Find reviewed MCPs without confusing popularity for trust.

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

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.

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.

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.

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.

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.

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.

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.

Industries: Education & Research · Legal & Compliance

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

Industries: Software & Technology

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

Industries: Software & Technology

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

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.

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.

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.

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.

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.

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

Manage and troubleshoot AWS across services.

Industries: Software & Technology

Manage Aiven cloud data platform.

Industries: Software & Technology

Inspect Algolia indexes, account analytics, and search recommendations using the official read-only Productivity MCP.

Industries: Retail & E-commerce · Software & Technology

Anytype MCP is Anytype’s official local MCP wrapper over the Anytype API, dynamically exposing supported knowledge-base operations from the local OpenAPI document.

Industries: Education & Research · Professional Services

Sales intelligence and lead enrichment.

Industries: Media & Marketing · Professional Services

Operate Appwrite backend resources.

Industries: Software & Technology

Axiom MCP enables AI agents to query logs and events and operate axiom monitoring resources.

Industries: Software & Technology

Create and measure Bitly links and QR campaigns.

Industries: Media & Marketing

Inspect CI builds, debug failures and manage Bitrise apps.

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

Cloudinary MCP enables AI agents to search, upload, transform and organize cloudinary media assets.

Industries: Media & Marketing

Read and diagnose Couchbase data and cluster state.

Industries: Software & Technology

Dembrandt is a community/open-source design-system extraction tool with an MCP server for token extraction, drift analysis and design reporting.

Industries: Media & Marketing · Software & Technology

DoiT’s official MCP server connects AI clients to DoiT cloud-cost, analytics, savings, reporting and support workflows.

Industries: Financial Services & Investing · Software & Technology

Operate Firebase projects, app development workflows and backend services.

Industries: Software & Technology

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

Industries: Manufacturing & Industrial

Glean MCP enables AI agents to search permission-aware enterprise knowledge, people and code.

Industries: Professional Services

Read and manage Cloud Firestore documents and databases.

Industries: Software & Technology

List and deploy Cloud Run services.

Industries: Software & Technology

Find places, ground location entities, route/weather lookup.

Industries: Retail & E-commerce · Travel, Transportation & Aviation

Honeybadger MCP enables AI agents to investigate application errors and exceptions.

Industries: Software & Technology

Honeycomb MCP enables AI agents to explore telemetry, investigate traces and diagnose production anomalies.

Industries: Software & Technology

Analyze InfluxDB 3 time-series data.

Industries: Manufacturing & Industrial · Software & Technology

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

Knip’s official MCP package exposes Knip project analysis and documentation to coding agents.

Industries: Software & Technology

Debug API traffic and manage Konnect gateway infrastructure.

Industries: Software & Technology

Lucid MCP enables AI agents to find, summarize, create and edit lucid diagrams.

Industries: Media & Marketing

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

Industries: Cybersecurity

MUI’s official MCP package provides MUI documentation retrieval and optional code generation for React development.

Industries: Software & Technology

Make MCP is Make’s hosted MCP server for running scenarios and managing Make account resources from AI clients.

Industries: Professional Services · Software & Technology

Geocoding, routing and geospatial analysis.

Industries: Logistics & Supply Chain · Travel, Transportation & Aviation

MariaDB MCP is the MariaDB Foundation server for SQL inspection/querying and optional embedding/vector-store workflows.

Industries: Professional Services · Software & Technology

Metabase MCP enables AI agents to explore metabase analytics and queries.

Industries: Software & Technology

Microsoft Learn MCP enables AI agents to search and retrieve current microsoft learn documentation.

Industries: Software & Technology

Microsoft’s MarkItDown project includes a small MCP server exposing document-to-Markdown conversion through one tool.

Industries: Education & Research · Software & Technology

Miro MCP enables AI agents to read and edit miro boards, diagrams and collaborative artifacts.

Industries: Media & Marketing

Manage video assets, live streams and Mux Data analytics.

Industries: Media & Marketing · Software & Technology

Netdata MCP enables AI agents to query infrastructure metrics, alerts and anomaly information.

Industries: Software & Technology

OpenFlowKit is a local-first open-source diagramming product whose MCP server gives agents 29 diagram, canvas, file and codebase-analysis tools.

Industries: Professional Services · Software & Technology

PandaDoc MCP enables AI agents to create, send and track contracts and e-signature documents.

Industries: Professional Services

Parallel Search MCP enables AI agents to search and fetch current web content for agents.

