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Structured step-by-step reasoning tool for breaking problems into revisable thought sequences.
Up-to-date, version-specific library documentation injected into your coding agent.
Google's official MCP server with prebuilt BigQuery tools, querying datasets via Application Default Credentials.
Popular community server that feeds Figma layout data to coding agents via a Figma API token.
Official AWS Labs MCP server to manage and query S3 Tables (table buckets, namespaces, tables).
Connect your personal WhatsApp: search, read and send messages and media locally
Self-hosted MCP server for Jira and Confluence Cloud and Server/Data Center.
Platform-agnostic mobile automation for iOS & Android — simulators, emulators, and real devices.
All-in-one web access MCP — Web Unlocker, SERP, Scraper API, and a cloud Scraping Browser.
Generate 26+ chart types and data visualizations using AntV, for chart generation and data analysis.
Create, read, and modify Excel workbooks with your AI agent — no Microsoft Excel required.
Official Notion server to read, search, create, and update pages and databases in your workspace.
Isolated, containerized dev environments for coding agents — each agent works in its own git branch.
Index local code into a graph database to give AI assistants deep, queryable code context.
MCP server that works alongside an LLM to build validated Vizro charts and dashboards.
Official Browserbase cloud-browser MCP built on Stagehand — natural-language act/extract/observe.
Read/write Postgres access plus index tuning, EXPLAIN plans, and database health analysis for AI agents.
Give AI assistants full access to shadcn/ui v4 components, blocks, demos, and metadata across React, Svelte, Vue, and React Native.
Official Supabase server: manage tables, run SQL, branches, configs and edge functions from your AI client.
Render charts, validate configs, and get chart recommendations from a React data-viz library via MCP.
Built-in MCP server for the open-source Kubernetes UI — lets AI assistants query and operate your cluster.
Microsoft's official Azure MCP server, including Azure Blob Storage container and blob tools.
Manage serverless Postgres on Neon with natural language: projects, branches, migrations, and SQL.
Grafana's official server for dashboards, Prometheus/Loki queries, alerts, and incidents.
Read-only (optionally write) access to MySQL databases for LLMs — inspect schemas and run SQL queries.
Official MongoDB server connecting Atlas, Community, or Enterprise deployments to AI tools.
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.
Run Cypher queries and explore graph schema on Neo4j from your AI assistant.
Connect Claude, GPT, and Gemini to ROS/ROS 2 robots via rosbridge, with no changes to robot source code.
Control DaVinci Resolve Studio from AI assistants via the official Scripting API, with source-safe media tooling.
Connect AI to Jupyter Notebooks in real-time — run cells, read outputs, and manage multiple notebooks.
Official hosted Sentry MCP for investigating issues, errors, traces and performance data.
把腾讯云 CloudBase 接入 AI IDE，让 AI 生成的应用从提示词一键部署上线。
Official ClickHouse server: read-only SQL queries plus database/table exploration and chDB support.
Your AI assistant's gateway to Google Sheets — read, write, format, and chart spreadsheets via MCP.
Google's gcloud-mcp Storage server for managing GCS buckets and objects via natural language.
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.
Let AI agents control a real web browser to browse, navigate, and extract data via browser-use + Playwright.
Alpaca's official trading server for stocks, ETFs, options, and crypto in plain English.
Query local DuckDB files, in-memory DBs, S3, or MotherDuck cloud with read/write SQL.
Next.js development tools for coding agents: runtime diagnostics, upgrades, docs, and Cache Components migration.
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 Redis server: natural-language access to keys, search, and data structures in Redis.
Official Elastic server: list indices, read mappings, and search with Query DSL.
Secure local filesystem access for MCP clients — read, write, search, and manage files within allowed directories.
Official Chroma server: create collections and run vector, full-text, and metadata search.
Point at browser DOM elements with Option+Click and feed them as context to agentic coding tools via MCP.
Retrieve transcripts and subtitles from YouTube videos through a simple MCP interface.
Your personal data scientist assistant — explore CSV datasets with Claude through autonomous Python analysis.
Query any PostgreSQL database in natural language via MCP, with safe read-only SQL and streaming.
Let AI assistants trade on MetaTrader 5 using natural language.
Auto-generate a secure, LLM-optimized MCP server or REST API for your database in minutes.
One command grammar to search and pivot across PubMed, ClinVar, ClinicalTrials.gov, and dozens of biomedical sources.
CLI and MCP server for YouTube — upload, optimize, and manage videos, playlists, comments, and channel branding.
Official Pinecone server: manage indexes, upsert/search records, rerank, and search Pinecone docs.
Real-time data for AI agents — markets, research, X/Twitter, crypto. No API keys, pay per call in USDC.
Free web search via Google results scraping — no API keys required.
Read and write access to Airtable bases — inspect schemas, query, and modify records, tables, fields, and comments.
Connect Claude directly to PostgreSQL, MySQL, SQLite, Oracle, MS SQL and other SQLAlchemy databases.
Cut Claude Code context usage 60-90% via caching, Brotli compression, and smart tool replacements.
Run model-generated code in a secure, isolated E2B cloud sandbox.
Turn any web page into structured data — AgentQL's prompt-driven extraction as a single MCP tool.
AI-powered Bazi (Chinese Four Pillars) calculator for accurate destiny and personality data.
Semantic search and progressive loading of Claude Agent Skills for any MCP-compatible AI assistant.
Give AI assistants structured access to MySQL, PostgreSQL, SQLite, Oracle, and TimescaleDB simultaneously.
