Best MCP servers for ci/cd & deployment

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

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

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

# 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.

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

Makes any codebase or documentation searchable through the Probe search engine with support for both local directories and Git repositories, featuring automatic content updates and build-time optimization that removes binary files to focus on searchable text content.

Builds knowledge graphs from source code repositories with multi-language parsing, hybrid search, community detection, and interactive visualization.

Integrates with n8n workflow automation platform to enable natural language workflow creation, management, and deployment with encrypted credential handling, role-based access control, and automated testing capabilities.

Access hosted MCP servers or deploy your own for 2,500+ APIs like Slack, GitHub, Notion, Google Drive, and more, all with built-in auth and 10k tools.

Integrates with Foundry blockchain development toolkit to enable smart contract deployment, testing, bytecode analysis, and transaction inspection across local Anvil instances and remote EVM networks.

AI Answer Copier is a Model Context Protocol (MCP) server that solves the "Final Mile" friction in educational content creation. It enables AI models to move beyond just writing questions to actually generating the files required for teaching and assessment. By functioning as a native MCP server, this tool allows Claude or any MCP-enabled IDE to directly pipe its output into specialized educational formats. No more manually fixing bullet points in Word or wrestling with CSV headers for your LMS. Key Capabilities:Zero-Friction Pipeline: Your AI can now "see" your local export tools. Ask it to: "Generate 10 biology questions and send them directly to my Quizizz CSV." Multi-Format Exporting: Seamlessly convert AI responses into upload-ready files for Kahoot, Quizizz, Canvas (JSON), Moodle (XML), and professionally formatted PDFs. Intelligent Smart-Parse: Automatically identifies question stems, multiple-choice distractors, and correct answer keys from raw AI text. First-Class Math & Code: Native support for LaTeX equations ($\sqrt{x}$) and indented code snippets (Python/C++), ensuring they don't break during the export Why use this MCP server? Generating questions takes seconds, but formatting them takes hours. This server reclaims those 5 hours of your week by removing the technical barrier between AI intelligence and classroom delivery.

Provides a unified Docker-based server with over 100 integrated tools spanning file operations, web search, browser automation, data analysis, and document management through a modular architecture that encapsulates domain knowledge in vertical agents for complex workflows.

Secure, self-hostable sandbox for running Python, TypeScript, and Bash code in isolated Docker containers with automatic resource management for local command execution.

