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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.
Create, manage, and query your InstantDB apps, schemas, permissions, and data from your AI editor.
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.
Zero-dependency, token-efficient database MCP server for Postgres, MySQL, SQL Server, MariaDB, and SQLite.
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.
Connect AI assistants to the Unity Editor to manipulate scenes, GameObjects, assets, and run tests via MCP.
Run SQL over files, databases, and 40+ apps (GitHub, Notion, Chrome, Todoist) — and expose them to LLMs via MCP.
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.
On-premises RAG over your local files (PDF, DOCX, CSV, MD, TXT), queryable from Claude via MCP.
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.
AI-friendly MCP server for the Notion API — find, read, query, and update Notion workspaces with compact, agent-ready responses.
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.
Give AI agents context of your dbt project — run dbt CLI, query the Semantic Layer, explore lineage, and manage jobs.
Control Figma from the terminal or as an MCP server — full read/write: create shapes, text, components, render JSX, export images.
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.
Salesforce's official DX server: run SOQL, deploy and retrieve metadata, run Apex tests and manage orgs from your agent.
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).
Query SEC EDGAR filings — 10-K/10-Q/8-K sections, XBRL financials, insider trades — with exact numbers and source URLs.
Query, explore, and govern Apache Doris databases via MCP — NL2SQL, metadata, and analytics tools.
Control and query Home Assistant from Claude and other LLMs over the Model Context Protocol.
Offload large-context file analysis to 500+ OpenRouter models (up to 2M tokens) from any MCP agent.
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.
Give your LLM live Wikipedia access: search, full articles, summaries, sections, links and key facts in any language.
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.
Drive Autodesk Revit from AI: query, create, modify, and delete BIM elements via a TypeScript server and C# add-in.
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.
Official Jenkins plugin that turns your controller into an MCP server — agents query jobs, trigger builds, read logs.
Databricks Labs server exposing Unity Catalog functions, vector search indexes and Genie spaces as agent tools.
Query distributed traces in Grafana Tempo with TraceQL (archived; Tempo now has embedded MCP).
PagerDuty's official MCP server — agents triage incidents, manage on-call schedules, and query services from your IDE.
Query New Relic via NerdGraph: entity search, NRQL, deployments and infrastructure.
Amplitude's hosted MCP server — query charts, dashboards, experiments, flags, and session replays in plain English.
Prisma's official MCP: run migrations, provision Prisma Postgres, execute SQL and manage backups from your agent.
Query, write, and manage an InfluxDB v2 instance via the InfluxDB OSS API v2.
Bridge Dune Analytics on-chain query results to AI agents as CSV.
Expose actions from your connected Membrane integrations to AI agents as MCP tools.
Access Qiniu Cloud storage, smart multimedia, CDN, and live streaming from your AI client.
Context compaction for AI coders: token-efficient, AST-level code intelligence across 17+ languages.
Persistent code index + memory, semantic search & live telemetry for AI coding agents — 50x less context than grep.
Give any coding agent instant semantic knowledge of your codebase — one tool call instead of 19, ~20x fewer tokens.
Turn any source code repo into a searchable, AI-queryable knowledge base inside Claude or Cursor.
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.
Turn any OpenAPI spec into an MCP server, exposing your API endpoints as strongly typed tools.
Official MCP server for InfluxDB 3 (Core/Enterprise/Cloud) — query, write, and manage databases and tokens.
Query and manage SingleStore workspaces, jobs, notebooks, and Stage files in natural language.
Query genes, variants, chemicals, and taxa from BioThings.io (mygene, myvariant, mychem) in your AI client.
Let LLMs query Couchbase clusters, run SQL++, manage documents, and analyze query performance.
Query your Bluesky profile, timeline, posts, likes, and search from your AI assistant.
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.
Context-aware knowledge base for Klever blockchain smart-contract development on the Klever VM SDK.
Retrieve from your Agentset RAG knowledge base directly inside Claude, Cursor, and other MCP clients.
Real-time Hyperliquid perp DEX data and insights for bots, dashboards, and analytics.
Query and analyze GreptimeDB observability data (metrics, logs, traces) via SQL, TQL, and RANGE queries.
Query and manage Algolia search indices from an agent: search, settings, analytics, A/B tests, and Recommend.
Query and explore YDB databases from any MCP-compatible LLM using natural language.
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.