; Access supported Nx documentation/context; Monitor supported tasks/CI pipelines; Use supported Nx Cloud/self-healing workflows where configured

Industries: Software & Technology

Official Kotlin Multiplatform MCP SDK for implementing clients and servers across JVM, Native, JS, and Wasm. Capabilities: Build MCP clients and servers; Expose tools, resources, prompts, completion and logging; Use stdio, Streamable HTTP, SSE, WebSocket, and in-process test transports; Target JVM, Native, JS, and Wasm

Industries: Software & Technology

Official framework-agnostic PHP MCP SDK for implementing clients and servers. Capabilities: Build MCP servers; Build MCP clients; Expose tools, resources and prompts; Use STDIO and HTTP transports, sessions and authorization features documented by the SDK

Industries: Software & Technology

Official Swift SDK implementing MCP client and server components for Swift applications. Capabilities: Build MCP clients; Build MCP servers; Work with tools, resources, prompts and other protocol capabilities; Use the transports documented by the official Swift SDK

Industries: Software & Technology

Official Oxylabs MCP integration for accessing supported Oxylabs web-data and scraping workflows from MCP clients. Capabilities: Invoke supported Oxylabs web scraping/data retrieval workflows; Use supported search/product/web-data APIs exposed by the official integration

Industries: Software & Technology

Excellent integration breadth and managed auth, but the blast radius of connected accounts is too broad for Selected without a narrowly scoped deployment.

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

Industries: Financial Services & Investing

Excellent first-party hosted setup and documentation, but destructive and credential-creating actions make the current surface high-risk.

Official Railway MCP integration for project, environment and deployment operations, with hosted OAuth and a separate local CLI mode. Capabilities: Create/manage Railway projects and environments; Deploy supported templates/services; Inspect/pull supported environment variables; Redeploy/manage supported Railway services

Industries: Software & Technology

Hosted Desktop Commander MCP service that relays an OAuth-authenticated AI client to a paired real computer with filesystem and terminal access. Capabilities: Read and modify local files through the paired computer; Run terminal/shell commands; Perform development and automation tasks on the real machine

Industries: Software & Technology

Official Rootly MCP server for incident-response and on-call workflows, with hosted OAuth and configurable tool/write profiles. Capabilities: Read supported incident/on-call context; Use Rootly incident-management workflows; Use full/slim/allowlisted tool profiles; Disable write tools for safer read-oriented deployments

Industries: Software & Technology

Ruflo is a broad agent-orchestration framework with MCP integration, not merely a single-purpose MCP server. Capabilities: Coordinate specialized coding agents/swarms; Use persistent memory and agent orchestration features; Expose supported Ruflo workflows through MCP integration

Industries: Software & Technology

Official MCP-server mode embedded in the Scaleway CLI, bringing Scaleway cloud operations to MCP clients. Capabilities: Expose supported Scaleway CLI/cloud-resource operations through the CLI's MCP mode; Use existing Scaleway CLI authentication/project context for MCP workflows

Industries: Software & Technology

Semantic coding MCP server that provides symbol-aware code retrieval, editing, refactoring and debugging tools. Capabilities: Semantic code retrieval; Symbol-level editing; Refactoring assistance; Debugging/codebase navigation; MCP integration with coding agents

Industries: Software & Technology

Official SmartBear MCP suite spanning multiple SmartBear developer/testing products with both hosted OAuth endpoints and local token-based integrations. Capabilities: Connect supported SmartBear products to MCP clients; Use product-specific Swagger/BugSnag/Zephyr and other supported workflows; Run locally for products supported by the `@smartbear/mcp` package

Industries: Software & Technology

Mature cloud-control MCP with unusually strong safety controls, but full cloud infrastructure mutation remains too consequential for Selected.

Official Storybook MCP integration that lets coding agents understand component documentation, generate stories, and run UI tests. Capabilities: Expose Storybook component/docs context to agents; Generate or update stories; Run interaction tests; Run accessibility checks where supported; Use documented component manifests and toolsets

Industries: Software & Technology

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

Industries: Media & Marketing · Software & Technology

Official Supermemory MCP 4.0 service for persistent cross-session memory and recall. Capabilities: Store persistent memory; Recall relevant stored memories; Identify account/context through `whoAmI`; Scope memory to projects

Industries: Software & Technology

AI-assisted task-management MCP server for parsing PRDs, managing project tasks, and using configured model providers for planning/research. Capabilities: Parse PRDs into tasks; Read/update task state; Expand and prioritize project tasks; Use configurable tool tiers; Use configured AI providers for planning/research

Industries: Professional Services · Software & Technology

Useful first-party search/research MCP with hosted OAuth/API-key options, but recent security hardening means it should remain Watchlist for now.

Official Telnyx remote MCP endpoint that exposes supported Telnyx API actions to MCP clients. Capabilities: Call supported Telnyx API actions through MCP; Use the same Telnyx account/API authority available to the configured API key

Industries: Software & Technology · Telecommunications

Official Tencent CloudBase MCP toolkit for AI-assisted CloudBase application, database and cloud-resource workflows. Capabilities: Inspect/manage CloudBase environments and apps; Read/write supported CloudBase data stores; Manage supported storage/functions/static-hosting resources; Assist CloudBase application development and deployment

Industries: Software & Technology

Official Webflow MCP service for bringing Webflow site, page and CMS workflows into MCP-capable AI clients. Capabilities: Inspect and work with Webflow sites/pages; Read and manage supported CMS collections/items; Create or edit supported page/layout/content structures; Use Webflow site context inside MCP-capable AI clients

Industries: Media & Marketing · Software & Technology

Automattic remote MCP proxy that connects MCP clients to a WordPress site's MCP Adapter using WordPress authentication and capability controls. Capabilities: Proxy MCP calls from a client to a WordPress MCP Adapter backend; Expose WordPress abilities permitted to the authenticated WordPress user; Support remote WordPress workflows without conflating the backend adapter with the client-facing proxy

Industries: Media & Marketing · Software & Technology

Use generated Zoho CRM MCP endpoints for authorized CRM operations.

Industries: Professional Services · Retail & E-commerce

Hosted read-only edgar.tools MCP service for SEC filings, company/financial and related investment research. Capabilities: Search SEC/company information; Retrieve filings and financial data; Inspect supported insider/signals/monitoring data; Run read-only research/analysis workflows

Industries: Education & Research · Financial Services & Investing

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

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

Industries: Sports & Entertainment

MCP-native Python framework for building composable agents and workflows, including MCP client/server support and optional durable execution. Capabilities: Manage MCP server connections; Build agents with composable workflow patterns; Create MCP servers and expose agents as servers; Use optional Temporal-backed durable execution; Use OAuth, sampling, elicitation, roots and other MCP capabilities documented by the framework

Industries: Software & Technology

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

Industries: Cybersecurity

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

Industries: Professional Services · Software & Technology

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

Industries: Manufacturing & Industrial

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

Industries: Manufacturing & Industrial

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

Industries: Cybersecurity

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

Industries: Financial Services & Investing · Professional Services

让你的 AI 助手直接访问小红书数据。

Industries: Media & Marketing

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).

Industries: Sports & Entertainment

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

Industries: Software & Technology

Archived local Python MCP retained only as historical provenance for the hosted ElevenLabs successor.

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

Industries: Software & Technology

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

Industries: Professional Services · Software & Technology