Industries: Software & Technology

Investigate PlanetScale schema and query performance.

Industries: Software & Technology

Qiskit Documentation MCP is a read-oriented official server for searching and retrieving Qiskit documentation and error-code information.

Industries: Education & Research · Software & Technology

Qiskit IBM Runtime MCP connects agents to IBM Quantum services for backend discovery, calibration analysis, job submission and account/runtime operations.

Industries: Education & Research

The Qiskit IBM Transpiler MCP server exposes Qiskit AI-transpiler routing and synthesis workflows to MCP clients.

Industries: Education & Research

Qiskit’s core MCP server exposes circuit analysis, transpilation and serialization tools without requiring IBM Quantum credentials.

Industries: Education & Research · Software & Technology

SAP’s official MDK MCP server provides project generation, lifecycle management, documentation and SAP Mobile Services metadata tools.

Industries: Professional Services · Software & Technology

SAP/UI5’s official MCP server supplies UI5-specific scaffolding, documentation, project inspection and validation tools.

Industries: Software & Technology

Scrapfly MCP enables AI agents to extract pages and structured data with scrapfly web scraping.

Industries: Software & Technology

A mature community MCP server that exposes SearXNG search plus URL reading to AI clients, with local and self-hosted transports.

Industries: Education & Research · Software & Technology

SerpApi MCP enables AI agents to query multiple search engines and return structured search results.

Industries: Software & Technology

Snyk MCP enables AI agents to investigate dependency, code and container vulnerabilities.

Industries: Software & Technology

Statsig MCP enables AI agents to inspect experiment and feature configuration.

Industries: Professional Services

Todoist MCP enables AI agents to read, create and organize tasks and projects.

Industries: Professional Services

Typeform MCP enables AI agents to build forms, manage contacts and analyze survey responses.

Industries: Professional Services

Configure Typesense Cloud clusters and work with search indexes.

Industries: Retail & E-commerce · Software & Technology

The official UI5 Web Components MCP server provides component APIs and integration documentation to MCP coding clients.

Industries: Software & Technology

The UI5 Web Components for React project ships an official MCP package focused on React component APIs, documentation and project scaffolding.

Industries: Software & Technology

Manage and inspect Upstash infrastructure.

Industries: Software & Technology

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

Zapier MCP enables AI agents to run connected workflow actions across apps.

Industries: Software & Technology

Zoom Workspace MCP enables AI agents to manage zoom workspace reservations and workplace resources.

Industries: Professional Services

Sales and account intelligence.

Industries: Media & Marketing · Professional Services

kordoc is an actively maintained community document toolkit with an MCP integration focused on Korean HWP/HWPX plus PDF and Office document workflows.

Industries: Government & Public Sector · Professional Services

Operator advertises a hosted MCP tools surface associated with the AI Rook x402 commerce platform. Its catalog includes trading signals, market data, model analysis and other paid endpoints. The direct MCP tool-to-API mapping, transport authentication and whether MCP itself can initiate settlement were not established sufficiently to claim wallet custody or trading execution.

Industries: Financial Services & Investing

Why we’re tracking: Track changes to AI Rook's hosted MCP tools and x402/payment disclosures independently of the unresolved npm package.

An AI penetration-testing tool combining model-driven investigation with verification oracles, reproducible proofs and scope enforcement.

Industries: Cybersecurity

Why we’re tracking: Revisit the documented MCP penetration-testing workflow as its reproducible finding and machine-verification evidence evolves.

21st.dev's compatibility MCP proxy for component search, retrieval and AI-assisted UI generation.

Industries: Software & Technology

Why we’re tracking: The repository is a live migration bridge from Magic MCP to the 21st MCP; a follow-up can verify whether the compatibility package remains supported while old client configurations transition.

UI automation engine that combines accessibility and OCR into stable target selectors and exposes desktop action tools over MCP.

Why we’re tracking: Track this specific mcp_server implementation and its adoption, setup drift, privilege model, and source activity.

PartMode local-first parametric CAD includes a hosted authenticated MCP endpoint.

Industries: Manufacturing & Industrial

Why we’re tracking: Recheck a specific changing behavior of github.com/BOMWiki/partmode: Has PartMode provided verified general release artifacts or changed browser approval versus headless edit boundaries?

Production-oriented agent framework with packages for tool contracts, MCP gateway abstractions, policy, execution and testing.

Why we’re tracking: Dated implementation activity and relevant MCP role justify continued Radar monitoring.

