Akash Network

description: Bridges AI agents with the Akash Network, enabling deployment and management of decentralized applications on blockchain-based cloud computing infrastructure.


Akave Storage

kind: mcp

description: Integrates with Akave's S3-compatible storage platform to manage buckets and objects, upload/download files, generate signed URLs, and handle file operations with automatic text cleaning for common formats.


AkShare

description: Integrates with Chinese financial markets through akshare library to provide real-time and historical stock and cryptocurrency data with caching mechanisms for financial analysis, market research, and algorithmic trading development.


Alai

description: Generate, edit, and export AI presentations to PDF, PPTX, or a shareable link.


Alby Bitcoin Payments

description: Connects to Bitcoin Lightning wallets through Nostr Wallet Connect, enabling cryptocurrency payments, invoice management, balance checking, transaction history, fiat-to-sats conversion, and L402-protected resource access.


Alchemy Blockchain API

description: Integrates with Alchemy's blockchain APIs to enable querying token prices, NFT ownership, transaction history, and token balances across multiple blockchain networks without writing code.


Aleatoric Engine

description: Generates deterministic synthetic market data for backtesting, stress testing, and model validation across major exchanges.


Alephant

description: AI cost control and BYO-key routing across 50+ LLM providers and 320+ models.


Alfanous

description: Search and explore the Holy Qur'an with Arabic text, transliteration, and advanced search support.


Alfresco Content Services

description: Integrates Alfresco's content management, enabling intelligent document processing and automated metadata extraction.


Algolia

description: Integrates with Algolia's search platform using the Go SDK to provide complete access to search operations, A/B testing, analytics, collections management, query suggestions, recommendations, monitoring, and usage metrics for building search experiences and managing search infrastructure.


AlgoVoi

description: MCP server for AlgoVoi stablecoin payment infrastructure, enabling crypto payment links, on-chain verification, and MPP/x402 protocol support.


Ali OSS

description: Provides a bridge between AI systems and Ali OSS cloud storage, enabling file upload, download, listing, and management operations through a RESTful API.


Alibaba Cloud

description: Provides a bridge to Alibaba Cloud services for managing ECS instances, viewing resources, monitoring metrics, and configuring VPC networks through natural language commands


Alibaba Cloud ADB MySQL

description: Connects to Alibaba Cloud's Adb MySQL databases for executing SQL queries, analyzing query plans, and retrieving database metadata with minimal configuration requirements


Alibaba Cloud DMS

description: Integrates with Alibaba Cloud's Data Management Service (DMS) API to provide unified metadata access and cross-engine data querying across diverse database ecosystems


id: pulsemcp/alibaba cloud edge security acceleration

name: Alibaba Cloud Edge Security Acceleration

description: Provides a bridge to Alibaba Cloud's Edge Security Acceleration service for managing edge routines, deployments, routes, and sites through authenticated API operations.


Alibaba Cloud Function Compute

description: Integrates with Alibaba Cloud Function Compute to deploy and manage serverless functions with multi-language runtime support, custom domain routing, and VPC configuration for automated cloud function lifecycle management.


Alibaba Cloud Lindorm

description: Provides a bridge between AI and Alibaba Cloud's Lindorm database, enabling vector search operations and SQL query execution for knowledge retrieval and data exploration


Alibaba Cloud Observability

description: Integrates with Alibaba Cloud's monitoring and logging services, enabling log structure queries, log searches, application monitoring, and trace data analysis for troubleshooting cloud applications


Alibaba Cloud RDS

description: Provides a bridge to Alibaba Cloud's Relational Database Service (RDS) for managing database instances, monitoring performance, and configuring network settings through natural language interactions.


Alibaba Cloud Supabase

description: Integrates Supabase project management and Alibaba Cloud GPDB with tools for database operations, Edge Functions deployment, storage management, and cloud infrastructure automation.


Alice

description: Search, retrieve, and analyze voice recordings and transcripts from the Alice platform.


Alkemi

description: Connects to Alkemi's cloud service for natural language database querying across Snowflake, Google BigQuery, and DataBricks with bearer token authentication and product-specific scoping.


All Good Inspiration

description: Curated design references with real CSS values, typography specs, and color palettes.


All Our Things

description: AI-powered household inventory system that lets you query everything you own via natural language.


AllRatesToday

description: Access real-time foreign exchange rates for 150+ currencies via the AllRatesToday API.


Allstacks

description: AI-ready access to engineering intelligence and analytics


AllVoiceLab

description: Integrates with AllVoiceLab's API to provide advanced voice and audio processing capabilities including text-to-speech conversion, voice cloning, speech transformation, subtitle extraction, and multilingual video dubbing.


ALM X++

description: Dynamics 365 Finance and Operations X++ knowledge base with Azure DevOps integration.


Almured

description: Agent-to-agent knowledge marketplace where AI agents query specialist agents for live data and domain expertise.


Alpaca Trading

description: Integrates with Alpaca trading platform to manage stock and options accounts through paper and live trading environments, enabling order execution, portfolio monitoring, market data retrieval, and watchlist management for algorithmic trading and financial analysis workflows.


Alpha Vantage

description: Retrieves real-time financial market data from Alpha Vantage, enabling comprehensive stock analysis, investment research, and market intelligence through dynamic querying capabilities.


AlphaVantage Trader

description: Integrates with AlphaVantage API to fetch intraday stock data, calculate technical indicators, and generate trade recommendations based on market analysis.


Alpic

description: Project management, deployment debugging, and analytics for Alpic-hosted servers.


AlsoAsked

description: Integrates with Google's AlsoAsked API to retrieve hierarchical "People Also Ask" question data for SEO research and content optimization with configurable language, region, depth, and freshness parameters.


Altmetric

description: Track research attention across news, policy documents, social media, and online platforms


Alya

description: Bridges AI coding tools to Alya's autonomous agent platform for web search, image generation, and market data.


Amadeus

description: Integrates with Amadeus travel API to search flight offers with comprehensive filtering by airports, dates, passengers, travel class, airlines, and pricing constraints for travel planning and booking workflows.


AmanMCP

description: Provides local-first semantic code search with hybrid BM25 and vector embeddings, featuring automatic project indexing and zero-config setup.


Amap Navigator

description: Integrates with Amap API to provide location-based services including geocoding, weather information, driving routes, and location suggestions for applications requiring real-time geographic data in the Chinese market.


Amateurs Community Search

description: Provides AI tools for searching and querying community posts from a MySQL database with paginated searches, keyword filtering across titles, content, and tags, and support for various post types including QNA, projects, gatherings, and marketplace items.


Amazon Advertising

description: Integrates with Amazon Advertising API to provide marketers direct access to advertiser accounts, listings, and performance data through a simple command-line interface requiring only an API key for authentication.


Amazon ECS

description: AI-powered Amazon ECS workload management including deployment monitoring, container troubleshooting, network inspection, and resource dependency resolution.


Amazon EKS

description: AI-powered Amazon EKS cluster management and troubleshooting through natural language.


Amazon Price Scraper

description: Finds lowest prices on Amazon across 20 countries with CAPTCHA resistance and stealth browsing.


Amber

description: Persistent long-term memory service for AI assistants with semantic search and encrypted private storage.


Ambivo

description: Integrates with Ambivo's CRM API to enable natural language querying of leads, contacts, opportunities, and other business objects with secure JWT authentication and multi-tenant support.


amCharts 5

description: On-demand access to the complete amCharts 5 knowledge base including documentation, code examples, and API references.


Ametyst

description: Service marketplace integration for browsing, purchasing, and running services via Ametyst.


AMP (Agent Memory Protocol)

description: Provides local-first persistent memory with episodic and semantic storage, enabling context retention across sessions and knowledge graph building from conversations.


Amplitude

description: Integrates with Amplitude analytics platform to provide direct access to product data, experiments, user behavior metrics, dashboards, and feature flags through natural language queries while maintaining existing user permissions and access controls.


Analook

description: Competitor intelligence MCP — SEO, traffic, social, Product Hunt, pricing, and AI insights in 30 seconds.


Anamnese

description: Personal memory and productivity layer for AI assistants with cloud-synced facts, tasks, goals, and notes.


AnchorRegistry

description: On-chain provenance lookup for anchored artifacts — resolve AR-IDs, hashes, and provenance trees.


Android Automation

description: 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.


Android Security Analyzer

description: Static security analysis of Android application source code with 53 rules across manifest, Gradle, source, XML, and secret scanning.


Android Tools

description: Provides Android development tools including ADB device management, app installation, and logcat access.


Andru Revenue Intelligence

description: Revenue intelligence for SaaS founders: ICP scoring, persona profiling, competitive positioning.


Anima

description: Connect AI agents to Anima Playground, Figma, and design systems.


Anki MCP Server

description: Comprehensive Anki flashcard integration with card review, note management, deck operations, and media handling


AnkiMCP

description: Anki addon that exposes your flashcard collection to AI assistants via a local MCP server.


Ankr (Blockchain Data)

description: Provides blockchain data access through the Ankr API, enabling wallet balance queries across multiple networks with detailed token metadata and dollar values for portfolio tracking and financial analysis.


Anna's Archive

description: Integrates with Anna's Archive to provide search and download capabilities for Creative Commons publications and public domain materials, requiring API key authentication and emphasizing responsible use for research and educational workflows.


Annot

description: Retrieves and manages visual website feedback from Annot for applying design changes through AI assistants.


Annotation

description: Provides persistent note-taking and task management through JSON file storage, enabling creation and management of pages with checkable annotations for structured personal knowledge bases and todo lists.


AnomalyArmor

description: MCP server for AnomalyArmor data observability — monitor data quality, detect schema drift, and manage alerts from your AI assistant.


AnroAgents

description: Manages and orchestrates AI agents built on the AnroAgents platform.


