Best MCP servers for databases & sql

Provides semantic code search and indexing using vector embeddings and AST-based code splitting, enabling natural language queries across codebases with automatic file filtering and support for multiple embedding providers and vector databases.

Indexes codebases into a Neo4j graph database to enable sophisticated code analysis including function call relationships, class hierarchies, dead code detection, and dependency tracking through real-time file monitoring and direct Cypher queries.

Secure read-only MySQL database access to execute queries and analyze data patterns.

Integrates with Chroma vector database to enable collection management, document operations, and vector search capabilities for knowledge bases and context-aware conversations.

Integrates with biomedical databases including ClinicalTrials.gov, PubMed, and MyVariant.info to provide structured access to clinical trials, research articles, and genetic variants with intelligent data rendering and source attribution.

Manage Neon's serverless Postgres databases.

Database-backed project memory management system that stores decisions, progress tracking, and system patterns in a queryable knowledge graph with vector embeddings for semantic search and comprehensive import/export functionality.

Enables direct interaction with SQLite and SQL Server databases through a modular adapter architecture for data analysis, database management, and business intelligence workflows without exposing raw credentials.

Integrates Claude Desktop with SQL databases using SQLAlchemy to enable direct querying, analysis, and exploration of data across many database engines.

Enables AI systems to query and analyze OpenTelemetry traces and metrics through Logfire's API, providing tools for finding exceptions, investigating errors, and running custom SQL queries against observability data with automatic authentication.

Data integration tool for querying databases, running data pipelines, and managing replications across 30+ systems

Bridges Claude Desktop with macOS Messages app, enabling reading and sending iMessages through direct database access with contact lookup and group chat support.

MindsDB allows applications to answer questions over large-scale federated data—spanning databases, data warehouses, and SaaS applications.

AI-friendly database and knowledge-management capabilities via various database schemes.

Discover, verify, and explore 600K curated quotes from a massive database of authors, books, and speeches. Find the perfect words using semantic search, identify authentic attributions to avoid common misquotes, and discover similar thinkers. Organize and manage personal collections of wisdom to save and revisit your favorite insights.

Menjometre is an independent observatory of Catalan public spending. This MCP server gives any LLM client read-only access to the full dataset and the statistical scoring layer built on top of it. ## Coverage - **~19.5 M** grant records from the Registre d'Ajuts i Subvencions de Catalunya (RAISC), 2016–present - **~1.7 M** public procurement contracts from Dades Obertes de Catalunya - **~496 K** beneficiary entities with normalised identities - A **public-figure graph** linking Parlament deputies, Generalitat officials, and the boards of publicly-funded entities - The **Menjometre score** — a statistical indicator flagging concentration and recurrence patterns in public spending ## What the 48 tools cover | Domain | What you can ask | |---|---| | `entities` | Search, profile, network, activity timeline for any funded organisation | | `grants` | RAISC lookups, concentration analysis, purpose trees, year-over-year trends | | `contractes` | Procurement lookups, sole-source detection, fragmentation patterns | | `organs` | Granting-body rankings and profiles | | `xarxa` | Public-figure graph, shortest path between two people, cluster investigation | | `pressupostos` | Generalitat budget surface | | `meta` | Methodology, scoring explanation, upstream attribution manifest | ## Example prompts - *"Which ten Catalan entities received the most RAISC funds in 2024?"* - *"Show me the concentration profile of the entity with CIF A08000143."* - *"Which grant-giving bodies award the largest share of their budget to a single beneficiary?"* - *"What percentage of Ajuntament de Girona's contracts are sole-source?"* - *"Explain how the Menjometre score is computed."* ## Response envelope Every tool response ships with four things: 1. **Attribution** — a `sources` array citing the upstream dataset, licence (CC-BY-4.0 / Llei 37/2007), and publisher 2. **Scope predicate** — personal-data filters enforced at the database query, not client-side 3. **Framing** — scored responses embed a `score_meta` block with a `not_an_accusation` disclaimer and a link to the methodology page 4. **Neutral statistical language** — the server returns "top decile", "around the median", never accusatory framing Safe for journalism, academic research, and civic-tech tooling. ## Install via npm ```json { "mcpServers": { "menjometre": { "command": "npx", "args": ["-y", "menjometre-mcp"] } } } Also reachable directly over Streamable HTTP at https://www.menjometre.cat/mcp.