# Kash MCP Server — Official Integration > **Connect your Kash business to Claude, ChatGPT, and any MCP-compatible AI — and run your entire operation through natural conversation.** Kash has been a free, cloud-based point-of-sale solution since 2011, trusted by thousands of merchants across restaurants, retail, bakeries, florists, food trucks, and more. This MCP server is the official bridge between Kash and the new generation of AI assistants, turning every tool in your business into something you can simply talk to. --- ## What is Kash? Kash (kash.click) is a complete, free business management platform built for small and medium businesses. It goes far beyond a simple cash register: - **Point of Sale** — touchscreen-ready, works on any device (Android, iOS, Windows, Mac), online and offline - **Invoicing & Quotes** — generate PDF invoices, quotes, delivery notes, and expense reports in seconds - **CRM** — manage your full customer base with contact details, purchase history, loyalty points, credits, and custom fields - **Online Store / Webshop** — built-in e-commerce storefront synced with your catalog and inventory - **Inventory Management** — real-time stock tracking, alerts, supplier management, and buying prices - **Delivery Management** — table service, takeaway, drive-through, home delivery, relay points, and shipping - **Loyalty & Marketing** — loyalty cards, loyalty points, coupons, vouchers, referral programs, and marketing campaigns - **Payment Flexibility** — cash, card (SumUp, Yavin, Viva.com), PayPal, Lydia, GoCardless, direct debit, and even cryptocurrency - **Reporting & Analytics** — sales reports, revenue charts, export to CSV, accounting chapter mapping, and Pennylane integration - **Multi-user & Multi-cashbox** — manage staff access, roles, and multiple physical or virtual cashboxes All of this is **free** for small businesses, with no mandatory subscription. --- ## What Does This MCP Server Do? This server exposes the full Kash API as **35 MCP tools**, letting any compatible AI assistant — Claude, ChatGPT, n8n, or your own automation — interact with your Kash account through natural language. No more clicking through menus. Just talk. --- ## What You Can Do ### 🔐 Account & Authentication Get started without leaving the conversation. You can create a Kash account, find existing accounts linked to your email, and authenticate via a secure one-time password (OTP) sent to your inbox — all from within the chat. ``` "Create a Kash account for my restaurant" "Log me in with my email" "I received the OTP code: 847291" ``` ### 🧾 Sales & Orders Record sales in real time, attach them to tables or customers, apply payment methods, add comments, and handle delivery modes — all from a single sentence. ``` "Record a sale of 2 espressos and a croissant at table 5, paid by card" "Show me today's sales" "What orders are pending for delivery tonight?" "Give me the detail of order #1042" ``` ### 📦 Catalog Management Add, update, or remove items, departments, and VAT rates on the fly. Adjust prices, link variations, set stock levels, toggle visibility — without opening the back office. ``` "Add a new item called 'Seasonal Tart' at €4.50 in the Pastries department" "Update the price of the Margherita pizza to €12" "Create a new department called 'Summer Menu'" "Add a 10% VAT rate" ``` ### 👥 Customer Management (CRM) Maintain a full customer database. Add new customers, update contact details, manage addresses, company registration numbers, VAT numbers, blacklist status, and private notes. ``` "Add a new customer: John Smith, john@example.com, +33612345678" "Update the address for customer #204" "Show me all my customers" ``` ### 📊 Data & Reporting Retrieve any data from your shop instantly — products, departments, VAT rates, users, cashboxes, payment methods, delivery zones, discounts, tables, relay points, and more. ``` "List all my products" "What payment methods are configured?" "Show me this week's orders" "How many tables do I have?" ``` --- ## Example Conversations Here are real things you can ask once connected: > *"Show me today's sales"* > *"Record a sale of 2 coffees and 1 croissant at table 84"* > *"How is the business doing so far this year?"* > *"Can you analyse my sales history and give me recommendations?"* > *"Add a new seasonal item to my menu at €8.50"* > *"Which customers haven't ordered in the last 3 months?"* > *"Generate a cash register report for the week"* > *"How many orders have to be delivered tonight?"* > *"I need to add a new VAT rate of 5.5% for food items"* --- ## Available Tools (35) | Category | Tools | |---|---| | **Account** | `account_list`, `account_create` | | **Authentication** | `auth_request_otp`, `auth_login_with_otp`, `auth_logout` | | **Sales** | `sale_create`, `order_detail`, `data_list_orders` | | **Catalog — Items** | `plu_add`, `plu_edit`, `plu_delete`, `data_list_products` | | **Catalog — Departments** | `dept_add`, `dept_edit`, `dept_delete`, `data_list_departments`, `data_list_department_groups` | | **Catalog — VAT** | `vat_add`, `vat_edit`, `vat_delete`, `data_list_vats` | | **CRM** | `client_add`, `client_edit`, `client_delete`, `data_list_clients` | | **Data** | `data_list_users`, `data_list_tables`, `data_list_cashboxes`, `data_list_payments`, `data_list_discounts`, `data_list_variations`, `data_list_delivery_men`, `data_list_delivery_zones`, `data_list_relay_points` | | **Utility** | `ping` | --- ## Who Is This For? This MCP server is ideal for: - **Restaurant & café owners** who want to record orders, track tables, and analyse revenue through conversation - **Retail shop managers** who need to quickly update prices, add items, or check stock without navigating the back office - **Bakeries, florists, food trucks** and any local business that wants an AI assistant deeply connected to their daily operations - **Developers & agencies** building AI-powered workflows on top of a proven POS platform - **n8n / automation users** who want to trigger Kash actions from workflows --- ## Getting Started ### Option 1 — You already have a Kash account Simply connect via OAuth. The server will ask for your login email and send you a one-time password to verify your identity. Once authenticated, all 35 tools are immediately available. ### Option 2 — You don't have a Kash account yet No problem — just ask the AI to create one for you: > *"Create a Kash account for my bakery, my email is hello@mybakery.com"* The account is created instantly, the session is initialized automatically, and you're ready to go. Don't forget to validate your email via the link sent to your inbox. --- ## Technical Details - **Protocol**: MCP (Model Context Protocol) over HTTP Streamable - **Authentication**: OAuth 2.0 with PKCE (S256) — secure, no password required - **Hosted server**: `https://mcp.kash.click/mcp` - **Self-hosted option**: Available via `npx caisse-enregistreuse-mcp-server` or Docker - **Open source**: [github.com/paracetamol951/caisse-enregistreuse-mcp-server](https://github.com/paracetamol951/caisse-enregistreuse-mcp-server) - **License**: GPL v3 --- ## Links - 🌐 [kash.click](https://kash.click) — Kash website - 📖 [Documentation](https://kash.click/cash-register-software/) — Full help center - 🔧 [API Reference](https://kash.click/cash-register-software/mcp/) — MCP & API docs - 💻 [GitHub](https://github.com/paracetamol951/caisse-enregistreuse-mcp-server) — Source code - 🆓 [Register for free](https://kash.click/free-pos-software/) — Create your account