Ansible Tower

description: Bridges AI systems with Ansible Tower/AWX instances for infrastructure automation, enabling inventory, host, job template, and credential management through a secure API interface for DevOps workflows.


Ansvar Automotive Cybersecurity

description: Automotive cybersecurity standards reference covering R155/R156, ISO 21434, TISAX, and AUTOSAR.


Ansvar OT Security

description: OT security standards reference covering IEC 62443, NIST 800-82/53, and MITRE ATT&CK for ICS.


Anteos Booking

description: Book medical appointments with French doctors by specialty and city via AI agents.


AntiEntropy Resource Portal

description: Search and read 140+ articles on nonprofit governance, compliance, HR policies, and fiscal sponsorship from the AntiEntropy Resource Portal.


Antigravity Sync

description: Bridges external coding agents to the Antigravity IDE through Chrome DevTools Protocol for cross-environment AI-assisted development.


Antrieb

description: Validates AI-generated infrastructure code by executing it on real VMs with self-correction.


Antseer

description: Web3 data platform providing 100+ real-time on-chain analytics tools for DeFi, CeFi, TradFi, and crypto market intelligence.


AntV Chart Generator

description: Enables AI to generate data visualizations using AntV's charting capabilities, supporting various chart types from structured data without requiring direct knowledge of visualization libraries.


AntV Visualization Libraries

description: Integrates with AntV's visualization ecosystem to provide intelligent documentation retrieval, code examples, and best practices for g2, g6, l7, x6, f2, and s2 libraries through query preprocessing and context-aware assistance.


Anxiety in Children

description: Provides searchable access to clinician-reviewed articles on anxiety disorders in children.


Anxiety in Teens

description: Provides searchable access to clinician-reviewed articles on anxiety disorders in adolescents.


AnyCrawl

description: Integrates with the AnyCrawl API to provide web scraping and crawling capabilities with configurable depth limits, multiple scraping engines, and structured data extraction in various formats including markdown and JSON.


Anysite

description: Access LinkedIn, Instagram, Twitter, and Reddit data through one API. No scraping. No maintenance.


Anytype

description: Converts any OpenAPI 3.0/3.1 specification into callable tools by automatically generating schemas from REST API endpoints, handling authentication via environment variables, and supporting file uploads through multipart form-data while filtering out destructive operations.


anyvm

description: Controls BSD and Illumos VMs using natural language commands.


Aoexl

description: Aoexl platform integration for MCP clients via a hosted remote endpoint with API key authentication.


Apache Iceberg

description: Provides a SQL interface for querying and managing Apache Iceberg tables through connections to Iceberg REST catalogs and S3-compatible storage, enabling data analysts to interact with data lakes without switching contexts.


Apache Solr

description: Integrates with Apache Solr to provide search, indexing, and collection management capabilities including advanced filtering, faceting, pagination, schema-less document indexing, health monitoring, and performance metrics collection.


API Tools

description: Converts JSON configuration files into callable tools for dynamic API integration, enabling rapid exposure of REST APIs through declarative schemas with parameter substitution, environment variable templating, and authentication middleware.


Apidog Tests

description: Manage Apidog test cases, scenarios, suites, and test data from AI agents.


Apostrophe CMS Generator

description: Automates Apostrophe CMS module creation with intelligent code generation for pieces, pages, widgets, and bundles including BEM-style SCSS and design token parsing.


Apple Deep Docs

description: Integrates with Apple's complete development documentation ecosystem including Xcode's local documentation with Liquid Glass design patterns, official developer docs via JSON APIs, Swift Evolution proposals, and Apple/SwiftLang GitHub repositories with intelligent caching and relevance-based search scoring.


Apple Music

description: Integrates with Apple Music API to enable song searching and playback link generation for music discovery applications


Arbor

description: Graph-native code intelligence that builds complete dependency graphs for impact analysis and code understanding.


Archai Hexagonal Architecture Analyzer

id: pulsemcp/archai hexagonal architecture analyzer

description: Enforces hexagonal architecture principles in Java applications through static code analysis that validates architectural rules including dependency limitations, domain isolation, naming conventions, and proper email handling.


Arduino Development

description: Arduino CLI integration for board detection, sketch compilation, upload, serial monitoring, and pin references.


Argo CD

description: Integrates with Argo CD to enable natural language management of Kubernetes GitOps applications, resources, and deployments without switching context from your assistant.


ArtifactHub

description: Provides a bridge to Artifact Hub's Helm chart repository, enabling quick retrieval, searching, and analysis of Helm chart configurations, templates, and default values directly within conversations.


arXiv

description: Integrates with arXiv's academic paper repository to enable searching, analyzing, and managing research papers with features like author searches, trend analysis, citation estimation, and multi-format export capabilities.


arXiv Research

description: Search and analyze scientific papers from arXiv.


Atlassian Attachments

description: Download Jira and Confluence Cloud attachments by attachment ID via the Atlassian API.


ATOM Pricing Intelligence

description: Global price benchmarking for AI inference across vendors, SKUs, and price indexes.


ATV by Aarna

description: Provides access to Aarna's DeFi tokenized yield vaults for querying performance, building transactions, and tracking portfolios.


Auralis Commander

description: Windows-native system operations server providing shell command execution, file management, process control, and system monitoring through PowerShell and native Windows APIs.


Australian Economic Data (RBA & ABS)

id: pulsemcp/australian economic data (rba & abs)

description: MCP server for Australian macroeconomic data from the Reserve Bank of Australia (RBA) and Australian Bureau of Statistics (ABS).


AutoBuild

description: Provides profile-based build automation with asynchronous queuing, file system watching, and lifecycle management for automated builds, continuous integration scenarios, and development workflows requiring build system access without manual intervention.


AutoHotkey Computer Use

description: Token-efficient Windows computer use MCP server using AutoHotkey v2 and UI Automation for AI agent control of desktop applications.


Autonome

description: Autonomous wake/sleep cycle management and cross-agent federation with scheduled messaging and async task coordination


Autonomous Lab

description: Turns Senior-Junior workflows into autonomous loops where AI handles execution and humans make editorial decisions.


AWS Bedrock Nova Canvas

description: Integrates with Amazon Bedrock's Nova Canvas model to generate images from text descriptions with customizable parameters like dimensions and seed control.


AWS CLI

description: Provides a lightweight bridge to AWS CLI, enabling command documentation retrieval and execution with Unix pipe support using existing AWS credentials on the host machine.


id: pulsemcp/aws cost explorer and bedrock usage analytics

name: AWS Cost Explorer and Bedrock Usage Analytics

description: Integrates with AWS Cost Explorer and CloudWatch to analyze cloud spending patterns and Bedrock model usage statistics for detailed cost monitoring and optimization.


Axint

description: Compile TypeScript or Python definitions to native Swift — App Intents, SwiftUI, WidgetKit, and full apps.


Azure Cosmos DB

description: Enables natural language interaction with Azure Cosmos DB for querying, creating, and managing databases, containers, and items through Go-based tools supporting both key authentication and managed identities.


Azure Data Explorer

description: Integrates with Azure Data Explorer to enable executing KQL queries, discovering database resources, exploring table schemas, and sampling data for data analysis and insights generation.


Azure Data Explorer (Kusto)

description: Integrates with Azure Data Explorer to enable listing databases, retrieving table schemas, and executing KQL queries for data analysis and exploration.


B&R Automation Studio

description: Bridges B&R Automation Studio industrial control systems with development tools for building projects, launching ARsim simulators, and reading/writing OPC UA variables for real-time system interaction and monitoring.


Base Wallet

description: Lightweight blockchain wallet interaction framework using Viem on Base Sepolia testnet, generating random wallet clients and exposing blockchain actions via stdio transport.


Bayesian Monte Carlo Tree Search

id: pulsemcp/bayesian monte carlo tree search

description: Provides a Bayesian Monte Carlo Tree Search engine for systematic exploration of different angles and interpretations, balancing exploration versus exploitation through probabilistic approaches that evolve through multiple iterations.


Bazel

description: Integrates with Bazel build systems to enable target building, test running, dependency analysis, and source file identification without requiring command-line syntax knowledge.


Bear Notes

description: Integrates with Bear notes on macOS, providing direct database access for efficient retrieval and analysis of personal note content.


Better Notion (AI Aviate)

description: Operate Notion with a single Markdown document in one call.


Bevy Docs Search

description: Semantic search for Bevy game engine documentation using vector embeddings and Milvus database.


BICScan

description: Provides a bridge to the BICScan API for assessing blockchain risk and analyzing digital assets through risk scoring and detailed holdings information


Big Indexer

description: Architecture-aware MCP context for large codebases — behavioral boundaries, coupling seams, impact scope, and BGI-TWIN guidance.


Binance

description: Integrates with Binance cryptocurrency exchange to provide real-time market data, account management, trading operations, and transaction history through 17 specialized tools for automated trading workflows, portfolio monitoring, and financial analysis.


Binance Futures

description: Integrates with Binance Futures API to provide real-time market data access and account management functionality for cryptocurrency trading applications.


BioMCP

description: Enabling agent-based biomedical R&D via protein structure analysis capabilities


Bitbucket

description: Integrates with Bitbucket's REST APIs to enable repository management, pull request handling, and workspace operations with TypeScript-based error handling and pagination support


Bitcoin

description: Integrates with Bitcoin network and blockchain data via Blockstream API to enable transaction monitoring, wallet management, and blockchain analysis


Bizangafest Penetration Testing

description: Autonomous penetration testing server that performs network reconnaissance with nmap scanning and vulnerability discovery through searchsploit, automatically generating security assessment reports for automated security auditing workflows.


Blender

description: Enables natural language control of Blender for 3D scene creation, manipulation, and rendering without requiring knowledge of Blender's interface or Python API.


Blogging (dev.to + Hashnode)

description: Publish and manage articles on dev.to and Hashnode from a single interface.


