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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.
Mem0's local-first memory layer: a Dockerized MCP server plus dashboard that keeps agent memories on your machine.
Lets coding agents drive a real Chrome: automate input, read console and network, record performance traces.
Pack any local or remote repository into one AI-ready file your agent can grep and read incrementally.
Popular community server that feeds Figma layout data to coding agents via a Figma API token.
Lets LLMs reverse engineer binaries in Ghidra: decompile functions, rename symbols, trace imports, exports and xrefs.
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.
Bring Azure DevOps context — work items, repos, pipelines, wikis, test plans — to your AI agents.
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.
MathWorks' official server that lets agents start MATLAB, write and run code, lint scripts, and execute test files.
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 AI agents context of your dbt project — run dbt CLI, query the Semantic Layer, explore lineage, and manage jobs.
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.
Post tweets and search Twitter/X from Claude or any MCP client using your Twitter API keys.
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.
Connect your LLM/MCP client to Binary Ninja for AI-assisted reverse engineering and malware analysis.
Connect Claude Desktop to any Hugging Face Space (Gradio app) with minimal setup — image gen, vision, TTS, STT and more.
Ingest, search, and RAG over data from Slack, Discord, Google Drive, GitHub, Jira, Linear and more via Graphlit.
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.
Drive AutoCAD LT via AutoLISP or generate DXF headlessly — 8 consolidated tools for drafting, P&ID and screenshots.
Official Polygon.io server with tools for stocks, options, forex, and crypto market data.
Local MCP server that puts a human in the loop: ask the user questions and send OS notifications mid-task.
Geospatial intelligence for AI: geocoding, POI search, routing, isochrones, matrices, and static maps via Mapbox APIs.
Let LLMs create, search, update, and comment on Linear issues through the Model Context Protocol.
Query, explore, and govern Apache Doris databases via MCP — NL2SQL, metadata, and analytics tools.
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 your LLM live Wikipedia access: search, full articles, summaries, sections, links and key facts in any language.
Give AI agents access to 200+ accessible KoliBri Web Component samples, specs, and docs over MCP.
Technical marketing content creation, SEO, and product positioning tools based on Open Strategy Partners' methodologies.
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.
Drive Autodesk Revit from AI: query, create, modify, and delete BIM elements via a TypeScript server and C# add-in.
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 Jenkins plugin that turns your controller into an MCP server — agents query jobs, trigger builds, read logs.
Manage Heroku apps, dynos, add-ons, pipelines, and Postgres from your AI agent via the official Heroku CLI.
Official Buildkite MCP server to inspect pipelines, builds, jobs and tests and fix failed builds.
Query, write, and manage an InfluxDB v2 instance via the InfluxDB OSS API v2.
Manage Bitrise apps, builds, artifacts, pipelines and releases from your AI assistant.
Persistent, interactive PTY terminal for AI agents over MCP — SSH, REPLs, password prompts, long-running jobs.
Persistent code index + memory, semantic search & live telemetry for AI coding agents — 50x less context than grep.
Universal MCP server that drives your test suite end-to-end: run pytest/Jest/Cypress/Go/Maestro, analyze pages, generate tests, and advise.
Automate token swaps on Uniswap DEX across multiple blockchains for AI agents.
Give any coding agent instant semantic knowledge of your codebase — one tool call instead of 19, ~20x fewer tokens.
Bring CodeLogic's software dependency and impact-analysis data into your AI coding assistant.
Search ENCODE, cross-reference 14 genomics databases, run analysis pipelines, and generate publication-ready methods from natural language.
AI-powered code review automation: analyzes Git diffs to find bugs, security issues, and quality improvements.
Retrieve and analyze Ramp finance data (transactions, bills, reimbursements) via an in-memory SQLite ETL pipeline.
Official MCP server for InfluxDB 3 (Core/Enterprise/Cloud) — query, write, and manage databases and tokens.
High-performance MCP server for compressing JPEG, PNG, WebP and AVIF images offline.
Local-first LLM router for AI coding tools — routes prompts to the cheapest capable model with automatic provider fallback.
Render interactive charts, dashboards and KPI widgets directly inside your AI conversation.
Search, govern, and manage Atlan data catalog assets from AI agents via the Model Context Protocol.
Local MCP server for surgical, formatting-preserving edits to existing Word (.docx) and OpenDocument (.odt) files.
Describe a cloud architecture in English; get Terraform, cost estimates, and compliance checks across AWS/GCP/Azure.
Query your Bluesky profile, timeline, posts, likes, and search from your AI assistant.
Official Cloudinary server to upload, transform, and manage media assets via natural language.
Let AI agents safely create and update Kubernetes applications via Cyclops Modules and templates.
Native Rust MCP server giving coding agents a PTY-backed shell, file IO, and tree-sitter code navigation.
AI-powered architectural decision analysis and ADR management for AI coding assistants.
Scrape websites, search engines, eCommerce, and social media for AI agents via Decodo's Web Scraping API.
Run arbitrary Python in a secure, throw-away sandbox from your LLM agent via a single run_code MCP tool.
Query and analyze GreptimeDB observability data (metrics, logs, traces) via SQL, TQL, and RANGE queries.
Let Claude and other LLMs manage your EduBase e-learning platform — create questions, schedule exams and analyze results.
Control Kestra workflow orchestration — manage flows, executions, files, KV and more from your AI client.
Shopify's official dev server: learn Shopify APIs, search docs, and validate GraphQL, Liquid and component code locally.
HubSpot's hosted MCP server: OAuth in, then agents read and write CRM contacts, deals, tickets and engagements.