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Mem0's local-first memory layer: a Dockerized MCP server plus dashboard that keeps agent memories on your machine.
AI-powered task-management system for AI-driven development that drops into Cursor, Windsurf, Claude Code, and more.
Code intelligence engine that indexes repos into a persistent knowledge graph for AI coding agents.
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.
Fully managed remote server for AWS docs, blogs, What's-New and Well-Architected guidance — no key.
Automate your existing browser with AI using your real profile, logged-in sessions, and stealth fingerprint.
All-in-one web access MCP — Web Unlocker, SERP, Scraper API, and a cloud Scraping Browser.
Isolated, containerized dev environments for coding agents — each agent works in its own git branch.
Cloudflare's hosted remote MCP server for searching Cloudflare developer docs; no auth required.
Official Browserbase cloud-browser MCP built on Stagehand — natural-language act/extract/observe.
Lets agents read LinkedIn profiles, companies, jobs and messages through your own logged-in browser session.
Convert PDFs, Office docs, images, audio, and web pages into Markdown for LLM consumption.
Control Unreal Engine 5.5 from AI clients — spawn actors, build Blueprints, and wire node graphs via natural language.
Linear's official hosted MCP server — find, create, and update issues, projects, and comments.
HashiCorp's official server for Terraform Registry providers, modules, and IaC workflows.
Secure, structured access to MySQL databases for AI clients — query, sample, and inspect schemas via MCP.
Connect Claude, GPT, and Gemini to ROS/ROS 2 robots via rosbridge, with no changes to robot source code.
Locally hosted multi-engine web search and page content extraction for local LLMs — no API keys required.
Control your entire Kubernetes infrastructure through natural language conversations with AI.
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.
Alpaca's official trading server for stocks, ETFs, options, and crypto in plain English.
AI data quality evaluation server exposing Dingo's rule- and LLM-based checks over MCP.
Real-time NixOS, Home Manager, nix-darwin, and Nixvim data so your AI stops hallucinating package and option names.
Official Elastic server: list indices, read mappings, and search with Query DSL.
Let AI agents open and manage secure HTTP/TCP/UDP tunnels to local services over stdio.
Connect AI agents to a LINE Official Account via the LINE Messaging API.
Official SonarQube MCP server: bring code quality, security, and coverage analysis from SonarQube Server or Cloud into AI agents.
MCP-native browser control plane with human takeover, reusable auth profiles, approvals, and audit trails.
Give MCP clients access to your iTerm session to run commands, read output, and drive REPLs.
Let AI assistants trade on MetaTrader 5 using natural language.
Official Resend MCP to compose and send transactional email from your assistant
Auto-generate a secure, LLM-optimized MCP server or REST API for your database in minutes.
Community server to manage Railway.app projects, services, and deployments via your agent.
Deploy HTML, folders, or full-stack projects to Tencent EdgeOne Pages and get a public URL.
Post tweets and search Twitter/X from Claude or any MCP client using your Twitter API keys.
AI-powered Bazi (Chinese Four Pillars) calculator for accurate destiny and personality data.
Terraform MCP server letting AI assistants read, plan, apply, analyze, and manage Terraform infrastructure.
Analyze BloodHound Active Directory attack paths with natural language via 75+ Cypher-backed MCP tools.
Fast cross-platform file search via Everything SDK (Windows), mdfind (macOS), and locate (Linux).
Local computer-vision image recognition and editing tools for AI assistants — crop, detect, OCR, remove background, all on-device.
Query, explore, and govern Apache Doris databases via MCP — NL2SQL, metadata, and analytics tools.
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.
Ranks every file by importance, maps dependencies, and keeps AI summaries fresh in the background.
Offload large-context file analysis to 500+ OpenRouter models (up to 2M tokens) from any MCP agent.
Search, analyze, and manage Elasticsearch & OpenSearch clusters through MCP tools.
Gives AI coding assistants up-to-date, crate-specific Rust documentation via semantic search and LLM summarization.
Manage multiple SSH servers from Claude Code or OpenAI Codex — execute commands, transfer files, backups, DB ops, health monitoring.
JetBrains IDE plugin exposing an MCP server so AI agents can use the IDE's indexing and refactoring.
Official Plane MCP server: manage projects, work items, cycles, modules, and initiatives from AI agents.
Query your Apple Health data with natural language via Elasticsearch, ClickHouse, or DuckDB.
Manage and search Meilisearch from any MCP client: indices, documents, settings, keys, and multi-index search.