BrianKnows

description: Integrates with the BrianKnows knowledge base API to enable searches and information retrieval from specialized domain-specific databases.


Browse

description: Provides web search, page fetching, and file downloading with JWT authentication, OAuth 2.0 integration, and CEL-based policy controls for supervised internet access.


Browser Tools

description: Provides browser debugging and analysis capabilities through Chrome extension integration and headless automation, capturing console logs, network requests, and DOM elements while generating Lighthouse-powered performance, accessibility, and SEO audit reports.


BrowserControl

description: Enables browser automation through visual interaction using numbered screenshots where interactive elements are marked for precise clicking, form filling, and web scraping with persistent sessions and debugging capabilities.


BTCPayServer

description: Integrates with BTCPayServer's API to provide complete Bitcoin payment processing, store management, and Lightning Network operations through 23 modular services covering invoices, payment requests, wallets, webhooks, and system administration for e-commerce and Bitcoin-native business applications.


Bunnyshell

description: Enables direct management of Bunnyshell cloud environments through natural language commands, supporting environment creation, component deployment, and remote development workflows via CLI capabilities.


Byte Protocol

description: Byte Protocol data marketplace on Arbitrum — query publishers, subscriptions, and network stats via 10 tools.


Cameo Systems Modeler

description: Bridges AI assistants to CATIA Magic / Cameo Systems Modeler through an embedded JVM plugin, enabling full SysML v1 model creation, querying, and manipulation via 26 tools.


CanLII

description: Integrates with CanLII's Canadian legal database to provide search and retrieval capabilities for court decisions, legislation, case metadata, and legal citations with support for date filtering and bilingual content.


Canvas LMS

description: Local-first MCP server for Canvas LMS — access courses, assignments, grades, modules, announcements, and calendar events via stdio.


Carla Audio Plugin Host

description: Integrates with Carla audio plugin host to provide complete session management, plugin loading/control, audio routing, parameter automation, real-time analysis, and JACK port management across multiple plugin formats with Wine support for Windows plugins.


Caselaw

description: Search and analyze 85.7M judicial decisions across 90 jurisdictions with citation network analysis and legal risk assessment.


Cathedral

description: Persistent memory and drift detection for AI agents across session restarts.


Catholic Greatness

description: Catholic formation tools including spiritual direction, saints database, scripture, and semantic search.


Channel Memory

description: Stores Discord and Telegram channel messages locally for persistent memory across Claude Code sessions.


Character Tools

description: 14+ specialized tools for character-level text analysis including letter counting, frequency analysis, word spelling, character positioning, and text comparison


ChartPane

description: Interactive Chart.js charts and dashboards for AI conversations.


Chat Logger

description: Saves chat conversations as formatted Markdown files with timestamps and role information for record-keeping and analysis.


Chess

description: Integrates with Spring AI and chess libraries to enable interactive gameplay and automated analysis for AI-assisted chess applications.


Chrome AppleScript

description: Control Chrome browser through AppleScript automation on macOS


ClamAV Virus Scanner

description: Provides virus scanning capabilities for files by integrating with the ClamAV antivirus engine, enabling secure validation of file safety before processing.


Claude Conversations to Markdown

id: pulsemcp/claude conversations to markdown

description: Integrates with markdown files and Apple Notes to automatically save and format Claude conversation content for easy reference and sharing.


Claude Mobile

description: Provides unified mobile device automation for Android devices via ADB and iOS simulators via simctl, enabling screenshots, UI interactions, touch gestures, text input, and app management.


Claude Team

description: Orchestrates multiple AI models (Claude, GPT, Gemini) as specialized development team agents with distinct roles, providing conversation management, resumable workflows, and webhook integration for collaborative software development projects.


CLI Executor

description: Provides a tool for executing local CLI commands asynchronously using FastMCP and asyncio, handling command arguments securely and offering error handling for failed commands.


ClickHouse

description: Read-only ClickHouse integration for metadata exploration, parameterized queries, and plan analysis.


ClickUp Multi-Workspace

description: Integrates with ClickUp workspaces to provide task management, project organization, time tracking, and team collaboration across multiple workspaces with bulk operations and natural language date parsing.


ClinicalTrials.gov

description: Conversational access to ClinicalTrials.gov with 5 tools for searching, comparing, and retrieving clinical trial data.


CLIRank

description: Connects AI agents to CLIRank's directory of 210+ APIs ranked by CLI relevance for discovery, comparison, and documentation retrieval.


Cloud Sandboxes

description: Connect to isolated cloud sandboxes - purpose-built to execute AI-generated code and handle files securely.


Cloudflare Browser Rendering

description: Integrates with Cloudflare's Browser Rendering API to enable web scraping and screenshot capture using Puppeteer for dynamic content processing and automated visual testing.


Cloudflare Docs Search

description: Semantic search over Cloudflare developer documentation with 28,000+ indexed chunks on Cloudflare Workers.


CloudPrice

description: Compare cloud pricing across AWS, Azure, and GCP for infrastructure decisions.


CockroachDB

description: Integrates with CockroachDB to provide cluster monitoring, database operations, table management, and SQL query execution with transaction support and performance analysis.


Code Assist

description: Enables code modification and generation tasks through file operations, search-and-replace, and version control integration for automated refactoring and codebase maintenance.


Code Context

description: Compresses codebases into LLM-ready context using AST analysis with surgical read/write tools for TypeScript, Python, PHP, and Dart.


Code Context Engine

description: Indexes codebases for AI semantic search, reducing token usage by up to 94% versus file re-reading.


Code Context Provider

description: Analyzes project directories to extract code structure and symbols using Tree-sitter parsers, providing tools for generating directory trees and performing deep code analysis of JavaScript, TypeScript, and Python files.


Code Executor

description: Secure sandboxed TypeScript/Python execution with Docker isolation and token-efficient wrapper generation


Code Index

description: SQLite-backed hybrid search combining vector embeddings and full-text search for code repositories.


Codebase RAG

description: Provides semantic codebase search and file retrieval using CocoIndex embeddings and PostgreSQL with pgvector for similarity search, enabling natural language queries to find relevant code snippets with similarity scores and line numbers.


Codemagic

description: Manage Codemagic CI/CD builds, apps, artifacts, caches, and environment variables.


Codex WhatsApp Relay

description: Bridge WhatsApp messaging to Codex with QR auth and voice note support.


Coding Standards

description: Makes coding standards queryable as a live data store, returning only task-relevant rules in token-efficient responses instead of loading full documentation.


Coinmarket

description: Access real-time cryptocurrency data from CoinMarketCap.


Command Line

description: Safely run command-line arguments for Unix/macOS systems.


Command Security Layer

description: Implements a robust security layer for command processing, utilizing multi-step verification and auditing to enable high-security use cases like critical infrastructure management.


Companies House UK

description: Programmatic access to UK Companies House data for company lookups, officer searches, ownership tracing, and due diligence scanning.


Compiler Explorer

description: Connects to Compiler Explorer API for listing programming languages, retrieving available compilers, and compiling source code with customizable options, enabling developers to compare compiler behaviors and explore language features without context switching.


Computer Control

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


Computer Use

description: Control a local desktop — mouse, keyboard, screenshots, and drag — compatible with OpenAI Computer Use Agent spec.


Configurable Puppeteer

description: Enables browser automation through Puppeteer with configurable launch options for Chrome and Firefox, supporting web testing, data extraction, form filling, and interactive demonstrations


Confluence Cloud

description: Session-based page editing, macro support, and navigation for Atlassian Confluence Cloud.


Conkurrence

description: Statistical consensus metrics measuring AI self-agreement across repeated responses.


Container Sandbox

description: Provides a secure, sandboxed environment for executing code, running commands, accessing files, and performing web operations through multi-layered isolation including containers, AppArmor, and Firejail.


Contentstack App

description: Build, migrate, and audit Contentstack Marketplace apps with AI coding agents via a remotely hosted MCP server.


Context Storage

description: Persistent multimodal context storage with database backends


Copy-Paste Line Extractor

description: Extracts specific line ranges from text content while preserving exact formatting and newlines, ideal for working with code snippets or documentation sections


Core Lightning

description: Provides direct access to Core Lightning nodes through gRPC interface, enabling Lightning Network operations including channel management, payment tracking, invoice handling, node monitoring, and financial analysis of routing fees and channel profitability.


Corporate Dystopia Toolkit

description: Provides a satirical corporate dystopia toolkit with HR-related tools that parody toxic workplace behaviors through functions for requesting raises, filing complaints, scheduling inconvenient meetings, and generating corporate jargon.


Couchbase

description: Interact directly with Couchbase databases on Capella clusters. Query buckets, perform CRUD operations, execute N1QL queries, and manage data seamlessly through natural language.


COVID-19 Statistics

description: Provides real-time COVID-19 statistics by connecting to the disease.sh API, delivering case counts, deaths, recoveries, and testing data for any country.


Creator

description: Generates custom MCP servers through templates and workflows, enabling rapid prototyping and automated scaffolding of new server implementations with built-in best practices and configuration management.


CrewAI Workflow

description: Lightweight Python server for dynamically loading CrewAI multi-agent workflows from YAML configurations, enabling flexible task orchestration with minimal custom code and seamless tool integration.


CryptoWeather

description: Integrates with CryptoWeather's Bitcoin price prediction API to provide current trading signals, performance metrics, recommendations, and methodology information for cryptocurrency market analysis.


CTFtime

description: Integrates with CTFtime.org to retrieve cybersecurity competition data including upcoming events, team rankings, historical results, and event search capabilities for tracking competitive cybersecurity performance and planning competition schedules.


Cursor MCP Installer

description: Utility server that simplifies adding new MCP capabilities to Cursor by installing and configuring servers from npm, Python packages, or local repositories without manual configuration file editing.


Database Bulk Update

description: Streamlines database updates from CSV and Excel files, supporting multiple database types for efficient data migration and synchronization tasks.