Model Context Protocol server for DeepSeek's advanced language models

Why we’re tracking: Monitor exact implementation activity, MCP interface, permission and setup changes.

Query robotics, drone, and IoT data in plain English through an MCP server, with an intelligent edge data reduction pipeline that keeps only the data that matters.

Industries: Manufacturing & Industrial

Why we’re tracking: Monitor this implementation for changes in adoption, MCP interface, maintenance and permission boundary.

Multi-database MCP supporting queries, transactions and schema/performance inspection with stdio, SSE and HTTP options.

Why we’re tracking: Dated implementation activity and relevant MCP role justify continued Radar monitoring.

🔌 #1 MCP Gateway on GitHub — Connect Claude, ChatGPT, Copilot and any AI client to 200+ ready-to-use connectors, existing MCP servers, and any REST, SOAP, GraphQL or SQL system. Self-hosted, no-code and open source. Automatically builds Knowledge Graphs and AI Skills from how your systems connect, with SSO, governance and enterprise access control

Why we’re tracking: Monitor this implementation for changes in adoption, MCP interface, maintenance and permission boundary.

An MCP (Model Context Protocol) server implementation for Microsoft Teams integration, providing capabilities to read messages, create messages, reply to messages, mention members.

Why we’re tracking: Monitor this implementation for changes in adoption, MCP interface, maintenance and permission boundary.

Unendorsed Toss Securities CLI exposes an MCP mode including read and live order operations.

Industries: Financial Services & Investing

Why we’re tracking: Recheck a specific changing behavior of github.com/JungHoonGhae/tossinvest-cli: Has the unofficial broker interface changed, and are live trade tool defaults and legal/terms boundaries appropriately qualified?

Local-first memory MCP using SQLite, session context, codebase indexes and concept graphs with HTTP and stdio options.

Why we’re tracking: Track this specific mcp_server implementation and its adoption, setup drift, privilege model, and source activity.

Rust-based structural code intelligence with semantic search, tree-sitter graph traversal and optional LSP tools served via MCP.

Why we’re tracking: Dated implementation activity and relevant MCP role justify continued Radar monitoring.

Vibe Check is an AI metacognitive review MCP, currently in maintenance mode.

Why we’re tracking: Recheck a specific changing behavior of github.com/PV-Bhat/vibe-check-mcp-server: Does maintenance-only lifecycle or model-provider transmission change the fitness for continued tracking?

Kindly Web Search MCP Server: Web search + robust content retrieval for AI coding tools (Claude Code, Codex, Cursor, GitHub Copilot, Gemini, etc.) and AI agents (Claude Desktop, OpenClaw, Hermes, etc.). Supports Serper, Tavily, and SearXNG.

Why we’re tracking: Monitor this implementation for changes in adoption, MCP interface, maintenance and permission boundary.

TeleMem ships a standalone MCP long-term-memory server with eight documented tools.

Why we’re tracking: Recheck a specific changing behavior of github.com/TeleAI-UAGI/telemem: Have MCP write/delete memory operations and external model-provider boundaries changed?

An MCP server for Azure DevOps

Why we’re tracking: Monitor this implementation for changes in adoption, MCP interface, maintenance and permission boundary.

Agent Manager coordinates multiple coding agents and embeds a separate stdio MCP server.

Why we’re tracking: Recheck a specific changing behavior of github.com/YoanWai/agent-manager: Has tmux session execution scope or embedded MCP permissions changed across releases?

Obsidian community plugin hosting an authenticated local MCP endpoint with vault search, graph traversal, Dataview and controlled note modifications.

Why we’re tracking: Dated implementation activity and relevant MCP role justify continued Radar monitoring.

Sovereign agent platform with Docker-isolated agents, web/API administration and an MCP control plane for deployment, messaging, schedules and logs.

Why we’re tracking: Track agent governance and tool-control changes as Trinity evolves

MCP memory layer with structured storage, semantic retrieval, graph relations, deduplication/supersession and optional cloud-backed storage.

Why we’re tracking: Follow memory storage and client integration changes as the product develops

Local desktop host/MCP for ChatGPT, Claude, Perplexity, Gemini, AI Studio and Grok browser sessions with tabs, navigation, prompts, file upload and artifacts.

Why we’re tracking: Follow desktop session and tool-authorization changes as Agentify develops

A community MCP integration for controlling Ableton Live and automating music-production workflows.

Industries: Sports & Entertainment

Why we’re tracking: Track Ableton and music-session tool compatibility as the project expands

A community MCP integration that connects AI clients to Blender for scene creation and manipulation.