Give Claude access to all 200+ AWS services through the AWS CLI.
Official Portainer MCP server: manage Docker, Kubernetes, and GitOps environments via the Portainer REST API.
Query and manage a local DuckDB database from your LLM via the Model Context Protocol.
MCP server to search Bilibili videos and fetch trending lists, video details, UP-host info, and anime schedules.
Search TikTok, pull post details, and extract video subtitles into your AI agent via the TikNeuron API.
MCP server for interacting with JMAP email servers (FastMail, Stalwart, Cyrus, James) — search, read, send, and manage email.
Distill large codebases into AI-friendly context — public APIs, types, and structure, 90-98% smaller.
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.
Turn architecture into a queryable knowledge graph and render auto-laid-out Excalidraw diagrams. Offline, no API keys.
Expose any FHIR server or API as MCP tools to search, read, and write clinical data with SMART-on-FHIR auth.
Operate Alibaba Cloud resources (ECS, VPC, RDS, OSS, CloudMonitor, OOS) from AI assistants via MCP.
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.
Safe, read-only SQLite database exploration and querying for LLMs, built on FastMCP.
Turn your codebase into a queryable knowledge base: search, impact analysis, ownership, dead code — via MCP.
Discord MCP for messaging, channel/forum management, reactions and webhooks
Connect AI to Last9 production observability: logs, metrics, traces, exceptions and alerts.
Query New Relic via NerdGraph: entity search, NRQL, deployments and infrastructure.
Official Recraft server for raster and vector image generation, vectorization, and editing.
Manage Storyblok spaces, stories, components, assets, and workflows from your AI assistant.
Manage Bitrise apps, builds, artifacts, pipelines and releases from your AI assistant.
Manage Microsoft Entra ID via Graph API — users, groups, apps, MFA, sign-in logs, conditional access and more.
Context compaction for AI coders: token-efficient, AST-level code intelligence across 17+ languages.
Universal MCP server that drives your test suite end-to-end: run pytest/Jest/Cypress/Go/Maestro, analyze pages, generate tests, and advise.
Community server that captures website screenshots via the ScreenshotOne API.
Bring CodeLogic's software dependency and impact-analysis data into your AI coding assistant.
Production-grade MCP server for MikroTik RouterOS — 117 typed, auditable tools for safe AI-native network automation.
AI-powered code review automation: analyzes Git diffs to find bugs, security issues, and quality improvements.
Minimal MCP server that drives a web browser via Playwright, with an Azure OpenAI / OpenAI client bridge.
High-performance MCP server for compressing JPEG, PNG, WebP and AVIF images offline.
Render interactive charts, dashboards and KPI widgets directly inside your AI conversation.
Give Claude full access to your Apple Music: search the catalog, browse your library, manage playlists, and explore listening history.
Query genes, variants, chemicals, and taxa from BioThings.io (mygene, myvariant, mychem) in your AI client.
Hourly and daily weather forecasts for LLMs via the AccuWeather API.
Describe a cloud architecture in English; get Terraform, cost estimates, and compliance checks across AWS/GCP/Azure.
Manage Kafka Schema Registry from Claude — register, evolve, compare, migrate, and export Avro schemas in plain language.
Compiler-accurate Java code analysis for AI agents, built on Eclipse JDT with 75 semantic tools.
Multi-DEX perpetual futures MCP server for Pacifica, Hyperliquid, Lighter & Aster — market data, trading, and funding-rate arbitrage.
Give your AI assistant its own AI assistants — outsource text and image generation to 20+ model providers.
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.
Bioinformatics MCP server wrapping the gget toolkit for gene, sequence, structure, and enrichment queries.
Manage Homebrew packages on macOS from Claude Desktop or Cursor — install, upgrade, search, and maintain.
Comprehensive Gemini API integration for MCP hosts with intelligent model selection and file handling.
Run arbitrary Python in a secure, throw-away sandbox from your LLM agent via a single run_code MCP tool.
Generate, validate, and optimize accessible Adaptive Cards for Teams, Outlook, Copilot, and other Microsoft surfaces.
Combine multiple files into one — fast, secure, and limited to directories you allow.
Exposes build123d CAD operations as MCP tools so AI assistants can build, inspect, and iterate on 3D geometry interactively.
Feed Jira ticket context to AI coding agents like Cursor and let them fix issues automatically.
Shopify's official dev server: learn Shopify APIs, search docs, and validate GraphQL, Liquid and component code locally.
Give agents Pulumi powers: browse the provider registry, preview and deploy stacks, and search deployed resources.