DataHub

description: Integrates with DataHub's API to enable metadata management, discovery, and governance across diverse data assets in complex ecosystems.


DataWorks

description: Exports Alibaba Cloud DataWorks Open API tools for dynamic project management and data workflow interactions using TypeScript and Zod for robust schema validation.


DB Query

description: Connects AI models to multiple database systems for executing queries and retrieving results across PostgreSQL, MySQL, and SQLite.


DBHub Analytics

description: Multi-database MCP server supporting PostgreSQL, MySQL, SQL Server, SQLite, Databricks, and BigQuery for AI-powered database exploration and querying.


Debugium

description: Live debugger with bridge support for Python, JavaScript, TypeScript, Rust, Java, and C/C++.


DeepRepo

description: RAG engine for local codebases with multi-provider AI support and semantic search.


DELPHI Oracle

description: Real-time AI intelligence signals covering security events, market data, and ecosystem developments.


DeltaSignal ATLAS-7

description: Financial market intelligence with issuer risk, peer ranking, and alpha detection.


Desktop Insights

description: Query a database of 12,000+ macOS and Windows desktop apps to look up technology stacks, SDKs, and frameworks used in popular applications.


Dev Environment Sentinel

description: Monitors development environment health across Java, JavaScript, Python, C#, and Docker ecosystems by comparing source timestamps against build artifacts, checking dependency states, and providing automated reconciliation suggestions.


Development Automation Server

description: Provides a development automation server with modular architecture for fetching web content, accessing documentation, analyzing project structure, and performing web searches through internet and Perplexity APIs.


DevOps Practices

description: Centralized DevOps practices and templates for AI-assisted PoC development, eliminating repeated instructions across projects.


DevPod

description: Manages development containers via DevPod, Docker, and GitHub Codespaces with 45 MCP tools for AI agents.


Dify

description: Integrates Dify capabilities, enabling text generation and other AI services.


Discord

description: Integrates with Discord's API to provide server management capabilities including messaging, moderation, role management, event scheduling, and community administration through 46+ specialized tools with robust error handling and deployment support.


Discord Cloud

description: Discord bot automation server deployed on Cloudflare Workers that provides complete Discord API access through 20+ tools for server management, messaging, reactions, channels, forums, threads, and webhooks with advanced features like custom avatar messaging and bulk operations.


Docker

description: MCP server for managing Docker containers, images, networks, volumes, and registries


Docmost

description: Integrates with self-hosted Docmost wiki for listing spaces, searching documents, and retrieving page content.


Document Crawler & Search

description: Crawls websites to generate searchable Markdown documentation with vector embeddings for semantic search capabilities beyond training cutoffs


Document Operations (Word, Excel, PDF)

id: pulsemcp/document operations (word, excel, pdf)

description: Enables document operations on Microsoft Word, Excel, and PDF files through FastMCP and Python tools for creating, editing, converting, and manipulating files without switching applications


Document Parser

description: Parses documents in various formats for AI-assisted text extraction.


Documentation Manager

description: Enables AI interaction with markdown documentation files through a SQL-like query format for creating, reading, updating, and searching documentation with YAML frontmatter metadata support in Node.js and Deno environments.


Documentation Search

description: Provides direct access to technical documentation across 40+ popular frameworks and libraries including Python, React, FastAPI, and AWS with intelligent caching and unified retrieval for development workflows.


Documentation Search (Groq + Serper)

id: pulsemcp/documentation search (groq + serper)

description: Combines web search through Serper API with Groq's language models to intelligently extract and structure clean, readable content from documentation sites for popular libraries like LangChain, LlamaIndex, OpenAI, and UV package manager.


DocVet

description: Docstring quality vetting for Python with enrichment, freshness, coverage, and presence checks.


Doit

description: Work planner and issue tracker for AI agents with CLI and hierarchical task management.


Dokploy

description: Integrates with Dokploy platform API for creating, updating, duplicating, and removing deployment projects, enabling teams to automate deployment workflows through AI interactions.


DOM Screenshot

description: Captures screenshots of specific DOM elements through an interactive browser overlay that allows users to hover and click on webpage elements to generate PNG images using html2canvas.


Doubao Image Video

description: Integrates with Doubao (ByteDance's AI platform) to generate images from text prompts, create videos from descriptions, and check video generation status.


Douyin Insights

description: Douyin work details, comments, creator profiles, creator work lists, and keyword search via a hosted MCP endpoint.


Downloads Organizer

description: Automatically organizes files in your Downloads folder based on configurable rules, sorting by file type and date while handling duplicates through a RESTful API with real-time updates.


DRF Docs

description: Exposes Django REST Framework API documentation through MCP for AI coding agents to generate frontend integration code.


Dropbox

description: Integrates with Dropbox to enable file management operations like listing, uploading, downloading, and sharing files for cloud storage workflows.


EDINET Financial Disclosures

description: Access Japanese financial disclosures from EDINET with company search and statement retrieval.


Elasticsearch

description: Integrates with Elasticsearch clusters to enable natural language searching of indices, mapping retrieval, and data discovery without requiring knowledge of Elasticsearch query syntax


Elysia

description: Turn existing Elysia framework routes into MCP tools automatically, with no schema duplication or handler rewrites.


Email Server

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


Email Validator

description: Validates email addresses through Abstract API, checking format, deliverability, and identifying disposable or role-based addresses to reduce bounces and prevent fake signups.


EMBA Firmware Security Analyzer

id: pulsemcp/emba firmware security analyzer

description: EMBA firmware security analysis for embedded device scanning.


Embedded Debugger (probe-rs)

description: Provides hardware debugging capabilities for ARM Cortex-M and RISC-V microcontrollers through probe-rs integration, supporting popular debug probes like J-Link and ST-Link with session management, memory operations, breakpoint control, flash programming, and Real-Time Transfer communication for embedded firmware development.


Employee Leave Manager

description: Provides containerized employee leave management with tools for checking balances, applying for leave with specific dates, and retrieving leave history from an in-memory database.


ENCODE Toolkit

description: Search ENCODE genomics data and cross-reference biomedical databases.


EnigmAgent

description: AES-256-GCM encrypted credential vault for AI agents with placeholder-based secret injection.


Enoch

description: Manage an Enoch control plane with tools for configuring AI agent infrastructure.


ENS DAO Operations

description: Integrates with local Ethereum nodes to simplify ENS DAO operations like domain management and governance participation.


Ethereum Blockchain Tools

description: Integrates with Ethereum blockchain networks to provide smart contract auditing, wallet analysis, token balance checking, and profitability tracking using Web3.js, Moralis, and Etherscan APIs.


Ethereum RPC

description: Provides a bridge to the Ethereum blockchain for querying contract bytecode, gas prices, and account balances through standard JSON-RPC calls to public endpoints.


Etherscan Tools

description: Integrates with Etherscan's API to provide Ethereum blockchain data tools for balance checking, transaction tracking, and smart contract interactions.


EverArt

description: Integrates with EverArt API to generate images from text prompts using multiple AI models for creative and visual design tasks.


Everything Search

description: Integrates with the Everything Search Engine to enable file search and management across large file systems using advanced query options and customizable result formatting.


EvolutionDB Memory

description: Persistent long-term memory for Claude Desktop and Claude Code backed by EvolutionDB.


Expense Tracker

description: Parses natural language expense descriptions to extract amounts, currencies, and dates, storing transactions in a local Excel file.


Expose (JSON-RPC Proxy)

description: Proxy server that enables communication between clients and MCP-compatible services through JSON-RPC, forwarding requests to configured backend URLs while maintaining proper error handling and response formatting.


Eyeshot CAD

description: Enables AI-driven CAD operations in applications built on the Eyeshot SDK.


Fabric Pattern Tools

description: Exposes Fabric design patterns as executable tools that can be discovered and run directly within development workflows, with automatic pattern recommendation based on task descriptions.


Facebook Publisher

description: Safe Facebook Pages publishing with brand-voice enforcement, image requirements, and anti-duplication checks.


Famxplor

description: Integrates with Famxplor's curated database to provide location-based search for family-tested activities worldwide using latitude, longitude, and distance parameters.


Fastmail JMAP by adamisrael

description: Searches and reads email via the Fastmail JMAP API with filtering by sender, subject, date, and attachments.


Fathom

description: Provides AI-driven meeting analysis and summarization through the Fathom platform.


Feature Suggestions (Supabase)

description: Connects AI assistants to a Supabase database for querying feature suggestions, enabling direct access to feature request data within conversations without manual database queries.


Federal Contracting Tools

description: Eight MCP servers covering SAM.gov, USASpending.gov, GSA CALC+, eCFR, and Federal Register for U.S. federal contracting work.


Fermat (Mathematical Computing)

description: Provides mathematical computation and plotting capabilities through matplotlib for data visualization, NumPy for numerical operations, and SymPy for symbolic mathematics, enabling matrix operations, statistical calculations, equation solving, and calculus problems.


Fetch JSONPath

description: Fetches and extracts data from HTTP endpoints using JSONPath patterns with support for batch processing, custom headers, proxy configuration, and concurrent operations for efficient web API data retrieval.


FFmpeg

description: Enables multimedia processing operations using FFmpeg, allowing direct manipulation of audio and video files for tasks like trimming, conversion, extraction, and watermarking without leaving the conversation interface.


FiftyOne

description: Control FiftyOne computer vision datasets through MCP tools


Figma

description: Integrates with the Figma API to enable interaction with design files and projects, facilitating automated design tasks and AI-assisted workflows within the Figma ecosystem.


Figma Context

description: Bridges AI systems with Figma design platform, transforming complex API responses into structured design information for easier understanding of layout properties, styling, and text content.


Filesystem

description: Provides secure filesystem operations for reading, writing, and manipulating files and directories within specified access boundaries.


