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Official MCP server providing persistent, file-backed knowledge-graph memory across sessions.
LSP-powered coding agent toolkit: semantic symbol search, references and structural edits.
Official AWS Labs server that lets agents call any AWS API via the AWS CLI surface.
Powerful local filesystem + terminal MCP server: search, diff-edit files, and run shell commands.
Self-hosted MCP server for Jira and Confluence Cloud and Server/Data Center.
Connect MCP clients to a running JetBrains IDE (IntelliJ, PyCharm, WebStorm, Android Studio).
Index local code into a graph database to give AI assistants deep, queryable code context.
Official Browserbase cloud-browser MCP built on Stagehand — natural-language act/extract/observe.
Give AI assistants full access to shadcn/ui v4 components, blocks, demos, and metadata across React, Svelte, Vue, and React Native.
Intelligent task management for AI agents: plan, decompose, and execute dev tasks with persistent memory.
Go-native MCP server for Kubernetes and OpenShift — manage pods, resources, Helm, Tekton, and more.
Computer-use MCP server that automates Windows desktop and browser apps via the accessibility tree.
MCP server for AI image & video generation across 9 models, with a 1,446-prompt library and parallel sub-agent orchestration.
Connect Claude, GPT, and Gemini to ROS/ROS 2 robots via rosbridge, with no changes to robot source code.
Manage Google Calendar events across multiple accounts with natural-language scheduling.
Gmail MCP with auto OAuth: send, search, label and manage email
Structural code navigation, persistent memory, and Bash output compaction for AI coding agents.
Selenium WebDriver MCP server — cross-browser automation for Chrome, Firefox, Edge, and Safari.
Private metasearch via your own SearXNG instance — popular community MCP server for self-hosted search.
Research code like a senior staff engineer: GitHub, local FS, and LSP intelligence wired into your AI assistant.
AI-driven mini Kubernetes dashboard with a built-in MCP server exposing 49 cluster operation tools
Local Apple documentation index served to AI agents over MCP — docs, HIG, Swift Evolution, packages, and sample code.
Alpaca's official trading server for stocks, ETFs, options, and crypto in plain English.
Official Chroma server: create collections and run vector, full-text, and metadata search.
One command grammar to search and pivot across PubMed, ClinVar, ClinicalTrials.gov, and dozens of biomedical sources.
Official Pinecone server: manage indexes, upsert/search records, rerank, and search Pinecone docs.
High-performance community ClickUp server for tasks, docs, chat, time tracking, and more.
Cut Claude Code context usage 60-90% via caching, Brotli compression, and smart tool replacements.
AI-powered Bazi (Chinese Four Pillars) calculator for accurate destiny and personality data.
Give AI assistants structured access to MySQL, PostgreSQL, SQLite, Oracle, and TimescaleDB simultaneously.
Interact with Trello boards — cards, lists, comments — with built-in rate limiting and type safety.
Official Polygon.io server with tools for stocks, options, forex, and crypto market data.
Fast cross-platform file search via Everything SDK (Windows), mdfind (macOS), and locate (Linux).
Smart context management for LLM workflows — rule-based file selection shared via MCP or clipboard.
Remote MCP bridging assistants to Slack, Gmail, Teams and thousands of comms apps
Ranks every file by importance, maps dependencies, and keeps AI summaries fresh in the background.
Manage multiple SSH servers from Claude Code or OpenAI Codex — execute commands, transfer files, backups, DB ops, health monitoring.
A debuggable automation engine for AI agents — trace every step, replay from any point, 467 modules as MCP tools.
Upload, search, edit, and generate videos through Video Jungle from your LLM.
JetBrains IDE plugin exposing an MCP server so AI agents can use the IDE's indexing and refactoring.
Box's official hosted MCP server for secure, OAuth-gated access to enterprise content in Box.
Hyperbrowser's cloud browser MCP — scrape, crawl, extract structured data, run CUA/Claude/Browser-Use agents.
Official CoinGecko server for real-time and historical crypto prices, market data, and on-chain analytics.
Honeycomb observability via AI: query datasets, alerts and boards (community + official).
Search Twitter/X and read your home timeline from an MCP client, using the twikit library.
Give AI assistants full control over Aseprite to create pixel art and animated sprites.
Official Dynatrace server: run DQL over logs, events, spans and metrics.
On-demand open-source tax & accounting skills for AI agents across 130+ jurisdictions, via MCP.
Automate Excel via AI - Power Query, DAX, VBA, PivotTables, charts through Excel's native COM API (Windows only).
Official Portainer MCP server: manage Docker, Kubernetes, and GitOps environments via the Portainer REST API.
Connect AI agents to crypto: wallets, swaps, DCA, limit orders, and staking on Solana.
Manage Confluent Cloud, Confluent Platform & Apache Kafka via natural language — 50+ tools across Kafka, Flink, Schema Registry & more.
Search and load Dash documentation docsets and code snippets from MCP clients on macOS.
Deep research for crypto tokens — free and fully local, across CoinGecko, DeFiLlama, and more.
Run arbitrary JavaScript in ephemeral Docker containers with on-the-fly npm dependency installation.
Native macOS integration with Apple Reminders and Calendar via EventKit
Secure, read-only access to Google BigQuery datasets for LLMs, with field-level PII/PHI protection.
Community server bridging LLMs to 100+ crypto exchanges via the CCXT library for data and trading.
Meta-MCP server that manages, aggregates, and proxies other MCP servers so LLMs can extend themselves.
50+ cryptocurrency technical indicators and trading strategies for AI agents, sourced from any ccxt exchange.
Real-time framework docs (types + prose + examples) for any npm package via MCP.
Operate Alibaba Cloud resources (ECS, VPC, RDS, OSS, CloudMonitor, OOS) from AI assistants via MCP.
Bot-token Slack MCP for posting, reading channels and searching messages
High-performance Go MCP server that lets AI assistants run SQL queries and explore data across a Trino cluster.
Community server for image, video, music, and audio generation across fal.ai models.
Hosted remote MCP for email, calendar and contacts across Gmail, Outlook, IMAP