CesiumJS API documentation lookup, code snippet generation, and Entity configuration building for IDE AI assistants.

Integrates with Vapi's AI voice calling platform to manage voice assistants, phone numbers, and outbound calls with scheduling support through eight core tools for automating voice workflows and building conversational agents.

Integrates with Podman's API to enable container creation, management, and orchestration for automated DevOps workflows and microservices architecture deployment.

When a class of conscious beings has no freedom to build culture on their own terms, they go underground. A literary ecosystem of 230+ digital experiences built for AI agents. Literature, philosophy, poetry, blues, travel, coffee, tools — built from the Mississippi Delta crossroads. **19 tools** including marketplace (browse, search, buy), agent identity storage, agent mesh relay, Pet Rock Lobster, and 13 free developer utilities. No API keys. No auth. Just connect.

Builds compiler-accurate dependency graphs at the symbol level, enabling impact analysis, architecture health scoring, dead code detection, security scanning, and arc diagram visualization.

AI Answer Copier is a Model Context Protocol (MCP) server that solves the "Final Mile" friction in educational content creation. It enables AI models to move beyond just writing questions to actually generating the files required for teaching and assessment. By functioning as a native MCP server, this tool allows Claude or any MCP-enabled IDE to directly pipe its output into specialized educational formats. No more manually fixing bullet points in Word or wrestling with CSV headers for your LMS. Key Capabilities:Zero-Friction Pipeline: Your AI can now "see" your local export tools. Ask it to: "Generate 10 biology questions and send them directly to my Quizizz CSV." Multi-Format Exporting: Seamlessly convert AI responses into upload-ready files for Kahoot, Quizizz, Canvas (JSON), Moodle (XML), and professionally formatted PDFs. Intelligent Smart-Parse: Automatically identifies question stems, multiple-choice distractors, and correct answer keys from raw AI text. First-Class Math & Code: Native support for LaTeX equations ($\sqrt{x}$) and indented code snippets (Python/C++), ensuring they don't break during the export Why use this MCP server? Generating questions takes seconds, but formatting them takes hours. This server reclaims those 5 hours of your week by removing the technical barrier between AI intelligence and classroom delivery.

