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GitHub's official server for repos, issues, PRs, and Actions — local Docker or hosted remote.
Official Stripe server for payments, customers, subscriptions, invoices, and billing via natural language.
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.
Official MCP server for reading, searching, and manipulating a local Git repository's files and history.
Structured step-by-step reasoning tool for breaking problems into revisable thought sequences.
LSP-powered coding agent toolkit: semantic symbol search, references and structural edits.
AI-powered reverse engineering: bridge IDA Pro to LLMs for vibe reversing via MCP.
Fully managed remote server for AWS docs, blogs, What's-New and Well-Architected guidance — no key.
Connect MCP clients to a running JetBrains IDE (IntelliJ, PyCharm, WebStorm, Android Studio).
All-in-one web access MCP — Web Unlocker, SERP, Scraper API, and a cloud Scraping Browser.
MCP server that works alongside an LLM to build validated Vizro charts and dashboards.
Read, search, and edit your Obsidian vault through the Local REST API community plugin.
Connect Claude, Cursor & Windsurf to the Unity Engine for AI-driven game development in Editor and Runtime.
Official Supabase server: manage tables, run SQL, branches, configs and edge functions from your AI client.
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.
Turn Claude Desktop into a pair programmer that edits files, runs tests, and Git-versions every change.
Gives MCP-enabled clients semantic code tools: definition, references, rename, diagnostics, and more.
MCP server for AI image & video generation across 9 models, with a 1,446-prompt library and parallel sub-agent orchestration.
Autonomous browser agent that evaluates and debugs your web app end-to-end from your IDE.
Token-efficient documentation search and reading for coding agents across public and private docs.
Official hosted Sentry MCP for investigating issues, errors, traces and performance data.
Manage Google Calendar events across multiple accounts with natural-language scheduling.
Locally hosted multi-engine web search and page content extraction for local LLMs — no API keys required.
Selenium WebDriver MCP server — cross-browser automation for Chrome, Firefox, Edge, and Safari.
Research code like a senior staff engineer: GitHub, local FS, and LSP intelligence wired into your AI assistant.
Atlassian's official hosted MCP server for Jira and Confluence Cloud — search, create, update.
Retrieve transcripts and subtitles from YouTube videos through a simple MCP interface.
Community server to manage Railway.app projects, services, and deployments via your agent.
Research-backed mentor layer that interrupts agent pattern inertia to prevent over-engineering and reasoning lock-in.
High-performance community ClickUp server for tasks, docs, chat, time tracking, and more.
Connect your LLM/MCP client to Binary Ninja for AI-assisted reverse engineering and malware analysis.
Snowflake Labs server for Cortex AI, object management, and SQL orchestration over Snowflake.
MCP server paired with a Firefox extension for tab management, history search, and reading webpage content.
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.
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.
Technical marketing content creation, SEO, and product positioning tools based on Open Strategy Partners' methodologies.
JetBrains IDE plugin exposing an MCP server so AI agents can use the IDE's indexing and refactoring.
Community Puppeteer MCP server that can launch a browser or attach to an existing Chrome window.
Official PayPal server for invoices, orders, payments, disputes, subscriptions, and catalog.
Honeycomb observability via AI: query datasets, alerts and boards (community + official).
Natural-language queries to MySQL/PostgreSQL via XiYanSQL text-to-SQL
Automate and inspect Firefox via WebDriver BiDi (Selenium) from any MCP client.
Exposes VSCode language-server features (find usages, rename, go-to-definition) to AI coding assistants via MCP.
On-demand open-source tax & accounting skills for AI agents across 130+ jurisdictions, via MCP.
Query Snowflake databases over MCP — read/write SQL, schema discovery, and data-insight memos.
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.
Bridge to query multiple LLMs and CLI coding agents as AI "ducks" for diverse perspectives.
Distill large codebases into AI-friendly context — public APIs, types, and structure, 90-98% smaller.
Deep research for crypto tokens — free and fully local, across CoinGecko, DeFiLlama, and more.
Meta-MCP server that manages, aggregates, and proxies other MCP servers so LLMs can extend themselves.
Real-time framework docs (types + prose + examples) for any npm package via MCP.
Official Figma server that brings design context, variables, and components into AI coding tools.
Behavior regression gate for AI agents — snapshot behavior, diff tool calls, and catch silent regressions, exposed to Claude Code over MCP.
Native Safari browser automation for AI agents on macOS — 80 tools, your real logged-in browser, no Chrome.
Turn your codebase into a queryable knowledge base: search, impact analysis, ownership, dead code — via MCP.
Connect AI to Last9 production observability: logs, metrics, traces, exceptions and alerts.
Query distributed traces in Grafana Tempo with TraceQL (archived; Tempo now has embedded MCP).
Official Buildkite MCP server to inspect pipelines, builds, jobs and tests and fix failed builds.
Autonomous browser automation for Claude Desktop via Playwright, plus an HTTP API client.
Search NPM, crates.io, NuGet, PyPI, Go registries and GitHub Security Advisories for up-to-date package info.
Search and download Kaggle datasets and generate starter EDA prompts from your MCP client.
Access Qiniu Cloud storage, smart multimedia, CDN, and live streaming from your AI client.
Search ENCODE, cross-reference 14 genomics databases, run analysis pipelines, and generate publication-ready methods from natural language.
Give AI assistants Roslyn semantic analysis and the Visual Studio Debugger via MCP — 41 tools.
Universal interface between AI agents and Alibaba Cloud Hologres — query metadata, run SQL, diagnose performance.
Retrieve and analyze Ramp finance data (transactions, bills, reimbursements) via an in-memory SQLite ETL pipeline.
Minimal MCP server that drives a web browser via Playwright, with an Azure OpenAI / OpenAI client bridge.
Turn any OpenAPI spec into an MCP server, exposing your API endpoints as strongly typed tools.
Converts raw HTML into compressed, AI-readable page maps (97% token reduction) so agents can read and act on any web page.
Drive Chrome, Firefox, Edge, Safari and iOS/Android apps with WebDriverIO, locally or on cloud devices.
SQL static analysis, linting, and dialect conversion for your AI assistant, powered by SQLGlot.
Compiler-accurate Java code analysis for AI agents, built on Eclipse JDT with 75 semantic tools.
Cross-chain and same-chain crypto swaps, fee estimation, and trade execution for AI agents via the deBridge protocol.
Native Rust MCP server giving coding agents a PTY-backed shell, file IO, and tree-sitter code navigation.
Bioinformatics MCP server wrapping the gget toolkit for gene, sequence, structure, and enrichment queries.
Explore .NET assemblies, namespaces, types and NuGet packages via reflection so AI agents write accurate code.
Points your AI agent to the most critical design issue in Java code so refactoring fixes what matters.
Adaptive prep for the Claude Certified Architect exam: 390 questions, spaced repetition, guided capstone, zero sycophancy.