Why we’re tracking: Follow the package rename and Blender-version compatibility as the integration evolves

AI-powered E2E testing for 10 platforms. 253 MCP tools. Zero config. Works with Claude, Cursor, Windsurf, Copilot. Test Flutter, React Native, iOS, Android, Web, Electron, Tauri, KMP, .NET MAUI — all from natural language.

Why we’re tracking: Monitor this implementation for changes in adoption, MCP interface, maintenance and permission boundary.

Desktop MCP client/host supporting tools, prompts, resources, sampling, elicitation, registry discovery and remote MCP connectivity.

Industries: Software & Technology

Why we’re tracking: Track client transport, server configuration, and desktop support

Community Photoshop MCP with a large local tool surface for layers, masks, selections, filters, text, transforms and export; recipes land as undoable Photoshop steps.

Industries: Media & Marketing

Why we’re tracking: Track Photoshop-version and image-editing tool coverage as the bridge changes

Anki connector exposed as stdio and HTTP MCP; uses local AnkiConnect.

Industries: Education & Research

Why we’re tracking: Recheck a specific changing behavior of github.com/ankimcp/anki-mcp-server: Have AnkiConnect prerequisites and note/card mutating tools changed?

AntV's TypeScript MCP server for chart generation and data visualization.

Why we’re tracking: Follow chart-tool coverage and dependency changes that affect generated visualizations

A remote search MCP for general/vertical search, batch queries and URL-to-Markdown extraction.

Why we’re tracking: Follow provider behavior and search-tool coverage as sources change

Apache Doris MCP Server

Why we’re tracking: Monitor exact implementation activity, MCP interface, permission and setup changes.

Universal MCP CLI client mapping MCP operations to shell commands, sessions, OAuth, proxying and JSON output.

Industries: Software & Technology

Why we’re tracking: Follow CLI transports, package releases, and client configuration changes

Agent skills for researching mobile-app design patterns and building simulator-verified Expo/React Native screens.

Industries: Software & Technology

Why we’re tracking: The repository documents a changing hosted design-research MCP and its companion skills; a follow-up can verify endpoint, pricing, and tool-surface changes before users rely on the integration.

A local documentation index/MCP that fetches official web, GitHub, npm, PyPI and local-file content for search and retrieval.

Industries: Software & Technology

Why we’re tracking: Follow indexing and source-refresh behavior because documentation freshness is its value

Structured thinking journal with schema-validated entries, append-only audit trail, branching and session import/export.

Why we’re tracking: Follow tool schema and client compatibility as the reasoning surface changes

Python framework for custom MCP tools, OAuth-aware authorization, evaluation and Arcade Cloud deployment.

Industries: Software & Technology

Why we’re tracking: Follow hosted tool deployment and provider integrations as the platform expands

Argo CD ecosystem MCP supporting clusters/projects/apps/resources/logs plus create/update/delete/sync/resource actions.

Why we’re tracking: Follow Argo CD version and deployment-action coverage because cluster changes are high impact

MCP server exposing a broad ComfyUI tool set for image generation, workflow authoring, models, custom nodes and server control.

Why we’re tracking: Follow maintenance status and local image-workflow compatibility as releases return

Security-research MCP/CLI/REST tool for FOFA reconnaissance, AI reflection and optional human-approved Nuclei scanning.

Industries: Cybersecurity

Why we’re tracking: Monitor FofaMap's active MCP implementation, evolving runtime guardrails and publisher-disclosed credential-remediation guidance.

Atlassian's hosted remote MCP bridge for real-time access to Atlassian Cloud products and data.

Why we’re tracking: Track official product coverage and OAuth scopes as Atlassian APIs evolve

Local-first shared memory layer for coding agents with stdio/HTTP MCP, project-scoped memory, dashboards and multi-agent coordination modes.

Industries: Software & Technology

Why we’re tracking: Track storage and retrieval behavior as the memory implementation changes

Community Figma MCP paired with a Figma plugin, exposing design inspection and two-way interaction.

Why we’re tracking: Track Figma API and design-operation compatibility as the tool surface changes

A local orchestrator for multiple coding-agent CLIs with supervisor coordination, web UI, CLI, MCP and plugin/control-plane surfaces.

Industries: Software & Technology

Why we’re tracking: Follow AWS integration and orchestration changes as cloud tooling evolves

A self-hostable AI SOC for telemetry ingestion, threat correlation, auditable investigations and human-approved responses.

