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Official MCP reference server for secure local filesystem read/write within allowed directories.
Official MCP server for reading, searching, and manipulating a local Git repository's files and history.
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.
Official AWS Labs MCP server to manage and query S3 Tables (table buckets, namespaces, tables).
Powerful local filesystem + terminal MCP server: search, diff-edit files, and run shell commands.
Popular community Playwright + API testing MCP server with codegen, screenshots, and device emulation.
Create, read, and modify Excel workbooks with your AI agent — no Microsoft Excel required.
Isolated, containerized dev environments for coding agents — each agent works in its own git branch.
Read, search, and edit your Obsidian vault through the Local REST API community plugin.
Convert PDFs, Office docs, images, audio, and web pages into Markdown for LLM consumption.
Go-native MCP server for Kubernetes and OpenShift — manage pods, resources, Helm, Tekton, and more.
Control DaVinci Resolve Studio from AI assistants via the official Scripting API, with source-safe media tooling.
Free, no-rate-limit Figma MCP server with full read/write via a plugin bridge — no REST API token needed.
Structural code navigation, persistent memory, and Bash output compaction for AI coding agents.
Query local DuckDB files, in-memory DBs, S3, or MotherDuck cloud with read/write SQL.
Access Microsoft 365 and Office services (Outlook, Calendar, OneDrive, Excel, Teams, SharePoint) via the Graph API.
AI data quality evaluation server exposing Dingo's rule- and LLM-based checks over MCP.
Secure local filesystem access for MCP clients — read, write, search, and manage files within allowed directories.
Run Manim animation code from your MCP client and get back rendered videos.
Connect AI agents to a LINE Official Account via the LINE Messaging API.
Point at browser DOM elements with Option+Click and feed them as context to agentic coding tools via MCP.
MCP-native browser control plane with human takeover, reusable auth profiles, approvals, and audit trails.
Your personal data scientist assistant — explore CSV datasets with Claude through autonomous Python analysis.
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.
Real-time data for AI agents — markets, research, X/Twitter, crypto. No API keys, pay per call in USDC.
High-performance community ClickUp server for tasks, docs, chat, time tracking, and more.
Connect Claude directly to PostgreSQL, MySQL, SQLite, Oracle, MS SQL and other SQLAlchemy databases.
Semantic search and progressive loading of Claude Agent Skills for any MCP-compatible AI assistant.
Comprehensive Xcode integration for AI assistants: projects, builds, tests, simulators, SPM and CocoaPods.
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.
Fast cross-platform file search via Everything SDK (Windows), mdfind (macOS), and locate (Linux).
Claude Code-style coding agent over MCP: read/edit files, run commands, search code, delegate to sub-agents.
Smart context management for LLM workflows — rule-based file selection shared via MCP or clipboard.
Read and send macOS iMessage/SMS from your Messages database, with attachments and contacts.
Ranks every file by importance, maps dependencies, and keeps AI summaries fresh in the background.
List, read, and search Google Drive files plus read and write Google Sheets cells.
Manage multiple SSH servers from Claude Code or OpenAI Codex — execute commands, transfer files, backups, DB ops, health monitoring.
Let AI assistants work directly with Firebase Firestore, Storage, and Authentication.
Bring Figma design data into your coding agent to implement designs the Flutter way.
Let LLMs run shell commands and processes on the host machine via a single run_process tool.
Extract text, images, and metadata from local or URL PDFs as structured output, dir-confined.
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).
Line-oriented text file editing for LLMs with token-efficient partial reads and hash-based conflict detection.
Official Portainer MCP server: manage Docker, Kubernetes, and GitOps environments via the Portainer REST API.
Render Mermaid diagrams in Claude Code with live-reload browser preview and SVG/PNG/PDF export.
Distill large codebases into AI-friendly context — public APIs, types, and structure, 90-98% smaller.
Run arbitrary JavaScript in ephemeral Docker containers with on-the-fly npm dependency installation.
Centralize ESP-IDF/ESP32 commands and drive embedded builds, flashing, and tests via LLM-driven MCP tools.
Analyze Korean stocks via official DART disclosures and KRX (KOSPI/KOSDAQ/KONEX) market data.
Official Figma server that brings design context, variables, and components into AI coding tools.
Semantic code search & navigation for AI agents — jump to the exact functions and chunks instead of reading whole files.
Search and manage your Discogs music catalog, collection, wantlist, and marketplace from your AI client.
Chat with Chronulus AI forecasting and prediction agents directly from Claude.
High-performance Go MCP server that lets AI assistants run SQL queries and explore data across a Trino cluster.