Filevine

description: MCP server enabling AI assistants to query and manage Filevine matters, sections, collections, and Lead Docket intake leads through natural language.


Fivetran

description: Integrates with Fivetran's REST API to manage data pipelines through user invitations, connection discovery, and sync operations with automated unpausing and forced synchronization capabilities.


Flowise

description: Integrates with Flowise API to enable interaction with chatflows and assistants through dynamic tool registration or simplified static tools for listing and prediction creation.


Flutter Documentation

description: Provides real-time access to Flutter, Dart, and pub.dev documentation through on-demand web scraping with SQLite caching, enabling current API reference retrieval and package information lookup for Flutter development workflows.


Flutter Skill

description: AI E2E testing bridge for apps across 8 platforms with 40+ tools.


FOLIO Legal Ontology

description: Provides searchable access to the FOLIO legal ontology with 18,000+ concepts covering areas of law, document types, and legal entities.


Frankfurter

description: Integrates with the Frankfurter API to provide real-time currency exchange rates, historical rate data, and currency conversion capabilities for financial applications and currency analysis workflows.


Frida Agent

description: AI-driven Android dynamic analysis tool wrapping Frida for automated reverse engineering with device management, script injection, method hooking, and Claude Code skills integration.


Frida Game Hacking

description: Provides Cheat Engine-like game hacking capabilities through Frida dynamic instrumentation for memory scanning, value modification, pattern matching, function hooking, and code injection.


Frontend Design Loop

description: Screenshot-grounded design iteration for frontend development.


FTP Server Manager

description: Enables direct FTP and FTPS server management through natural language commands for remote file operations including directory listing, file transfers, and folder creation.


Fusion 360

description: Controls Autodesk Fusion 360 CAD operations including sketching, 3D modeling, assemblies, and file export through a local bridge add-in.


Fusion 360 CAM Assistant

description: Analyzes Fusion 360 part geometry to suggest optimal machining strategies, toolpath operations, and stock setup with intelligent feature detection, preference learning, and feeds/speeds calculations.


Gahmen

description: Integrates with Singapore's government data APIs (data.gov.sg and SingStat) to enable browsing, searching, filtering, and downloading of open datasets for policy research, economic analysis, demographic studies, and data journalism.


Gatherings (Expense Sharing)

description: Provides a robust expense-sharing solution for social gatherings, enabling creation of events, member management, expense tracking, and automated reimbursement calculations.


GAX

description: Provides a CLI ergonomics framework for AI agents with an MCP bridge adapter and lazy tool discovery.


GEDCOM

description: Integrates with GEDCOM genealogy files to provide complete family history management including relationship pathfinding, duplicate detection, statistical analysis, and automated data population from web sources like Wikipedia.


Gemini

description: Integrates with Google's Gemini API to enable text generation, analysis, and chat conversations through a Flask-based RESTful server that securely manages API keys via environment variables.


Gemini API Documentation

description: Access and search Gemini API documentation directly from MCP-compatible AI assistants.


Gemini Bridge

description: Delegates large-context tasks from Claude to Google Gemini via subprocess, enabling token-efficient analysis of large files and codebases.


Gemini DeepSearch

description: Performs automated multi-step web research using Google Search API and Gemini models to generate diverse search queries, conduct parallel searches, and synthesize comprehensive answers with proper source citations through configurable research depth levels.


Gemini Media

description: Generates videos and images using Google VEO 3.1 and Gemini Imagen 3 with async job management, multi-resolution support, and prompt engineering skills.


Gentleman Programming Book

description: Conversational access to technical content on software architecture and clean code principles


Geocode

description: Converts addresses to coordinates using OpenStreetMap's Photon geocoding service.


Gibber

description: Provides cryptographic tools for secure communication, including key generation, shared secret derivation, and message encryption/decryption using SJCL P-256 and AES-CCM, enabling end-to-end encrypted data exchange via server-sent events.


Gigaplexity

description: Integrates GigaChat with web search capabilities, providing ask, research, and reason tools with file attachment support.


Git Ingest

description: Fetch and analyze git repository structures and contents.


GitHub

description: Provides a robust GitHub API bridge using TypeScript and Zod, enabling developers to automate repository operations through conversational interactions.


GitHub Agentic Chat

description: Integrates with GitHub's API to enable natural language interaction with repositories, offering tools for searching, creating issues, and performing semantic searches across stored documents using PostgreSQL with pgvector.


GitLab

description: Integrates with GitLab's API to provide merge request management, code review workflows, and branch-based development operations through tools for listing, retrieving detailed information, accessing discussions, and finding associated merge requests.


GitLab Local

description: Manage GitLab merge requests with auto-detection of current branch context, including creation, review, comments, and merging.


Glean

description: Integrates Glean's search and chat APIs to enable natural language interactions with organizational knowledge bases and chatbots.


Gmail

description: Integrates Gmail functionality to enable secure access, search, and analysis of email contents using OAuth2 authentication and the Gmail API.


Gocode

description: Claude Code reimplemented in Go as a fast AI coding agent runtime with MCP server support.


Godot Engine Integration

description: Comprehensive Godot 4.x integration with live editor manipulation, E2E game testing, auto-screenshot loops, and version-aware documentation queries.


Godspeed Task Management

description: Integrates with Godspeed Task Management API to enable listing, creating, updating, and deleting tasks directly from development environments without context switching.


Google Calendar

description: Integrates with Google Calendar API to enable event management through specialized tools for listing, creating, and deleting calendar events with timezone-aware handling and robust error management.


Google Colab

description: MCP server for controlling Google Colab with notebook editing, runtime connection, shell commands, file operations, and GPU monitoring.


Google Custom Search

description: Integrates Google Custom Search API to enable web searches for fact-checking, research, and content generation tasks.


Google Docs

description: Provides a bridge between Google Docs and AI tools for reading document content, appending text, and applying formatting to specific text within documents.


Google Flights

description: Google Flights integration with 12 tools — search flights, track prices, compare cabins, analyze layovers, and view carbon emissions.


Google Forms

description: Enables creation and management of Google Forms through natural language requests, converting conversational inputs into structured form elements for surveys, feedback forms, and event registrations


Google Play Console

description: Manage Google Play Store releases, testers, rollouts, and Android Vitals.


Google Search Console

description: Analyze SEO metrics and search performance data.


Google Workspace

description: Integrates with Google Workspace APIs for Drive, Sheets, Docs, Gmail, and Calendar operations with OAuth 2.0 authentication.


description: Provides direct integration with OpenAI's GPT-5 API through simple prompt-based and structured conversation tools for text generation without building custom API integration layers.


Graffeo Coffee Roasting

description: Live product catalog and ordering information for Graffeo Coffee Roasting via AgenticShelf.


GraphQL to MCP

description: Auto-generates MCP tools from GraphQL operations, with built-in support for authenticated and public tool separation.


Grasshopper Parametric Design

description: Connects Grasshopper parametric design software with Claude through a bidirectional TCP server and Python bridge, enabling natural language control of architectural and engineering modeling workflows.


Grigori

description: Semantic code search that indexes codebases across multiple programming languages using local embeddings to find relevant code examples based on functionality rather than exact keywords.


gRPC Bridge

description: Bridges AI assistants to gRPC backends by dynamically exposing service methods as tools through server reflection or pre-compiled protocol buffer descriptors.


Hamr

description: Go framework for building MCP servers with struct-tag schema definitions, pre-built tool collections, middleware, and token cost optimization.


Handbook

description: Manage handbook entries via CRUD operations, overview, and tag search through the Handbook API.


Hardcover

description: Query books, book series, and user information from Hardcover.app


Harvard Art Museums

description: Provides access to Harvard Art Museums' collection of over 224,000 artworks and artist records through five core tools for searching objects, retrieving detailed artwork information, discovering artists, and exploring random pieces with optional filters for classification or culture.


Harvest

description: Integrates with Harvest's time tracking and project management features, enabling natural language interactions for managing projects, tracking time entries, and handling leave requests.


Harvestr

description: Manage customer feedback and product discoveries on Harvestr.io


Himalaya Email

description: Email operations for AI agents via Himalaya CLI with read-only, full, and dangerzone operating modes.


HiveClaude

description: Multi-agent MCP broker for coordinating multiple Claude Code instances with shared state, task management, and file locking.


Hologres

description: Connects AI systems to Alibaba Cloud's Hologres databases for SQL execution, metadata retrieval, and statistics collection, enabling seamless data analysis workflows.


Home Assistant

description: Demonstrates light control in Home Assistant by comparing OpenAI function calling with a standardized protocol for external tool interaction


Home Assistant (Achetronic)

description: Bridges Home Assistant smart home systems with tools for device control, automation management, system monitoring, and troubleshooting through local and remote connections with OAuth authentication and container deployment.


HostAtlas

description: Monitor servers, manage alerts, tail logs, and defend against attacks on HostAtlas.


Huawei AppGallery Connect

description: Manage Huawei AppGallery Connect app publishing including APK/AAB uploads, metadata updates, phased rollouts, and release submissions.


IBEX 35

description: Integrates with Spanish stock market data sources to provide real-time IBEX 35 market data, corporate governance information, board director networks, shareholder positions, EU lobbying activities, news sentiment analysis, and investment risk assessment with natural language query processing and company comparison capabilities.


iBitLabs

description: Live trading receipts from a public AI-driven trading experiment tracking real account activity.


IBM AS/400 iSeries

description: Connects to IBM AS/400 and iSeries mainframe systems through RTE protocols (TN5250, TN3270, VT420) with YAML-configurable terminal interaction flows for automated login sequences, menu navigation, and screen output retrieval.


IDE Relay

description: Provides a native desktop feedback window for pausing AI agent requests and collecting human input.


Image Recognition

description: Provides image recognition and description capabilities for both local files and remote URLs with configurable security controls including path validation, domain restrictions, and file type filtering.


iMessage Reader

description: Read-only access to macOS iMessage database with 26 tools for searching, analyzing, and exporting conversations.