Industries: Cybersecurity

Why we’re tracking: Track security-telemetry and agent-response integrations as the platform changes

A MySQL MCP server with schema inspection, SQL queries, optional writes, SSH tunnels, multi-database support and PII redaction.

Why we’re tracking: Follow driver and database-version changes affecting connection and query tools

CLI and MCP for token-efficient code search, AST/LSP analysis, repository inspection and GitHub/npm research.

Industries: Software & Technology

Why we’re tracking: Track repository research tools and source-indexing behavior as the platform evolves

The memory your AI should have had from the start. Automatic capture, automatic recall, 100% local. One SQLite file, zero cloud. Works with Claude Code, Claude CLI, Cursor, Codex CLI, Gemini CLI.

Why we’re tracking: Monitor this implementation for changes in adoption, MCP interface, maintenance and permission boundary.

MCP SSH Manager exposes remote SSH and file-sync operations.

Why we’re tracking: Recheck a specific changing behavior of github.com/bvisible/mcp-ssh-manager: Is v3.8.5 or later securely enforced and is the v4 host-key trust behavior stable?

MCP integration for Google Maps APIs providing geocoding, place and route data for agent workflows; Codex skills are a separate installation route.

Why we’re tracking: Dated implementation activity and relevant MCP role justify continued Radar monitoring.

Polymarket MCP that supports market discovery/analysis and optional full-trading mode with wallet-based order execution.

Industries: Financial Services & Investing

Why we’re tracking: Follow market API and authorization changes while keeping real-order capability explicit

A Python recruitment CLI/MCP with job search, local candidate pools, resume/JD analysis, chat and recruiter operations.

Industries: Human Resources

Why we’re tracking: Follow the recruiting workflow and tool-surface changes as the service develops

Nextcloud MCP Server

Why we’re tracking: Monitor exact implementation activity, MCP interface, permission and setup changes.

Community Hevy MCP for the chrisdoc/hevy-mcp implementation: manage authorized workout and routine information through a locally started MCP process; hosted OAuth behavior is deployment-specific and should not be assumed for this package.

Industries: Sports & Entertainment

Why we’re tracking: Recheck a specific changing behavior of github.com/chrisdoc/hevy-mcp: Has the project clarified remote OAuth versus API-key auth and default telemetry of training data?

A Korean legal-research MCP that searches laws, precedents and related materials with citation and history tools.

Industries: Legal & Compliance

Why we’re tracking: Track source API coverage and citation validation because legal content changes

Local-first shopping-research MCP that compares products/sellers and keeps purchase authorization behind a separate approval step.

Industries: Retail & E-commerce

Why we’re tracking: Follow catalog and shopping-action changes because product data and recommendations evolve

Network Sketcher is an AI-ready network design tool with Local MCP, Online, and Offline editions for creating network designs and exporting PowerPoint diagrams and Excel-based configuration data.

Why we’re tracking: Monitor this implementation for changes in adoption, MCP interface, maintenance and permission boundary.

Community Docker MCP for composing, inspecting/debugging containers and managing persistent volumes.

Industries: Software & Technology

Why we’re tracking: Follow Docker API and compose-tool changes because container actions are high impact

MCP bridge for remote SSH commands, file upload/download and server listing with allow/deny controls.

Industries: Software & Technology

Why we’re tracking: Track SSH auth and command-scope documentation due high-impact remote actions

A web-based database exploration tool available through Docker, binaries and npm with optional AI-provider integration.

Industries: Software & Technology

Why we’re tracking: Follow database-driver and read/write tool changes because database support is broad

Personal memory engine that retains conversation/context and exposes recall, pin/fade/rescue and MCP integration.

Why we’re tracking: Follow memory storage, indexing, and tool behavior as coding integrations evolve

A community MCP integration that lets AI clients inspect and control Unity Editor workflows.

Industries: Sports & Entertainment

Why we’re tracking: Track Unity-version support and editor-operation coverage as Unity changes

Local code-intelligence CLI/MCP with graph indexing, impact analysis and selectable task-specific tool presets.

Why we’re tracking: Follow index and check coverage as the analysis engine evolves

A cross-platform clipboard application with encrypted LAN sync, local OCR and an MCP surface for AI assistants.

Why we’re tracking: Follow desktop-platform support and clipboard integration changes

Community MCP server for reading, searching and modifying Obsidian vault content through the Obsidian Local REST API plugin.

