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AI-powered reverse engineering: bridge IDA Pro to LLMs for vibe reversing via MCP.
Bulk Kubernetes port forwarding with an MCP server that lets AI assistants forward services, inspect pods, and monitor traffic.
Zero-dependency, token-efficient database MCP server for Postgres, MySQL, SQL Server, MariaDB, and SQLite.
Read/write Postgres access plus index tuning, EXPLAIN plans, and database health analysis for AI agents.
Official Supabase server: manage tables, run SQL, branches, configs and edge functions from your AI client.
Built-in MCP server for the open-source Kubernetes UI — lets AI assistants query and operate your cluster.
Read-only (optionally write) access to MySQL databases for LLMs — inspect schemas and run SQL queries.
Popular community server wrapping kubectl and Helm for cluster management via natural language.
Gmail MCP with auto OAuth: send, search, label and manage email
AI-powered discovery and documentation for the @reactuses/core React Hooks library.
Official ClickHouse server: read-only SQL queries plus database/table exploration and chDB support.
Control your entire Kubernetes infrastructure through natural language conversations with AI.
AI-driven mini Kubernetes dashboard with a built-in MCP server exposing 49 cluster operation tools
Query local DuckDB files, in-memory DBs, S3, or MotherDuck cloud with read/write SQL.
Access Microsoft 365 and Office services (Outlook, Calendar, OneDrive, Excel, Teams, SharePoint) via the Graph API.
Shell and coding agent for Claude and other MCP clients with tightly integrated shell and file-editing tools.
Official SonarQube MCP server: bring code quality, security, and coverage analysis from SonarQube Server or Cloud into AI agents.
Query any PostgreSQL database in natural language via MCP, with safe read-only SQL and streaming.
Official monday.com MCP server — agents create boards and items, update columns, and run GraphQL against your work OS.
Ranks every file by importance, maps dependencies, and keeps AI summaries fresh in the background.
Search, analyze, and manage Elasticsearch & OpenSearch clusters through MCP tools.
Let LLMs query, aggregate, and write to MongoDB with schema inference and read-only protection.
Provider-agnostic email MCP over IMAP/SMTP — read, search and send from any mailbox
Official Docker Hub MCP server for searching images, reading metadata and managing repositories.
Grounded access to the FLOX trading framework surface for AI coding agents.
Run kubectl, helm, istioctl, and argocd against your clusters from Claude in a secure Docker sandbox.
On-demand open-source tax & accounting skills for AI agents across 130+ jurisdictions, via MCP.
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 for interacting with JMAP email servers (FastMail, Stalwart, Cyrus, James) — search, read, send, and manage email.
Interact with Apache Airflow's REST API through MCP — manage DAGs, runs, tasks, variables, connections, and more.
Secure, read-only access to Google BigQuery datasets for LLMs, with field-level PII/PHI protection.
Structured on-chain data: contract state, ABIs, source code, event logs, and transaction history.
Safe, read-only SQLite database exploration and querying for LLMs, built on FastMCP.
PagerDuty's official MCP server — agents triage incidents, manage on-call schedules, and query services from your IDE.
Manage Bitrise apps, builds, artifacts, pipelines and releases from your AI assistant.
Context compaction for AI coders: token-efficient, AST-level code intelligence across 17+ languages.
Official MCP server for InfluxDB 3 (Core/Enterprise/Cloud) — query, write, and manage databases and tokens.
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.
Native Rust MCP server giving coding agents a PTY-backed shell, file IO, and tree-sitter code navigation.
Run arbitrary Python in a secure, throw-away sandbox from your LLM agent via a single run_code MCP tool.
Read-only MCP server for searching and reading your macOS iMessage history and Contacts.
Query and analyze GreptimeDB observability data (metrics, logs, traces) via SQL, TQL, and RANGE queries.
Query and explore YDB databases from any MCP-compatible LLM using natural language.
Debug Kubernetes & container workloads with eBPF kernel telemetry through an AI interface.
Community MCP server for the Mixpanel API — query events, funnels, retention, and user profiles from Claude or Cursor.
Manage Turso databases and run SQL from an agent, with separate read-only and destructive query tools.
Intercom's hosted MCP server: search and fetch conversations and contacts from your US workspace over OAuth.
Vercel's hosted OAuth server for inspecting projects, deployments, and logs from your AI client.