Comprehensive Xcode integration for AI assistants: projects, builds, tests, simulators, SPM and CocoaPods.
Official Polygon.io server with tools for stocks, options, forex, and crypto market data.
Snowflake Labs server for Cortex AI, object management, and SQL orchestration over Snowflake.
Official PostHog server: product analytics, feature flags, experiments, error tracking and SQL.
Run PromQL queries and analyze Prometheus metrics from any MCP client.
Stock fundamentals, prices, SEC filings, news, and crypto data from Financial Datasets.
Control iOS simulators with natural-language commands from your LLM, powered by Facebook's idb.
Read and send macOS iMessage/SMS from your Messages database, with attachments and contacts.
Browser automation via Playwright — let LLMs navigate, click, fill forms, screenshot, and run JS in a real browser.
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.
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.
Manage multiple SSH servers from Claude Code or OpenAI Codex — execute commands, transfer files, backups, DB ops, health monitoring.
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.
Official Docker Hub MCP server for searching images, reading metadata and managing repositories.
Hyperbrowser's cloud browser MCP — scrape, crawl, extract structured data, run CUA/Claude/Browser-Use agents.
Official CoinGecko server for real-time and historical crypto prices, market data, and on-chain analytics.
Datadog's managed remote server: query logs, metrics, traces, monitors and incidents.
Honeycomb observability via AI: query datasets, alerts and boards (community + official).
MySQL CRUD plus anomaly analysis: SQL optimization, health checks, lock and index diagnostics, with role-based permissions.
Let AI assistants work directly with Firebase Firestore, Storage, and Authentication.
Generate Apache ECharts charts locally from AI for chart generation and data analysis.
Natural-language queries to MySQL/PostgreSQL via XiYanSQL text-to-SQL
Bring Figma design data into your coding agent to implement designs the Flutter way.
Connect LLMs to the Milvus vector database for vector, text, and hybrid search plus collection management.
Grounded access to the FLOX trading framework surface for AI coding agents.
Query your Apple Health data with natural language via Elasticsearch, ClickHouse, or DuckDB.
Full-featured MCP server for querying, aggregating, and managing MongoDB databases via natural language.
Extract text, images, and metadata from local or URL PDFs as structured output, dir-confined.
Automate Excel via AI - Power Query, DAX, VBA, PivotTables, charts through Excel's native COM API (Windows only).
Query Snowflake databases over MCP — read/write SQL, schema discovery, and data-insight memos.
Query and manage a local DuckDB database from your LLM via the Model Context Protocol.
Let LLMs query, inspect, and manage MongoDB databases through natural language.
Official Alpha Vantage remote server for stocks, crypto, forex, and technical indicators.
Interact with Apache Airflow's REST API through MCP — manage DAGs, runs, tasks, variables, connections, and more.
MCP server for MySQL database operations: query, execute, list and describe tables via prepared statements.
Manage Confluent Cloud, Confluent Platform & Apache Kafka via natural language — 50+ tools across Kafka, Flink, Schema Registry & more.
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.
Query stock data, news, financials, options, and generate charts from Yahoo Finance via yfinance.
Connect AI assistants to Bitbucket Cloud repositories, pull requests, and code via 6 generic API tools.
Analyze Korean stocks via official DART disclosures and KRX (KOSPI/KOSDAQ/KONEX) market data.
Secure, read-only access to Google BigQuery datasets for LLMs, with field-level PII/PHI protection.
Community server bridging LLMs to 100+ crypto exchanges via the CCXT library for data and trading.
AI-powered financial research over SEC filings, earnings calls, stock & crypto data, and prediction markets.
Query Axiom logs and events with APL via Axiom's hosted remote MCP server.
Connect Claude to Jupyter Notebook 6.x to insert, execute, edit and manage cells via MCP.
Inspect BigQuery schemas and run SQL queries from your LLM client.
50+ cryptocurrency technical indicators and trading strategies for AI agents, sourced from any ccxt exchange.
Expose any FHIR server or API as MCP tools to search, read, and write clinical data with SMART-on-FHIR auth.
Control a Freqtrade crypto trading bot through its REST API from any MCP-compatible AI agent.
Plaid's local MCP server to generate mock financial data and exercise sandbox APIs.
Structured on-chain data: contract state, ABIs, source code, event logs, and transaction history.
Integrate LeetCode problems, solutions, contests, and user data into MCP clients, supporting leetcode.com and leetcode.cn.
Native Safari browser automation for AI agents on macOS — 80 tools, your real logged-in browser, no Chrome.
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.
Comprehensive SQLite database interaction over MCP: CRUD, introspection, and custom SQL queries.
High-performance Go MCP server that lets AI assistants run SQL queries and explore data across a Trino cluster.
Safe, read-only SQLite database exploration and querying for LLMs, built on FastMCP.
Connect AI to Last9 production observability: logs, metrics, traces, exceptions and alerts.
Official Buildkite MCP server to inspect pipelines, builds, jobs and tests and fix failed builds.
Query New Relic via NerdGraph: entity search, NRQL, deployments and infrastructure.
Hosted remote MCP for email, calendar and contacts across Gmail, Outlook, IMAP
Official Cloudinary server to upload, transform, and manage media assets via natural language.
Asana's official hosted MCP server (V2) for tasks, projects, and workspace analytics.
ClickUp's first-party hosted MCP server with OAuth for tasks, docs, comments, and reporting.
Plaid's official remote MCP server for integration diagnostics, analytics, and docs via OAuth.