Why we’re tracking: Track vault operation and Streamable HTTP or stdio support as Obsidian changes

Local codebase-intelligence system that detects patterns/conventions and exposes context plus persistent memory to coding agents over MCP.

Industries: Software & Technology

Why we’re tracking: Follow the beta CLI and MCP fingerprint behavior as the project matures

Community MCP server controlling After Effects through an ExtendScript bridge for compositions, layers, properties, masks and animation.

Industries: Media & Marketing

Why we’re tracking: Follow Adobe version and project-tool compatibility as the automation surface expands

FastMCP CAD server exposing drawing, editing, layers, blocks, file management, screenshot and arbitrary command passthrough for AutoCAD-family applications.

Industries: Manufacturing & Industrial

Why we’re tracking: Track CAD application and geometry-tool coverage as the server evolves

Connects AI clients to Jupyter notebooks for browsing, editing, execution and optional sandbox workflows.

Industries: Education & Research

Why we’re tracking: Track notebook, kernel, and client compatibility because execution environments vary

Complete Unreal Engine development toolkit exposed as MCP tools.

Industries: Sports & Entertainment

Why we’re tracking: Monitor exact implementation activity, MCP interface, permission and setup changes.

Community Trello MCP exposing board/card CRUD, acceptance criteria, comments, checklists and advanced workflow tools.

Why we’re tracking: Dated implementation activity and relevant MCP role justify continued Radar monitoring.

A MySQL MCP for schema inspection, table sampling and single-statement SQL over stdio or remote transports.

Why we’re tracking: Track Python package and MySQL-driver changes affecting database access

Zero-dependency TypeScript SDK for models, agents, swarms, durable execution, memory, hybrid RAG, MCP tool calling, approvals and CodeAct sandboxes.

Industries: Software & Technology

Why we’re tracking: Follow package releases and MCP tool abstractions as the SDK changes

Hosted MCP gateway for Devopness projects/environments, application deployment and cloud infrastructure operations.

Why we’re tracking: Track infrastructure-provider and deployment-tool coverage as the platform changes

Community Airtable MCP with schema inspection, record CRUD, comments and optional HTTP transport.

Why we’re tracking: Dated implementation activity and relevant MCP role justify continued Radar monitoring.

💻 Give AI models complete control of your computer (probably a bad idea)

Why we’re tracking: Monitor this implementation for changes in adoption, MCP interface, maintenance and permission boundary.

A persistent memory backend exposing MCP, REST, OAuth, CLI and dashboard interfaces with local embeddings and multiple storage backends.

Why we’re tracking: Track storage, authentication, and memory-schema changes because the service persists agent context

12306 MCP Server​​ 是一个基于 ​​Model Context Protocol (MCP)​​ 的高性能火车票查询后端系统。它通过标准化接口提供官方 12306 的实时数据服务，包括余票查询、车站信息、列车经停站、中转换乘方案等核心功能。

Industries: Travel, Transportation & Aviation

Why we’re tracking: Monitor this implementation for changes in adoption, MCP interface, maintenance and permission boundary.

A native MCP plugin exposing x64dbg breakpoints, stepping, memory/register access and PE analysis over HTTP.

Industries: Cybersecurity

Why we’re tracking: Track debugger-version and analysis-tool changes because debugging capabilities are specialized

Elastic's deprecated MCP server for querying Elasticsearch indices, mappings, ES|QL and shard information.

Why we’re tracking: The repository marks the server deprecated and points users to Elastic Agent Builder while retaining critical-security-update value; a follow-up can verify the migration and any remaining supported security-maintenance path.

Standards/protocol portfolio for action-bound human authorization receipts, authority introduction, bounded capabilities and evidence-chain verification around consequential agent actions.

Industries: Legal & Compliance · Cybersecurity

Why we’re tracking: Follow authorization and protocol interoperability because identity policy is central

PerformanceMonitor includes an optional local Streamable HTTP MCP service for SQL Server monitoring.

Why we’re tracking: Recheck a specific changing behavior of github.com/erikdarlingdata/PerformanceMonitor: Does the tool surface now include configuration writes or powerful SQL beyond informational monitoring?

A self-hosted Douyin/TikTok data API with REST, MCP, storage and web-console surfaces.

Industries: Media & Marketing

Why we’re tracking: Follow API and platform-policy changes that can alter the documented MCP or automation path

This MCP server integrates with SolidWorks API and structuring it into Claude-compatible context streams.

Industries: Manufacturing & Industrial

Why we’re tracking: Monitor exact implementation activity, MCP interface, permission and setup changes.