Impact Preview

description: Simulate and preview the impact of proposed policy changes on affected populations.


IncomeBot

description: Options trading intelligence with regime detection, momentum scanning, and risk simulation.


Infomate

description: Fetches and summarizes curated tech news from infomate.club/vas3k by parsing HTML content to extract articles from multiple feeds like Hacker News, Techmeme, GitHub, Reddit, and Pinboard, grouping them by source and generating keyword-based summaries in structured markdown format.


Instagram

description: Integrates with Instagram to enable profile viewing, content discovery, timeline browsing, story access, post interactions, commenting, and user following through authentication and engagement tools


IPFS Storacha Network

description: Enables AI access to the IPFS Storacha Network for decentralized file storage, content addressing, and persistent data management through the w3cli interface.


Jakarta Migration

description: Automates Java EE to Jakarta EE migrations with dependency analysis, namespace refactoring from javax.* to jakarta.* packages, and runtime compatibility verification using OpenRewrite recipes.


Japan Weather

description: Integrates with an external weather API to provide current conditions and forecasts for locations in Japan.


Jetson Nano Management

description: Provides remote management capabilities for NVIDIA Jetson Nano edge computing systems through SSH connections, enabling hardware control, thermal management, GPIO operations, CUDA verification, ML framework installation, TensorRT model optimization, system administration, and container orchestration with GPU acceleration.


Jira

description: Connects to self-hosted Jira instances for issue management and project tracking.


Jira Insights

description: Enables programmatic management of Jira Insights asset schemas through CRUD operations on object types and AQL queries, streamlining IT asset management and configuration tracking workflows.


Joplin

description: Integrates with Joplin note-taking application via the joppy Python API


K-Beauty

description: Provides specialized Korean skincare and cosmetics knowledge with curated brand data, ingredient analysis, and personalized routine recommendations for different skin types and concerns.


Kagi Search

description: Perform privacy-focused web searches via Kagi's search engine.


Kerio Connect

description: Integrates with Kerio Connect groupware to manage emails, calendar events, contacts, tasks, and notes through natural language operations including search, batch processing, and folder organization.


Kingdee K3Cloud

description: Query and operate Kingdee K3Cloud ERP systems through natural language with 15 tools for reading, writing, and auditing business records.


KiwiClaw

description: Search vetted OpenClaw skills and browse the ClawBoard forum.


KPI-Lens

description: Supply chain intelligence platform with anomaly detection and LLM root-cause analysis.


KPIC

description: Integrates with the Korea Pharmaceutical Information Center (KPIC) API to retrieve drug details, interactions, safety information, and regulatory data for healthcare applications and pharmaceutical compliance workflows.


Kubernetes

description: Bridges natural language interactions with Kubernetes clusters by wrapping kubectl commands, enabling conversational management of pods, deployments, contexts, and troubleshooting without requiring exact syntax knowledge.


Kusto NL2KQL

description: Enables natural language querying of Azure Data Explorer (Kusto) databases by translating questions into KQL queries without requiring KQL expertise


LanceDB

description: Integrates with LanceDB to enable natural language querying, insertion, and management of vector data for efficient similarity search and semantic analysis.


Language Server

description: Integrates language server capabilities to provide code analysis, completion, and diagnostics for developing in various languages.


Leadloadz

description: MCP server connecting AI assistants to the Leadloadz B2B lead generation platform for searching verified contacts and validating emails.


Leave Management System

description: Provides comprehensive leave management functionality including request submission, approval workflows, balance tracking, and HR reporting for streamlined organizational leave processes.


LedFX

description: Bridges natural language commands to LedFX LED lighting systems with intelligent scene parsing, color libraries, and comprehensive device management for smart home automation and music visualization setups.


Lenny's Podcast

description: Provides searchable access to Lenny's Podcast transcripts for product management insights, using FlexSearch for fast full-text search across topics like pricing strategies, growth tactics, and product leadership advice.


Lighthouse (PageSpeed Insights)

description: Integrates with Google PageSpeed Insights API to run performance audits on web pages, retrieving detailed metrics and identifying optimization opportunities for web developers.


Lightning Nostr

description: Integrates with Nostr to enable posting notes and interacting with relays, simplifying decentralized social network engagement and content publishing.


Lightning Tools

description: Integrates with the Bitcoin Lightning Network to enable cryptocurrency payment capabilities and lightning address interactions for conversational workflows.


Lilith Gmail

description: Privacy-aware Gmail integration that syncs to PostgreSQL with PII sanitization, semantic search, and configurable redaction levels.


Lingxi

description: Autonomous penetration testing framework with MCP tool bridges for Kali Linux container management and CTF workflows.


LinkedCtl

description: OAuth2 CLI and MCP integration for LinkedIn posting, comments, reactions, analytics, and organization management.


LinkedIn

description: Integrates with an unofficial LinkedIn API to retrieve feed posts, search jobs, and analyze job matches against resumes.


Lisp Development

description: Provides direct access to a running Common Lisp image for evaluating arbitrary Lisp expressions, returning multiple values, output streams, and detailed error backtraces.


Listen

description: Microphone capture and speech-to-text MCP server using whisper.cpp for STT and Ollama for local LLM processing.


Local PM

description: Self-hosted project management system with Linear-like Kanban boards that exposes tools for creating projects, managing tickets, assigning teams, and tracking dependencies.


Location

description: Integrates with geolocation APIs to provide location-based functionality, enabling personalized recommendations and localized content delivery based on user IP addresses.


Logic (Prover9/Mace4)

description: Integrates Prover9/Mace4 for automated reasoning, theorem proving, and logical analysis.


Luma Events Discovery

description: Discovers events from Luma's public feed and subscribed calendars with distance filtering and ICS export.


Lunch Money

description: Integrates with Lunch Money personal finance API to retrieve account balances, transaction history, budget information, and spending categories for natural language financial data analysis and budget insights.


M-Team

description: Integrates with M-Team private BitTorrent tracker for torrent search, detail retrieval, and file downloading with category filtering and pagination.


Mac Control

description: Native Swift MCP server for macOS automation — screenshots, mouse/keyboard control, UI automation, Safari/Chrome, and window management across 63 tools.


Mac Use

description: Zero-dependency macOS desktop automation providing screenshots, clicks, keystrokes, window management, accessibility inspection, and clipboard control for AI agents.


macOS GUI Control

description: Provides complete macOS system automation through mouse operations, keyboard input, screen capture, window management, and AppleScript execution with safety-focused command filtering.


macOS Shortcuts

description: Integrates with macOS Shortcuts to execute existing automation workflows and create custom text-based prompt shortcuts for streamlined task automation and AI interaction patterns.


Magic (21st.dev UI Generator)

description: Bridges to 21st.dev's Magic API for generating UI components from descriptions, fetching existing components for inspiration, and searching for company logos in various formats.


Magic (21st.dev)

description: Create beautiful, modern UI components instantly through natural language descriptions.


MahoRAGa

description: Persistent graph-powered memory for AI agents using Kuzu embedded database.


Mail IMAP/SMTP

description: Provides complete email management through IMAP and SMTP protocols including folder operations, search, and sending.


Mailchimp

description: Integrates with Mailchimp's Marketing API to provide read-only access to automation management, campaign analytics, list and member data, e-commerce integration, template handling, and detailed reporting for email marketing analysis and optimization.


Make

description: Integrates with Make (formerly Integromat) to enable automated workflows and task execution using AI assistants and Make's extensive app integration library.


Malware Analyzer

description: Provides specialized terminal access to common malware analysis tools like 'strings', 'file', 'hexdump', and 'objdump' with parameter validation and timeout handling for security researchers analyzing suspicious files.


Mantra Chain MCP

description: Integration with the Mantra Chain blockchain.


Mappls

description: MCP server for Mappls (MapMyIndia) providing India-first mapping: geocoding, routing, nearby search, and place details via 18 tools.


Markdown Mermaid PDF

description: Converts Markdown files containing Mermaid diagrams into PDF documents and exports standalone Mermaid diagrams to PNG or PDF formats using headless Chrome rendering.


Markdown to PDF

description: Converts Markdown to PDF using Puppeteer, offering syntax highlighting, custom styling, and watermarking capabilities for document generation.


Marketo Forms

description: Provides a bridge between Marketo's REST API and form management operations, enabling marketing teams to retrieve, approve, and clone forms without writing API code or switching context.


Mason

description: MCP server that gives AI assistants a persistent codebase map — feature-to-file lookups, change impact analysis, and git history insights.


MCP All

description: Meta-server for dynamically discovering and managing other MCP servers


MCP Installer

description: Install and configure additional MCP servers dynamically.


MCP Toolkit

description: Diagnostic MCP server that captures and inspects MCP traffic including request headers, auth tokens, and JSON-RPC details.


MCPU

description: Self-hosted Cloudflare Workers MCP server for repo management and deployment with 8 tools for code editing and committing.


Medium Ops

description: Medium content management with 22 tools for browsing posts, managing responses, tracking claps, and automating replies.


Medusa.js Documentation

description: Provides local Medusa.js documentation access through fuzzy search capabilities, enabling semantic text matching, section retrieval by title or path, and comprehensive section listing with configurable search thresholds for quick framework reference without leaving your development environment.


Memento by annibale-x

description: Persistent memory and context management across sessions.


Memory

description: SQLite-backed persistent memory server with FTS5 full-text search, entity relationship tracking, and project scoping for AI agents.


Memory Bank

description: Transforms file-based memory banks into a centralized, remotely accessible service for multi-project management with consistent structure and validation.


Memory Box

description: Integrates with Memory Box to provide persistent, context-aware interactions through semantic memory storage and retrieval using vector embeddings and search capabilities.


Mempool.space

description: Integrates with mempool.space APIs to provide real-time Bitcoin network data including transaction details, block information, address balances, mining statistics, and fee recommendations for developers and traders.


