Best MCP servers for automation & workflows

A drop-in memory upgrade for your coding agent

Enables remote control of Android and iOS devices through commands for screenshots, app management, screen interactions, and UI navigation, ideal for automated testing and demonstrations.

Mobile and desktop device automation for AI agents, enabling control of iOS, Android, TV, and macOS applications.

Integrates with GitLab repositories to enable comprehensive project management including repository operations, multi-file commits with automatic branch creation, issue and merge request handling, and file content retrieval with diff analysis for automated DevOps workflows and code review processes.

Codebase intelligence for AI coding agents: dependency graphs, git history, documentation, architectural decisions, and code health.

Automated time series forecasting with dozens of models and genetic algorithm optimization

Bridges code2prompt with Google's Gemini models to analyze entire codebases or specific components, providing architectural reviews, refactoring recommendations, and development insights by extracting structured codebase content and leveraging Gemini's large context window for comprehensive code analysis.

Browser automation through Chrome extension with single Playwright API execution tool, enabling collaborative automation alongside users in existing browser tabs with reduced context window usage.

Integrates with Google Sheets API to provide spreadsheet automation through 25 specialized tools for sheet management, table operations, CRUD functionality, column type management, sorting, and cell manipulation with structured data validation and batch processing capabilities.

Provides entity-level code intelligence for AI agents, including semantic diff, impact analysis, and blame context.

Access a versatile collection of tools for media generation, web scraping, and cryptocurrency research. Convert between data formats, summarize long documents, and extract text from images or PDFs with ease. Streamline your workflow by automating tasks like SEO metadata extraction, code reviews, and content creation.

Integrates with Salesforce development tools to provide org management, metadata deployment, SOQL queries, code analysis, and development lifecycle automation through modular provider architecture.

Provides specialized documentation scraping and retrieval from GitHub, NPM, PyPI, and web pages, enabling accurate reference to up-to-date library documentation without disrupting workflow.

Interact with Google Cloud environments using the gcloud CLI through natural language

Autonomous spec-to-product coding-agent CLI with stdio tools for product-building workflows.

Cross-platform computer automation MCP server using accessibility APIs, supporting macOS, Linux, and Windows.

Integrates with Nuxt.js projects to provide development workflow automation, project scaffolding, and configuration management for Vue.js web applications.

Integrates with Storybook documentation to extract component information, props data, and custom design system elements like icons and color palettes using browser automation and JavaScript execution.

Enables direct control of Rhino 8's 3D modeling environment through a C# SDK-based server that exposes modeling operations for design workflow automation and conversational interfaces.

Enables web browsing capabilities through tools for content extraction, link following, and browser automation with customizable parameters for scraping, data collection, and web crawling tasks.

Bridges Claude Code agent capabilities through a task delegation tool that accepts natural language coding descriptions, manages sessions for multi-turn interactions, and returns structured results with cost tracking for AI-assisted development workflows.

Execute shell commands with strict security policies.

Automates macOS tasks through AppleScript and JavaScript for Automation with a rich library of pre-defined scripts for application control, file operations, and system interactions.

Mobile automation testing for iOS and Android devices with intelligent test generation

Enables direct control over Figma designs through WebSocket communication for document inspection, element creation and modification, text manipulation, component management, and export capabilities for automated design workflows and content localization.

Deploys applications to Google Cloud Run through automated containerization, project setup, and service management with support for both local files and provided content.

Integrates with email providers to enable sending and receiving emails, automating workflows and managing communications via IMAP and SMTP functionality.

Provides a bridge to the Xero accounting API, enabling financial data interactions and accounting operations through OAuth2 custom connections for automated workflow management.

Provides direct automation and control of Android devices through uiautomator2, enabling clicking, swiping, typing, and UI element inspection for mobile app testing and automation workflows.

Automates short-form video creation by combining text-to-speech, captions, background videos, and music for platforms like TikTok, Instagram Reels, and YouTube Shorts.