A Playwright-based MCP server for browser automation, persistent profiles and interactive web workflows.

Why we’re tracking: Revisit browser-control scope and project disclosures as Playwright and browser security expectations change

Fetch.ai example repository covering uAgents, MCP, A2A, LLMs, payments, research, travel and deployment.

Industries: Education & Research · Software & Technology

Why we’re tracking: The examples repository evolves with Fetch.ai's agent tooling and protocol examples; a follow-up can verify whether its MCP examples remain runnable and clearly attributed.

A Kubernetes MCP server for resource inspection, kubectl and Helm operations, rollouts, logs and node management.

Industries: Software & Technology

Why we’re tracking: Track Kubernetes API and operation coverage because cluster control is high impact

A broad educational repository of generative-AI roadmaps, guides, notebooks and example projects.

Industries: Education & Research

Why we’re tracking: The repository is a maintained GenAI learning hub whose MCP tutorial can change as protocol guidance and examples evolve; another review can check that its MCP material remains accurate and substantive.

Sentry's MCP server and CLI for agent-assisted iOS and macOS project workflows.

Industries: Software & Technology

Why we’re tracking: Follow Apple toolchain and build-action changes because failures can make the server stale

facebook-ads-mcp-server — MCP integration. Specific capability not verified.

Industries: Media & Marketing

Why we’re tracking: Monitor exact implementation activity, MCP interface, permission and setup changes.

Google-maintained suite of standalone/hosted security MCPs covering Chronicle/SecOps, Threat Intelligence, Security Command Center and SOAR.

Industries: Cybersecurity

Why we’re tracking: The official Google security MCP collection can change as hosted SecOps, threat-intelligence, and local-server integrations evolve; a follow-up can verify product coverage and authentication boundaries.

A community Figma MCP bridge that uses a Figma plugin and WebSocket channel to inspect and edit designs.

Why we’re tracking: Follow Figma API and tool-permission changes affecting design automation

Rust repository for Grafbase Gateway and CLI components for GraphQL federation/routing; the prior Grafbase platform has been sunset.

Industries: Software & Technology

Why we’re tracking: The documented gateway MCP integration has a limited-security-maintenance commitment and an elapsed planned archival date. One short follow-up is valuable to resolve actual support/archival status and avoid misleading users about the retired platform.

Local MCP bridge exposing Premiere Pro project, media, sequence, timeline, effects, captions, metadata and export operations through a CEP bridge.

Industries: Media & Marketing

Why we’re tracking: Follow Adobe version and tool-discovery changes as video automation evolves

A self-hosted personal AI agent runtime with tools, memory, MCP integrations, model routing and automation.

Why we’re tracking: Track agent and MCP client compatibility as the fast-moving personal-agent surface changes

A community MCP server for Home Assistant with in-process, app, Docker/PyPI and stdio deployment options.

Why we’re tracking: Track Home Assistant API and beta-tool changes that affect home automation actions

Temporary rooms for human/agent voice, text, files and screen sharing with a stateless MCP Room API.

Why we’re tracking: Track room lifecycle and capability-sharing behavior because the service is intentionally ephemeral

IBM's framework for developing and evaluating domain-specific agents over industrial asset operations with native MCP servers.

Industries: Manufacturing & Industrial

Why we’re tracking: Revisit the evolving industrial benchmark because domain-server tools and scenario coverage determine whether MCP workflows can be evaluated reproducibly.

IBM's MCP gateway and registry for aggregation, protocol translation, governance and virtualized MCP endpoints.

Industries: Software & Technology

Why we’re tracking: Track governance, discovery, and observability features as an MCP gateway

An open-source computer-use service wrapped as MCP for macOS, Linux and Windows desktop actions.

Why we’re tracking: Track computer-use client compatibility and published action boundaries as the host changes

The QuickBooks MCP Server lets AI assistants access QuickBooks data via a standard interface. It uses the Model Context Protocol to expose QBO features as callable tools, enabling developers to build AI apps that fetch real-time QBO data through MCP.

Industries: Financial Services & Investing

Why we’re tracking: Monitor this implementation for changes in adoption, MCP interface, maintenance and permission boundary.

A hosted MCP connector for advertising and analytics research with OAuth and approval-gated write actions.

Industries: Media & Marketing

Why we’re tracking: Follow third-party API versions and account scopes because analytics integrations change quickly

Model Context Protocol (MCP) server that enables AI assistants to securely interact with Odoo ERP systems through standardized resources and tools for data retrieval and manipulation.