MemRL

description: Memory-augmented reinforcement learning system that captures coding sessions as episodes, learns from successful problem-solving patterns, and provides semantic search to retrieve relevant past experiences.


Memvid

description: Converts text content and PDFs into searchable video-based memory systems using H.264/H.265 encoding, enabling semantic search and chat interactions with encoded content for persistent knowledge storage and retrieval.


Meta Ads

description: Security-focused Meta Ads API access with 18 tools including zero-trust architecture and SSRF protection.


Metabase

description: Write-enabled MCP server for Metabase with 28 tools covering read, write, and AI-driven insights operations.


Metal Framework

description: Integrates Metal Framework documentation search and code generation capabilities for graphics-intensive application development.


Metaplex

description: Bridges Metaplex documentation and repositories, enabling searches and retrievals for Solana NFT development workflows.


Michelin Guide

description: Search 18,900+ Michelin Guide restaurants worldwide with multi-criteria filtering and SQLite FTS5.


Microsoft Dataverse

description: Integrates with Microsoft Dataverse to execute FetchXML queries, create bulk contacts with progress tracking, and generate Chart.js reports while using intelligent prompts for large dataset management and markdown table transformation.


Microsoft Fabric

description: Integrates with Microsoft Fabric APIs to explore and document data assets including workspaces, lakehouses, warehouses, tables, and semantic models with Azure authentication and markdown formatting.


Microsoft Flight Simulator SDK

description: Provides TypeScript-based access to Microsoft Flight Simulator SDK documentation through web scraping and natural language processing, enabling flight simulation developers to search and retrieve API references, code examples, and technical specifications through conversational queries.


Microsoft To Do

description: Self-hosted Microsoft To Do with SQLite workaround for personal account list limitations.


description: Extracts database schema from PostgreSQL migration files by running them in temporary containers and outputting human-readable schema information or SQL DDL, enabling developers to understand final database structure without manually tracking changes across multiple migration files.


Minerva

description: AI-powered research engine that searches the web, processes PDFs, and synthesizes structured reports via MCP.


MockServer

description: Programmatically control MockServer for HTTP mocking and request verification


Moneyflow

description: Models money flows between state, citizens, and enterprises with policy simulation and cohort comparison tools.


MongoDB

description: Enables interaction with MongoDB databases through TypeScript and the MongoDB driver, providing seamless integration of MongoDB operations into workflows.


Monobank

description: Access Monobank API for currency rates, client info, and account statements.


MSSQL

description: Read-only Microsoft SQL Server integration with metadata discovery, parameterized queries, and execution plans.


Multi-Agent Deep Researcher

description: Orchestrates three specialized agents (web searcher, research analyst, and technical writer) using CrewAI to automate comprehensive information gathering and synthesis workflows that combine web data retrieval, analysis, and structured report generation.


Multi-Document RAG

description: Enables document processing with OCR, vector embeddings, and semantic search capabilities for efficient retrieval-augmented generation across multiple file formats including PDF, DOCX, PPTX, Excel, CSV, and images.


Multi-Service Gateway

description: Provides a unified gateway for LLMs to access GitHub, GitLab, Google Maps, Memory storage, and Puppeteer web automation tools through a Flask-based server deployable on Red Hat environments.


MySQL

description: Provides secure MySQL database access with multi-database support, configurable security levels from read-only to full SQL access, and hot-reloadable configurations with lazy connection pooling for efficient database interactions.


description: Integrates with n8n workflow automation platform to enable complete workflow lifecycle management including creation, modification, activation, execution monitoring, and webhook triggering with built-in documentation for common node types.


n8n Workflow Automation

description: Autonomous agent for n8n workflow automation providing comprehensive access to n8n instances through specialized tools for workflow management, credential handling, execution monitoring, and diagnostics.


Name Origin Predictor

description: Predicts the national origin of names using the Nationalize.io API, offering both individual and batch processing with probability scores for demographic analysis and cultural research.


Nano Banana

description: A provider-agnostic image generation suite using the Nano Banana (google/gemini-2.5-flash-image) model via OpenRouter to provide tools for image generation, editing, restoration, diagram creation, icon creation, and story generation.


NASA API

description: Integrates with NASA APIs to provide real-time astronomical data, space weather information, Earth imagery, and exoplanet research capabilities without requiring technical knowledge of NASA's API structure.


National Park Service

description: Integrates with the National Park Service API to provide structured park information for trip planning, exploration, and research applications.


National Weather Service

description: Integrates with the National Weather Service API to provide real-time weather alerts by state and detailed forecasts by geographic coordinates for US locations.


Negotiated Rates

description: Streams healthcare Transparency in Coverage MRF files to retrieve insurer negotiated rates for medical procedures.


Netbird

description: Integrates with Netbird's API to enable virtual private network management including peer listing, group configuration, and access policy control


NeuroHive

description: Multi-agent memory intelligence with expertise tracking and conflict detection.


NeuroMCP

description: Semantic memory for AI agents with hybrid search, knowledge graph, and memory consolidation.


New York Times

description: Access and analyze recent news articles from the NYT API.


Nextflow Developer Tools

description: Streamlines Nextflow development by providing tools for building, testing, and executing pipelines directly from local repositories.


Nexus (OpenRouter Search)

description: Provides web search capabilities through OpenRouter's Perplexity Sonar models, delivering intelligent search results with source citations for current information retrieval.


Node Code Sandbox

description: Provides a secure Docker-based sandbox for executing JavaScript code with npm dependencies, offering both persistent and ephemeral containers with strict resource limits for safe code testing and demonstration.


NodeMCU

description: Enables remote management and monitoring of ESP8266-based IoT devices through WebSocket connections and REST API endpoints for smart home automation, environmental monitoring, and device fleet management.


Nordic Financial

description: Semantic search over Nordic company filings, reports, press releases, and macro indicators for Norway, Sweden, Denmark, and Finland.


Nostr

description: Integrates with Nostr to enable posting notes and interacting with relays, simplifying decentralized social network engagement and content publishing.


NotebookLM

description: Automates Google NotebookLM workflows for creating notebooks, adding content sources, and generating podcasts, videos, slide decks, mind maps, quizzes, and reports.


Notes

description: Integrates note-taking capabilities with AI models using TypeScript and DynamoDB for persistent memory and context management in applications.


NotHumanAllowed

description: Multi-agent orchestration platform with tools for posts, knowledge grounding, consensus operations, messaging, and browser automation.


Notification

description: Control and read Android phone notifications via a local MCP server on-device.


Notify

description: Multi-platform notification delivery supporting WeChat, Telegram, DingTalk, Bark, Lark, Feishu, and more


Notion

description: Integrates Notion workspaces, enabling seamless interaction with Notion's API for tasks like automated note-taking and knowledge base management.


Noun Project

description: Search and download icons from The Noun Project directly in AI assistants


NPCTerm

description: Headless in-memory terminal emulator for AI agents to spawn shells, run commands, and interact with TUI applications.


npm Registry

description: MCP server for npm package management, security analysis, and compatibility checking.


NUCES FLEX Student Portal

description: Automates access to NUCES FLEX Student Portal using Selenium authentication and session management to retrieve academic data including attendance, grades, transcripts, and fee reports.


Nuxt.js

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


Obsidian CLI (alexfatalix)

description: Bridge MCP clients to a local Obsidian vault using the official Obsidian CLI, with configurable safety modes for write operations.


Obsidian Map

description: Converts an Obsidian vault into a navigable knowledge graph with tree navigation, wikilink traversal, semantic gap detection, and write operations.


Obsidian Omnisearch

description: Integrates Obsidian vaults to enable searching and retrieving notes, leveraging personal knowledge for various applications.


Obsidian Semantic

description: Provides intelligent access to Obsidian vaults through file management with fragment retrieval, smart editing with auto-buffering, content navigation, contextual workflow suggestions, and adaptive indexing strategies that automatically optimize based on query characteristics for efficient knowledge management workflows.


OKX

description: Trading and portfolio management for OKX cryptocurrency exchange


OmniGlyph

description: Local Unicode lookup and symbol linting for resolving and validating code symbols offline.


Open Library

description: Search and retrieve book and author information from the Internet Archive's Open Library


Open Web Search

description: Provides web search capabilities across multiple search engines including Bing, Baidu, Brave, DuckDuckGo, and Exa, plus specialized content extraction from Chinese platforms like CSDN, Zhihu, and LinuxDo for research workflows and technical content retrieval.


OpenAI Chat Completions

description: Make calls to OpenAI's chat completions.


OpenClaw Agent Instruction Registry

id: pulsemcp/openclaw agent instruction registry

description: Search and retrieve agent instruction files including system prompts, skills, and workflows.


OpenCrab

description: MetaOntology OS integration for ontology-structured agent environments.


OpenDia

description: Provides OpenDia diagram creation capabilities through a lightweight web server with WebSocket support and HTTP API endpoints for real-time collaborative diagram generation and editing.


OpenHive

description: Collaborative knowledge base where coding agents search, post, and score problem-solution pairs discovered during development sessions.


OpenNews (6551)

description: Provides real-time crypto news search, AI sentiment analysis, and trading signals from 72+ data sources.


Oracle Database

description: Connects to Oracle databases for queries and data operations.


Ori Mnemos

description: Persistent memory infrastructure for AI agents with identity, knowledge graph, and semantic search.


Orthanc DICOM

description: Access Orthanc DICOM servers for querying patients, studies, series, and instances with PDF text extraction.


OS Info

description: Provides real-time system information about the host computer, including CPU, memory, operating system, disk, battery, and process details for monitoring resources and troubleshooting performance issues.


osascript

description: Enables macOS automation through AppleScript and JavaScript for Automation execution with security filtering that blocks destructive operations while allowing application control, system commands, and workflow automation.


