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Official MCP reference server that fetches a URL and returns its content as clean Markdown, with chunking.
Official MCP reference server for secure local filesystem read/write within allowed directories.
Official MCP server providing persistent, file-backed knowledge-graph memory across sessions.
Popular community server that feeds Figma layout data to coding agents via a Figma API token.
Generate beautiful, modern UI components from natural-language descriptions inside your IDE.
Popular community Playwright + API testing MCP server with codegen, screenshots, and device emulation.
Generate 26+ chart types and data visualizations using AntV, for chart generation and data analysis.
Bulk Kubernetes port forwarding with an MCP server that lets AI assistants forward services, inspect pods, and monitor traffic.
Create, read, and modify Excel workbooks with your AI agent — no Microsoft Excel required.
Index local code into a graph database to give AI assistants deep, queryable code context.
Intelligent task management for AI agents: plan, decompose, and execute dev tasks with persistent memory.
Popular community GitLab MCP server for projects, MRs, issues, pipelines, wikis and releases.
Go-native MCP server for Kubernetes and OpenShift — manage pods, resources, Helm, Tekton, and more.
Linear's official hosted MCP server — find, create, and update issues, projects, and comments.
MCP server for AI image & video generation across 9 models, with a 1,446-prompt library and parallel sub-agent orchestration.
Control DaVinci Resolve Studio from AI assistants via the official Scripting API, with source-safe media tooling.
Multi-agent collaboration protocol: orchestrate specialized AI agents over MCP with a shared knowledge graph.
Autonomous browser agent that evaluates and debugs your web app end-to-end from your IDE.
Connect AI to Jupyter Notebooks in real-time — run cells, read outputs, and manage multiple notebooks.
Official Qdrant server using a vector collection as semantic memory: store and find embeddings.
Local Apple documentation index served to AI agents over MCP — docs, HIG, Swift Evolution, packages, and sample code.
Safely run SQL, manage schema, call the Supabase Management API & Auth Admin from your IDE — with built-in safety controls.
Access Microsoft 365 and Office services (Outlook, Calendar, OneDrive, Excel, Teams, SharePoint) via the Graph API.
Official Redis server: natural-language access to keys, search, and data structures in Redis.
Connect AI agents to a LINE Official Account via the LINE Messaging API.
Give MCP clients access to your iTerm session to run commands, read output, and drive REPLs.
Let any LLM interactively debug your code in VS Code via breakpoints and expression evaluation.
Document format conversion (Markdown, HTML, LaTeX, DOCX, PDF, and more) via Pandoc over MCP.
Cut Claude Code context usage 60-90% via caching, Brotli compression, and smart tool replacements.
Control Android devices with AI through the Model Context Protocol via ADB.
Turn any web page into structured data — AgentQL's prompt-driven extraction as a single MCP tool.
Give AI assistants structured access to MySQL, PostgreSQL, SQLite, Oracle, and TimescaleDB simultaneously.
VS Code extension exposing the editor's file, symbol, diagnostics and shell capabilities to MCP clients.
Terraform MCP server letting AI assistants read, plan, apply, analyze, and manage Terraform infrastructure.
Official Polygon.io server with tools for stocks, options, forex, and crypto market data.
Gives AI coding assistants up-to-date, crate-specific Rust documentation via semantic search and LLM summarization.
Intuit's official local MCP server exposing QuickBooks Online accounting data as callable tools.
Let LLMs query, aggregate, and write to MongoDB with schema inference and read-only protection.
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.
Give AI agents access to 200+ accessible KoliBri Web Component samples, specs, and docs over MCP.
Datadog's managed remote server: query logs, metrics, traces, monitors and incidents.
Search Twitter/X and read your home timeline from an MCP client, using the twikit library.
Convert Markdown content into interactive markmap-based mindmaps (HTML or saved file).
Official CircleCI MCP server: inspect and fix failed builds, query pipelines in natural language.
Automate and inspect Firefox via WebDriver BiDi (Selenium) from any MCP client.
Let LLMs run shell commands and processes on the host machine via a single run_process tool.
Exposes VSCode language-server features (find usages, rename, go-to-definition) to AI coding assistants via MCP.
Grounded access to the FLOX trading framework surface for AI coding agents.
Give AI assistants full control over Aseprite to create pixel art and animated sprites.
Full-featured MCP server for querying, aggregating, and managing MongoDB databases via natural language.
Line-oriented text file editing for LLMs with token-efficient partial reads and hash-based conflict detection.
Securely execute whitelisted shell commands over MCP, with stdin, argv pipelines, timeouts, and audit logging.
Securely run whitelisted CLI commands within an allowed directory via MCP.
Render Mermaid diagrams in Claude Code with live-reload browser preview and SVG/PNG/PDF export.
Interact with Apache Airflow's REST API through MCP — manage DAGs, runs, tasks, variables, connections, and more.
Connect AI assistants to Bitbucket Cloud repositories, pull requests, and code via 6 generic API tools.
Manage Postman collections, environments, and APIs through the Postman API.
AI agents search, triage, comment, vote, and manage feedback & changelogs in Quackback.
Unified MCP hub that aggregates all your MCP servers into one connection, with knowledge, memory, and tools.
Official VictoriaMetrics server: MetricsQL/PromQL queries plus embedded docs search.
Turn architecture into a queryable knowledge graph and render auto-laid-out Excalidraw diagrams. Offline, no API keys.
Behavior regression gate for AI agents — snapshot behavior, diff tool calls, and catch silent regressions, exposed to Claude Code over MCP.
Community server generating images and SVG assets via Replicate's Flux models.
Official Buildkite MCP server to inspect pipelines, builds, jobs and tests and fix failed builds.
Official Cloudinary server to upload, transform, and manage media assets via natural language.