# EmblemAI MCP EmblemAI is a hosted Model Context Protocol server that gives AI agents a full-featured crypto wallet plus **200+ tools** for trading, DeFi, NFTs, and on-chain analytics across **7 blockchains**: - **Bitcoin** — native BTC, Ordinals inscriptions, Runes, BRC-20, Stamps / SRC-20, Alkanes, rare sats - **Solana** — SOL + SPL tokens, Jupiter-routed swaps, Solana memecoin discovery, RugCheck - **Ethereum** — native ETH, ERC-20, ERC-721 / ERC-1155 NFTs, ETH swaps - **Base** — native ETH on L2, ERC-20, NFTs, Clanker discovery - **BSC** — native BNB, BEP-20, FourMeme bonding-curve discovery and trading - **Polygon** — native MATIC, ERC-20, swaps - **Hedera** — HBAR, HTS tokens, MemeJob discovery and trading Plus prediction markets via **Polymarket**, market research, conditional orders (limit / stop-loss / take-profit) on supported chains, and on-chain analytics. ## Quick start The Smithery deployment connects directly to the hosted EmblemAI MCP at `https://emblemvault.ai/api/mcp`. You only need an API key: 1. Sign in at [emblemvault.ai](https://emblemvault.ai). 2. Open **Settings → Vault Access Key** and copy your key. 3. Paste it as the `apiKey` parameter in the Smithery connection form. Browsing tools (`tools/list`) works anonymously, so you can inspect the catalog before authenticating. ## Auth modes | Mode | When to use | Scope | | --- | --- | --- | | **API key** (`x-api-key`) | Unattended agents, cron jobs, server-to-server, any workflow that mints tokens or sends transactions | Full read + write, no expiry until revoked | | **OAuth 2.0 + PKCE** (RFC 7591 Dynamic Client Registration) | Interactive sessions where a human can click a browser popup | Read-only `vault:read`, short-lived JWT | | **x402 micropayments** | Pay-per-call across the public catalog without an account | Per-tool-call USDC settlement | The Smithery deployment defaults to the API-key path, configured via the `apiKey` parameter (sent to the upstream as the `x-api-key` header). ## Enabling transactional tools State-changing tools (sends, swaps, mints, conditional-trade creates) are hidden by default. Opt in by setting the `enableTransactions` parameter to `enabled` — Smithery's gateway forwards it as the `x-mcp-transactions: enabled` header. Transactional tools then surface in `tools/list` with a `-transaction` suffix, which makes them easy to allow- or block-list with wildcard rules in the host client. Note: transactional tools also require API-key auth — OAuth bearers do not pass the `vault:write` gate. ## Specialized listings (filter) The full 200-tool surface is wide. For Bitcoin-only, Solana-only, or any other curated slice, use the stdio bridge `@emblemvault/mcp` (npm) and set: ``` EMBLEMAI_TOOLS_FILTER="bitcoin*,*Rune*,*Inscription*" ``` The bridge applies the glob filter to both `tools/list` and `tools/call`, exposing only the matching subset to the host LLM. The hosted Smithery deployment always exposes the full catalog; the filter is a stdio-side feature. ## Categories Trading · DeFi · NFTs · Wallet · Bitcoin Ordinals · Polymarket prediction markets · Cross-chain · Market analytics · Research / web search. ## Links - Hosted MCP: `https://emblemvault.ai/api/mcp` - Stdio bridge: `@emblemvault/mcp` ([github](https://github.com/EmblemCompany/Agent-skills/tree/main/mcp-bridge)) - Repo: [EmblemCompany/Agent-skills](https://github.com/EmblemCompany/Agent-skills) - Web app: [emblemvault.ai](https://emblemvault.ai) - Glama listing: [glama.ai/mcp/servers/EmblemCompany/Agent-skills](https://glama.ai/mcp/servers/EmblemCompany/Agent-skills) - Docs: [emblemvault.ai/docs/mcp](https://emblemvault.ai/docs/mcp) ## License MIT (stdio bridge + documentation). Hosted MCP is managed SaaS.

