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Google's official MCP server with prebuilt BigQuery tools, querying datasets via Application Default Credentials.
Official AWS Labs MCP server to manage and query S3 Tables (table buckets, namespaces, tables).
Fully managed remote server for AWS docs, blogs, What's-New and Well-Architected guidance — no key.
Self-hosted MCP server for Jira and Confluence Cloud and Server/Data Center.
Free remote MCP that turns any GitHub repo into a live documentation source to cut hallucinations.
MCP server that works alongside an LLM to build validated Vizro charts and dashboards.
Cloudflare's hosted remote MCP server for searching Cloudflare developer docs; no auth required.
Render charts, validate configs, and get chart recommendations from a React data-viz library via MCP.
Microsoft's official Azure MCP server, including Azure Blob Storage container and blob tools.
Popular community GitLab MCP server for projects, MRs, issues, pipelines, wikis and releases.
Linear's official hosted MCP server — find, create, and update issues, projects, and comments.
Full Telegram user-account MCP via MTProto: read chats, manage groups, send messages
Gmail MCP with auto OAuth: send, search, label and manage email
Control your entire Kubernetes infrastructure through natural language conversations with AI.
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.
Research code like a senior staff engineer: GitHub, local FS, and LSP intelligence wired into your AI assistant.
Access Microsoft 365 and Office services (Outlook, Calendar, OneDrive, Excel, Teams, SharePoint) via the Graph API.
Atlassian's official hosted MCP server for Jira and Confluence Cloud — search, create, update.
AI-powered IDE assistance for the Intlayer i18n ecosystem: docs, CLI, and dictionary management.
Official Jina AI remote MCP server — read web pages as Markdown and run grounded web search over HTTP.
Auto-generate a secure, LLM-optimized MCP server or REST API for your database in minutes.
CLI and MCP server for YouTube — upload, optimize, and manage videos, playlists, comments, and channel branding.
Execute shell commands on remote Linux and Windows servers over SSH via MCP.
Official Pinecone server: manage indexes, upsert/search records, rerank, and search Pinecone docs.
Free web search via Google results scraping — no API keys required.
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.
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.
Community Puppeteer MCP server that can launch a browser or attach to an existing Chrome window.
Datadog's managed remote server: query logs, metrics, traces, monitors and incidents.
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.
Connect LLMs to the Milvus vector database for vector, text, and hybrid search plus collection management.
Official Dynatrace server: run DQL over logs, events, spans and metrics.
Secure bridge between Claude.ai/Desktop and a self-hosted OpenClaw AI assistant, with OAuth2 and multi-instance routing.
Interact with Apache Airflow's REST API through MCP — manage DAGs, runs, tasks, variables, connections, and more.
Manage Confluent Cloud, Confluent Platform & Apache Kafka via natural language — 50+ tools across Kafka, Flink, Schema Registry & more.
Connect AI assistants to Bitbucket Cloud repositories, pull requests, and code via 6 generic API tools.
Manage Google Tasks from your AI assistant — list, search, create, update, and delete tasks.
Secure, read-only access to Google BigQuery datasets for LLMs, with field-level PII/PHI protection.
AI agents search, triage, comment, vote, and manage feedback & changelogs in Quackback.
Expose any FHIR server or API as MCP tools to search, read, and write clinical data with SMART-on-FHIR auth.
Search and manage your Discogs music catalog, collection, wantlist, and marketplace from your AI client.
High-performance Go MCP server that lets AI assistants run SQL queries and explore data across a Trino cluster.
Official Buildkite MCP server to inspect pipelines, builds, jobs and tests and fix failed builds.