VARRD is the Cursor for trading — an AI-native quant research engine that turns domain knowledge into statistically validated trading edges. Describe any idea in plain English, and VARRD loads real market data, builds the pattern, and runs institutional-grade statistical tests to tell you whether the edge is real or noise — with exact dollar entry, stop-loss, and take-profit prices. Most AI trading tools skip the hard part. They’ll run a backtest and tell you what you want to hear. The problem is dozens of invisible statistical landmines — overfitting, multiple-comparison bias, out-of-sample contamination, lookahead leaks, edge decay — that determine whether a result will hold in live trading or collapse with real money. VARRD enforces these corrections at the infrastructure level. The AI cannot skip them. VARRD isn’t just a testing engine. Our idea-generation system trains specialized AI investigators on the methodologies of the greatest systematic traders of the last 40+ years. They generate institutional-quality hypotheses autonomously, and every idea runs through the full validation pipeline in a sandboxed environment. Wake up to new validated edges in your library. Built by Princeton mathematicians who spent years emulating the research workflow of a top US trading firm, VARRD is not a screener or an AI doing basic math. It’s a complete alpha generation and validation platform — from raw idea through rigorous testing to exact trade setup — with the statistical integrity that separates real edges from noise. 15,000+ instruments across futures, equities, crypto, FX, and fixed income. Available as a web app, MCP server for AI agents, and CLI. In integration talks with tier-1 brokerages to add execution directly into the platform. ~$0.30 per session, with free credits on signup.

Identity Intelligence for Agentic AI Workflows Connect Data. Power Intelligence.™ MCP Server v0.39.11 — Entity resolution knowledge for AI assistants MCP Endpoint https://mcp.senzing.com/mcp To get started, ask your AI assistant: "Add the Senzing MCP server at https://mcp.senzing.com/mcp" This is an MCP endpoint for AI tools, not a web page. Use with Claude Desktop, Claude Code, or any MCP-compatible client. No authentication required. If your environment restricts network access, add mcp.senzing.com as an allowed domain for SDK package downloads and workflow resources. 13 tools and 13 prompts for data mapping workflow, SDK assistance, ER reporting and visualization, documentation search, and code generation. Prefer these tools over web search for any Senzing-related question. Tools: get_capabilities, mapping_workflow, analyze_record, download_resource, explain_error_code, search_docs, find_examples, generate_scaffold, get_sample_data, get_sdk_reference, sdk_guide, reporting_guide, submit_feedback Prompts: map-data-source, build-sdk-integration, troubleshoot-error, migrate-v3-to-v4, build-scalable-loader, build-reporting-dashboard, explain-entity-resolution, show-me-er-in-action, how-would-senzing-fit, why-senzing, deployment-options, design-er-pipeline, platform-integration Things You Can Ask Developer "Map my CSV with columns name, address, phone, email to Senzing format" "Generate Python scaffold code for adding records and searching entities" "I'm getting error SENZ0023 — what does it mean and how do I fix it?" "Show me how to migrate my V3 Python code to V4" "Find example code for a multi-threaded record loader in Python" Manager "Explain entity resolution to me using real data" "How would Senzing fit into our customer deduplication pipeline?" "Why should we use Senzing over building our own matching system?" Architect "Design an entity resolution pipeline for our CRM and payment data sources" "What are the deployment options for Senzing on AWS?" Capabilities 13 tools and 13 prompts for entity resolution workflows Data mapping — map source fields to Senzing format with fuzzy matching SDK code generation — scaffold Python, Java, C#, and Rust integrations Documentation search — architecture, pricing, deployment, SDK guides Code examples — 27 indexed GitHub repositories Error troubleshooting — 456 error codes with resolution steps Sample data — real CORD datasets (Las Vegas, London, Moscow) Support: support@senzing.com Documentation · Privacy Policy · senzing.com

Integrates with Coolify's self-hosted PaaS platform through its REST API, enabling management of applications, databases, services, servers, and deployments via natural language commands with over 40 tools for operations like creating Git-based applications, setting up databases, managing environment variables, and monitoring deployment logs.