Why we’re tracking: Monitor this implementation for changes in adoption, MCP interface, maintenance and permission boundary.

Archived Obsidian MCP integration that added semantic search and custom prompt workflows for MCP clients.

Why we’re tracking: Follow Obsidian version and vault-operation changes as the plugin evolves

Read-oriented MCP service for searching/exploring OpenAPI specs through oapis.org.

Why we’re tracking: Track schema translation and auth behavior as OpenAPI integrations evolve

An MCP and CLI for image/video generation, design workflows, gallery search, prompt enhancement and hosted/local providers.

Industries: Media & Marketing

Why we’re tracking: Track design-tool integrations and tool contracts as the project adds capabilities

Terminal MCP client/harness for Ollama and other providers with tools, prompts, resources, multi-server support and human-in-the-loop controls.

Industries: Software & Technology

Why we’re tracking: Follow Ollama and transport compatibility as local model clients change

A community MCP server for retrieving shadcn/ui v4 components, blocks and demos across multiple frameworks.

Industries: Software & Technology

Why we’re tracking: Follow registry, component, and package changes as the UI catalog evolves

Community MCP browser for Reddit subreddit, post and user/activity analysis.

Industries: Media & Marketing

Why we’re tracking: Follow Reddit API and browsing behavior as platform access changes

Wireshark for MCP. A transparent proxy that shows every real tool call between your AI client and your MCP servers, live in your terminal.

Why we’re tracking: Monitor exact implementation activity, MCP interface, permission and setup changes.

Unreal Engine plugin that expands the engine's built-in MCP server with terrain, audio, animation, Niagara, UMG, gameplay and profiling toolsets.

Industries: Sports & Entertainment

Why we’re tracking: Track Unreal-version and editor-tool compatibility as the expansion grows

MCP server for captions/subtitles with language fallback, timestamps, ad filtering and optional TwelveLabs video analysis.

Industries: Media & Marketing

Why we’re tracking: Follow YouTube retrieval behavior and package compatibility as upstream access changes

Local SQLite memory for coding agents with recall, remember and outcome feedback, designed to share memory across Cursor, Claude Code and Codex.

Industries: Software & Technology

Why we’re tracking: Track memory persistence and agent-harness integrations as the project evolves

Community MCP server controlling browsers through browser-use with stdio/SSE modes.

Why we’re tracking: Follow browser engine, navigation scope, and disclosure guidance as the project changes

A community Slack MCP for messages, threads, search, channels, users, reactions and optional write actions.

Why we’re tracking: Track Slack API scopes and message or workspace tool changes

An MCP server for creating, inspecting and modifying Draw.io diagrams, pages, layers and document content.

Why we’re tracking: Track Draw.io integration and diagram-tool coverage as the editor changes

Official LINE MCP server for messaging and group/user operations through a LINE Official Account and Messaging API.

Why we’re tracking: Track LINE API versions and messaging scopes as the platform changes

Open-source reverse-engineering lab with a large MCP tool surface for binary, Android, web and CTF workflows.

Industries: Cybersecurity

Why we’re tracking: Track analyzer and lab-tool coverage with attention to target isolation

Rails MCP for files, routes, schema, models, controller/view relationships, environment configuration and framework guides; current 2.x is introspection-only.

Why we’re tracking: Track Rails-version and project-tool compatibility as the implementation matures

Large MCP server aggregating public APIs across 30+ intelligence domains with cited briefs, geofences, digests, dashboard and optional vector search.

Industries: Government & Public Sector · Financial Services & Investing · Cybersecurity

Why we’re tracking: Follow data-provider coverage and attribution as world-intelligence sources change

Community-maintained searchable index of SAP MCP servers, SAP AI skills and Claude plugins; it is a catalog, not an MCP server.

Why we’re tracking: Recheck a specific changing behavior of github.com/marianfoo/sap-ai-mcp-servers: Are directory entries maintained with identity freshness and explicit separation from executable MCP servers?

Offline encrypted memory vault with hybrid search, per-agent namespaces, auditability and a stdio MCP server.

Why we’re tracking: Follow encryption, local-only storage, and client adapters as the vault evolves

A developer framework for building, testing and shipping MCP servers, apps and agent integrations.

Industries: Software & Technology

Why we’re tracking: Follow protocol-version and SDK changes that affect developers building on mcp-use

MCP server that provides LLMs with tools for interacting with EVM networks