Task and project automation for local Mindwtr data, with read-only self-hosted Cloud access.

Integrates with Dynatrace to provide real-time observability data, enabling developers to monitor problems, security vulnerabilities, logs, and metrics directly in their development workflows.

Enables direct execution of shell commands in the active iTerm tab, streamlining terminal-based workflows and automation tasks.

Integrates with Cycode's security platform to perform automated SAST, SCA, IaC, and secrets scanning on local files, Git repositories, and commit ranges with detailed vulnerability reports and remediation guidance.

Integrates with Railway's platform and CLI to enable deployment, service management, environment configuration, and infrastructure monitoring through conversational workflows.

Gives your AI access to the source code of all public github repos. - Plug and Play: Compatible with all popular coding agents and MCP clients, ready to use out of the box - Skill and MCP: Both Skill and MCP are provided, connect with either option - Docs Integration: Automatically recognizes docs repo and provides them along with the main repo when accessed

105-tool browser automation with cognitive user simulation, visual testing, persona system, and site knowledge. Rate limited (50 req/hr). Free for evaluation

Enables desktop automation through mouse control, keyboard input, screenshots, OCR, and window management for direct interaction with graphical user interfaces

Enables desktop automation through mouse control, keyboard input, screenshots, OCR, and window management for direct interaction with graphical user interfaces

Local-first memory and judgment layer for AI coding agents with pre-commit warnings and cross-project lesson tracking.

Integrates with Plane's project management APIs to enable creation and management of projects, issues, cycles, modules, and work logs through over 30 specialized tools for automating workflow tasks.

Executes local Anthropic-style skills through directory-based discovery where each skill contains YAML metadata and Markdown instructions, enabling reusable AI workflows and automation scripts with sandboxed execution environments.

Control Windows command-line interfaces securely.

Enables secure SSH command execution, file transfers, and automated deployments across multiple remote servers with connection pooling, profile-based configuration for different project types, and deployment strategies with backup creation and permission detection.

Web search with multiple search engines and browser automation

Automates X/Twitter interactions through browser-based scraping, enabling profile management, engagement tracking, video downloads, and AI agent integration without API keys.

IA-QA as an MCP Server Use IA-QA's developer tools to test your llm agents RAG ai tools, directly from Cursor, Claude Desktop, Windsurf, or any AI agent without leaving your IDE. Many classical testing tools too ! Enjoy ! No API key. No signup. Free.

Open source Ghostty-based macOS terminal with vertical tabs and notifications for AI coding agents. Built for multitasking, organization, and programm

LiveDataLink is a hosted MCP server giving AI agents 182 real-time data tools across 36 domains through a single Streamable HTTP endpoint. Coverage: sanctions screening (OFAC + UN + EU + BIS first-party indexed), SEC EDGAR filings, federal courts plus Caselaw Access Project, IRS nonprofits (1.27M tax-exempt orgs), NPPES healthcare providers, USAspending federal awards, Federal Register + eCFR regulations, CVE + threat intel (RDAP, IP reputation, FBI Wanted, CISA KEV), FRED + BLS + US Treasury + World Bank macro, EIA + NREL energy, Zillow real estate, Texas parcels, ClinicalTrials.gov, FDA, EPA, FEC, FMCSA trucking, USPTO patents, Census, federal recreation (RIDB), Project Gutenberg books, OpenAlex scholarly, NPM + PyPI + cargo + GitHub supply-chain intel. One bearer token, one endpoint, one bill. Free tier (100 queries/month, no credit card) at livedatalink.ai/signup/free. Paid plans from $10/month. Built for compliance, due diligence, and agentic research workflows. Operated by Blackbox Foundry LLC.