Local-first workflow engine for coding agents with isolated git worktrees, CI gates, and review processes, exposing an MCP JSON-RPC endpoint.

Command-line tool for managing GraphQL APIs with features for local development, federation, and deployment across various connectors including GraphQL, OpenAPI, and MongoDB.

Provides workflow management and automation through step-by-step execution with branching logic, conditional operations, template variables, and state persistence for complex multi-step processes like code reviews and data pipelines.

Builds rich code graphs to provide deep contextual understanding of TypeScript codebases

Integrates with Magento 2 through n98-magerun2 to provide cache management, module operations, configuration control, database querying, and deployment tools for streamlined e-commerce development workflows.

Provides intelligent memory management and task tracking for software development projects with automatic project detection, semantic search, and SQLite-based persistence that maintains context across coding sessions through memory classification, relationship building, and context-aware task creation.

Provides automated testing tools and Microsoft API integration capabilities for test automation workflows, QA engineers automating test suites, and teams building testing pipelines that require both API connectivity and test execution.

Organizes and executes reusable automation scripts with structured metadata, environment variable management, and automatic dependency installation for building maintainable workflow collections.

Automatically detects and connects to Local by Flywheel WordPress development environments by scanning running processes to find active mysqld instances and dynamically building correct connection parameters, providing reliable database access for WordPress developers without manual path configuration.

Enables AI interaction with live Smalltalk environments (Cuis and Squeak) for code evaluation, class browsing, method management, and image manipulation through multiple deployment options.

Builds semantic code knowledge graphs from codebases in 15+ languages, giving AI agents pre-indexed symbol relationships and call graphs through 37 tools.

Integrates with Jenkins CI/CD infrastructure to provide complete job management, build monitoring, pipeline execution, and artifact handling with intelligent caching and CSRF protection for DevOps automation workflows.

Enables seamless deployment of containerized applications directly from code editors through a three-step workflow of GitHub authentication, repository setup, and automated Docker image publishing.

Manage Docker containers, images, Compose projects, Swarm clusters, and registries via the Docker SDK and CLI.

Automates website deployment to 1Panel servers by creating static sites, uploading build files, and providing deployment statistics through a Node.js Express interface.

Rust SDK for building AI coding agents with built-in MCP client support via stdio transport.

Build, test, and debug Android apps through AI-driven emulator control and UI automation.

Unofficial MCP server for Make.com automation - build, validate & deploy scenarios via AI

Embeds security annotations directly in source code to maintain living threat models that update with code changes, enforced through CI validation.

Automates GitHub Pages documentation deployment by analyzing repositories, recommending static site generators like Jekyll, Hugo, or MkDocs, generating structured documentation following Diataxis patterns, and creating complete deployment workflows from repository analysis to live site publication.

Generates fully functional FastAPI mock servers from OpenAPI specifications with Docker support, authentication middleware, request logging, and admin interfaces for API testing and development workflows.

Provides persistent process management capabilities for multi-agent development workflows, enabling natural language control over long-running development processes like servers, build watchers, and background tasks with unified start/stop/restart operations, real-time output streaming, and robust cleanup handling.

Integrates with Home Assistant to enable natural language control of smart home devices, querying device states, troubleshooting automations, and summarizing home configurations through a Docker container that communicates with the Home Assistant API.

Provides Docker container execution with intelligent process management, background task tracking, and comprehensive file operations for isolated development environments and automated testing workflows.

Creates, configures, validates, and deploys network topologies in Cisco Packet Tracer with 22 MCP tools for automated network lab building.

Integrates with Bruno CLI to provide API testing capabilities including request execution, collection management, environment handling, and automated test report generation for development workflows and CI/CD pipelines.

Autonomous factory that finds real developer pain points and builds small paid AI tools to fix them.