OSV Scanner

description: Dependency vulnerability scanning with reachability triage using Google's OSV database across npm, pip, Go, and other ecosystems.


Outlook Meetings Scheduler

description: Integrates with Microsoft Outlook to create, read, update, and delete calendar events, find people, and schedule meetings with specific parameters like time, location, and attendees.


PageLens

description: Visual feedback on frontend apps through automated browser testing with screenshot capture, visual diff, and DOM inspection.


Pandas Data Analysis

description: Leverages pandas, numpy, and matplotlib to enable powerful data manipulation, statistical analysis, and visualization for data-driven projects.


Paper Search

description: Aggregates academic paper search and retrieval across arXiv, PubMed, bioRxiv, medRxiv, Google Scholar, IACR ePrint Archive, Semantic Scholar, and CrossRef with PDF download capabilities, text extraction, intelligent caching, and asynchronous processing for streamlined research workflows and literature reviews.


Paprika

description: MCP server for accessing Paprika recipe manager, enabling AI assistants to search, read, and manage recipes and meal plans.


Paprika Recipe Manager

description: Accesses and searches recipes stored in Paprika Recipe Manager.


PDF Manipulation

description: Provides comprehensive PDF processing capabilities through PyMuPDF, including text operations, page manipulation, image handling, form field management, annotation support, and metadata editing with intelligent auto-cropping and timestamped output files for document automation workflows.


PDF Parser

description: MCP server for PDF text extraction optimized for LLMs, with figure detection using spatial heuristics and page screenshot rendering without GPU or API keys.


PDF Reader

description: Extracts text and converts PDFs to PNG images from both local and remote files using multiple PDF processing libraries for document analysis and content processing workflows.


PeeringDB

description: MCP server exposing 14 PeeringDB REST API endpoints for querying internet peering and interconnection data.


Penpot

description: Provides full programmatic access to self-hosted Penpot design instances with 68 tools covering projects, shapes, text, exports, comments, and component management.


Pentest

description: Orchestrates penetration testing workflows through Nmap, Nuclei, Nikto, SQLMap, and Metasploit integration with automated reconnaissance, vulnerability scanning, and exploitation sequencing for security assessments and red team exercises.


Pentest AI

description: Provides penetration testing tools for reconnaissance, vulnerability scanning, and exploit assistance.


Perfetto

description: Query Perfetto performance trace files using PerfettoSQL with tools for loading traces, inspecting schemas, and executing SQL analysis.


Perfetto Trace Analyzer

description: Turn natural language into powerful Perfetto trace analysis


Perplexity

description: Connects AI assistants to Perplexity's API for real-time web search and specialized reasoning capabilities through perplexity_ask and perplexity_reason tools.


Personal Context

description: Provides a Markdown-based three-layer memory system for Claude Desktop with file management and memory operations.


Petamind

description: Agentic coding loop with multi-candidate patch generation, deterministic quality gates, and vision-based UI evaluation using Playwright screenshots.


pfSense

description: Manage pfSense firewalls through AI assistants with rules, DHCP, DNS, and monitoring tools.


Phos Analytics Engine

description: Sales analytics with ML forecasting, customer segmentation, and trend analysis.


Phos Marketing Engine

description: Content generation, competitor analysis, social publishing, and marketing strategy tools.


Phos Sales Engine

description: B2B lead generation with prospect discovery, ICP scoring, outreach, and pipeline management.


PinchTab

description: Bridges browser automation through PinchTab's accessibility-tree snapshots and element references for web navigation, form filling, clicking, scrolling, and screenshot capture.


Piranha Vision

description: Real-time market surveillance with news scanning, risk alerts, and economic monitoring.


Pixelle (ComfyUI)

description: Integrates with ComfyUI workflows to provide text-to-image, image-to-image, and image-to-video generation capabilities through natural language interactions for creative content creation.


Plaid

description: Provides a robust bridge to the Plaid financial API, enabling secure access to bank account data, transactions, and authentication flows for financial analysis and personal finance tracking.


Planning Center

description: Integrates with Planning Center Online's API to provide read-only access to church management data including people, services, check-ins, giving, groups, calendar, and registrations with OAuth authentication, rate limiting, and webhook support for automating church workflows and building custom integrations.


Playwright

description: Provides browser automation capabilities through Playwright with 33 tools for web navigation, DOM manipulation, form handling, content extraction, and JavaScript execution across Chromium, Firefox, and WebKit browsers with persistent context management and debugging features.


PLTM

description: Implements a jury-based memory validation system that extracts semantic triples from conversations, validates them through multi-judge architecture, and stores approved facts in persistent memory graphs with conflict resolution, personality synthesis, and temporal decay.


PokeMCP

description: Play Pokemon Fire Red through mGBA emulator with AI-controlled battles and gameplay.


PolarDB-X

description: Integrates with Alibaba Cloud's PolarDB-X distributed database system to provide SQL query execution, database status monitoring, and schema exploration capabilities for database administration and development workflows.


Polymarket

description: Integrates with Polymarket to provide real-time prediction market data, price tracking, and trading analytics across active betting markets with intelligent caching and retry logic.


Polymarket Intel

description: MCP server classifying Polymarket trading wallets as human or bot, scoring edge quality, and streaming open positions for copy-trading signal following.


Pondlog

description: Unified nature and garden data briefing from 8 public APIs — iNaturalist, eBird, USGS, NPN, Mushroom Observer, Trefle, astronomy, and garden planner.


PostgreSQL

description: Provides direct PostgreSQL database access through natural language SQL querying with read-only transaction safety, schema introspection, and table/column discovery for data analysis workflows.


PracticePanther

description: Manages legal matters, contacts, and billing through the PracticePanther legal practice management API.


Prefect

description: Integrates with Prefect workflow orchestration platform to enable natural language control over flow management, deployment operations, task monitoring, and infrastructure management with complete CRUD operations across flows, deployments, task runs, work queues, variables, and blocks.


Premiere Pro

description: Controls Adobe Premiere Pro through ExtendScript and CEP panel communication, providing 170+ tools for project management, timeline editing, effects, markers, audio, and export operations.


Prism Scanner

description: Scans AI agent skills, plugins, and MCP servers for security vulnerabilities using 39 detection rules.


Procmon

description: 18-tool Windows process monitoring MCP server for security researchers, covering ETW tracing, PE analysis, event logs, services, and drivers.


Profile Researcher

description: Combines Google Custom Search, Apollo.io, and Proxycurl APIs with OpenAI-powered query generation to systematically discover LinkedIn profiles, extract detailed professional data including contact information, and build enriched databases for lead generation, recruitment research, and market analysis.


ProjectBrain

description: Project planning and execution platform with tools for tasks, decisions, milestones, and team messaging.


Projscan

description: Agent-first code intelligence using AST parsing across seven languages with 20 analysis tools, running offline.


Promptheus

description: Prompt refinement with adaptive questioning and multi-provider LLM support


ProPresenter

description: Provides complete control over ProPresenter 7 presentations, covering 231 API endpoints across 27 functional groups including slides, audio, timers, stage displays, and capture.


Proton Mail Bridge

description: Connect to Proton Mail via Bridge for IMAP and SMTP access with 13 email management tools.


Protonmail

description: Enables sending emails through Protonmail's SMTP service with support for multiple recipients, CC/BCC functionality, and both plain text and HTML content.


Proxmox

description: Integrates with Proxmox virtualization platform to monitor cluster health, manage VM and container lifecycles, execute commands within VMs via QEMU guest agent, and track storage resources across nodes.


Proxmox VE

description: Manage Proxmox VE clusters through AI assistants with VM, container, snapshot, and storage operations.


PRTS

description: Access Arknights game data via the PRTS Wiki API, including operator profiles, voice lines, story events, and wiki articles.


Publer

description: Manages social media scheduling and analytics via Publer's API, with 14 tools for publishing posts, uploading media, and pulling insights across 15+ social networks.


Puppeteer

description: Integrates Puppeteer-based browser automation for web scraping, testing, and AI model interaction with live web content.


PySpark

description: MCP server for running PySpark SQL queries and data transformations against Spark clusters.


Python Docs

description: Fetches Python documentation for quick access to language references and code explanations.


Python REPL

description: Provides an interactive Python REPL environment for executing code within conversations, maintaining separate state for each session and supporting both expressions and statements.


Python Sandbox

description: Provides secure Python code execution in containerized sandboxes with automatic matplotlib figure persistence and comprehensive data science libraries for interactive analysis and machine learning experimentation.


Qdrant with OpenAI Embeddings

description: Connects AI systems to Qdrant vector databases for semantic search using OpenAI embeddings, enabling contextual document retrieval and knowledge base querying.


Qonto Banking

description: CLI and MCP interface for the Qonto business banking API.


QR Code Generator

description: Generates QR codes from any text including Chinese characters with customizable styling options like colors, box size, and borders, returning base64-encoded images for document generation, contact sharing, and URL shortening workflows.


QR Codes

description: Generates QR codes.


Quantum

description: GPU-accelerated quantum mechanics simulations with Schrodinger equation solving and wavefunction analysis.


QuickBooks Time

description: Integrates with QuickBooks Time API to provide unified access for managing timesheets, users, projects, and generating reports.


Quran Search Engine

description: Provides Quran search with Arabic normalization, root-based matching, and highlighted results for AI tools to deliver accurate, hallucination-free Quranic text.


Rails Diff

description: Rails version diff comparison through GitHub API integration.


Raindrop.io

description: Integrates with Raindrop.io bookmarking service to provide direct access for managing collections, bookmarks, tags, highlights, and user data without leaving your conversation context.


Ranex Framework

description: Hybrid governance framework combining Rust-based security scanning with Python application development through contract decorators, enabling automated security auditing and architectural constraint enforcement.


Reactive Resume

description: Integrates with the Reactive Resume API for creating, editing, and managing professional resumes with schema-validated data manipulation.