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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.
Official AWS Labs MCP server to manage and query S3 Tables (table buckets, namespaces, tables).
Official Notion server to read, search, create, and update pages and databases in your workspace.
Index local code into a graph database to give AI assistants deep, queryable code context.
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.
Microsoft's official Azure MCP server, including Azure Blob Storage container and blob tools.
Read-only (optionally write) access to MySQL databases for LLMs — inspect schemas and run SQL queries.
Secure, structured access to MySQL databases for AI clients — query, sample, and inspect schemas via MCP.
Multi-agent collaboration protocol: orchestrate specialized AI agents over MCP with a shared knowledge graph.
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.
Google's gcloud-mcp Storage server for managing GCS buckets and objects via natural language.
Safely run SQL, manage schema, call the Supabase Management API & Auth Admin from your IDE — with built-in safety controls.
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.
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.
Query any PostgreSQL database in natural language via MCP, with safe read-only SQL and streaming.
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.
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.
Turn any web page into structured data — AgentQL's prompt-driven extraction as a single MCP tool.
Give AI assistants structured access to MySQL, PostgreSQL, SQLite, Oracle, and TimescaleDB simultaneously.
Interact with 60+ EVM chains: balances, transfers, contracts, ENS, and ABI fetching.
Fast cross-platform file search via Everything SDK (Windows), mdfind (macOS), and locate (Linux).
Gives AI coding assistants up-to-date, crate-specific Rust documentation via semantic search and LLM summarization.
Let LLMs query, aggregate, and write to MongoDB with schema inference and read-only protection.
Datadog's managed remote server: query logs, metrics, traces, monitors and incidents.
Honeycomb observability via AI: query datasets, alerts and boards (community + official).
Let AI assistants work directly with Firebase Firestore, Storage, and Authentication.
Natural-language queries to MySQL/PostgreSQL via XiYanSQL text-to-SQL
Official CircleCI MCP server: inspect and fix failed builds, query pipelines in natural language.
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.
Official Dynatrace server: run DQL over logs, events, spans and metrics.
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.
Bridge to query multiple LLMs and CLI coding agents as AI "ducks" for diverse perspectives.
MCP server for MySQL database operations: query, execute, list and describe tables via prepared statements.
Query stock data, news, financials, options, and generate charts from Yahoo Finance via yfinance.
Kubernetes MCP server: manage cluster resources and Helm releases through MCP tools, with fine-grained write controls.
Secure, read-only access to Google BigQuery datasets for LLMs, with field-level PII/PHI protection.
Query Axiom logs and events with APL via Axiom's hosted remote MCP server.
Official VictoriaMetrics server: MetricsQL/PromQL queries plus embedded docs search.
Inspect BigQuery schemas and run SQL queries from your LLM client.
Turn architecture into a queryable knowledge graph and render auto-laid-out Excalidraw diagrams. Offline, no API keys.
Real-time framework docs (types + prose + examples) for any npm package via MCP.
Get a second opinion in Claude Code: query Codex, Gemini, OpenCode and more, with structured multi-model deliberation.
Structured on-chain data: contract state, ABIs, source code, event logs, and transaction history.
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.
Turn your codebase into a queryable knowledge base: search, impact analysis, ownership, dead code — via MCP.
Query distributed traces in Grafana Tempo with TraceQL (archived; Tempo now has embedded MCP).
Query New Relic via NerdGraph: entity search, NRQL, deployments and infrastructure.