Aggregates security detection rules from Sigma, Splunk ESCU, Elastic, and KQL into a unified searchable SQLite database with MITRE ATT&CK mappings and CVE tracking for security analysts and threat hunters.

Run SQL queries on BigQuery datasets, list tables, and inspect schemas. Manage jobs, export results, and explore data warehouse resources.

Develop with Pinecone, the vector database built for knowledgeable AI.

Cap Rate Signals — US Real Estate Investment Intelligence Identifies US real estate markets that are about to reprice upward, before consensus catches up. Tracks confirmed corporate investment — semiconductor fabs, pharma plants, defense campuses, data centers — and scores markets based on where workers are arriving but housing demand hasn't yet been priced in. 14 tools covering market discovery, investment briefs, head-to-head comparisons, regional comps, signal alerts, and map data. Data sourced live from a proprietary database monitoring 109 companies across 40+ US metros. Use it to ask: Where should I invest right now? What's happening in Indianapolis? Show me semiconductor markets under $300K. What moved this week?

Captures and analyzes HTTP and WebSocket traffic from Reqable proxy with local SQLite storage, domain statistics, API shape inference, and code generation.

# DomainKits MCP Domain MCP server for AI assistants. DomainKits MCP connects Claude, GPT, Gemini, and other AI assistants to domain data, turning them into domain agents that can search, analyze, and act on market data through natural conversation. ## What is this? Check availability with pricing. Search newly registered, expired, and deleted domains. Analyze WHOIS, DNS, and keyword value. Track registration trends and market movements. Pair with [DomainKits Skills](https://github.com/ABTdomain/domainkits-skills) to give your AI agent domain industry workflows for deeper analysis. ## Features ### Search Tools | Tool | Description | |------|-------------| | `nrds` | Monitor newly registered domains, spot viral trends | | `aged` | Find established domains with 5-20+ years history | | `expired` | Discover domains entering deletion cycle | | `deleted` | Search just-dropped domains available for standard registration | | `active` | Scan live websites and acquisition targets | | `ns_reverse` | Reverse lookup by nameserver | | `unregistered_ai` | Find unregistered short .ai domains (3-letter, CVCV, VCVC, CCVV patterns) | | `domain_changes` | Domain change detection, actively monitors 4M+ domains for transfers, expirations, new registrations, and NS changes | | `price` | Registration and renewal prices by TLD | ### Query Tools | Tool | Description | |------|-------------| | `dns` | Query DNS records (A, MX, NS, TXT, etc.) | | `whois` | Get registration details and dates | | `safety` | Check domain reputation via Google Safe Browsing | | `tld_check` | Check keyword availability across all TLDs | | `available` | Instant availability check with pricing | | `market_price` | Check secondary market listings and price estimates | ### Analysis Tools ⚠️ | Tool | Description | |------|-------------| | `keyword_data` | Google Ads keyword data: volume, CPC, competition | > ⚠️ Analysis tools require a registered account. [Sign up free](https://domainkits.com/login) ### Trend Tools | Tool | Description | |------|-------------| | `keywords_trends` | Hot, emerging, and prefix keywords in domain registrations | | `tld_trends` | Historical registration trends by TLD | | `tld_rank` | TLD rankings by registration volume | ### Bulk Tools | Tool | Description | |------|-------------| | `bulk_tld` | Check keyword popularity across TLDs | | `bulk_available` | Batch availability check with pricing (up to 10 per request) | ### Workflow Guides | Tool | Description | |------|-------------| | `analyze` | Comprehensive domain analysis (WHOIS, DNS, safety, TLD distribution) | | `brand_match` | Brand conflict detection with trademark database links | | `plan_b` | Find alternatives when target domain is taken | | `domain_generator` | Generate creative domain ideas with availability check | | `expired_analysis` | Due diligence for expiring/expired domains | | `trend_hunter` | Spot trending keywords and find related opportunities | | `keyword_intel` | Deep keyword intelligence for domain investment | | `market_beat` | Domain market news briefing | | `name_advisor` | Professional domain naming consultation | | `valuation_cma` | Comparative Market Analysis valuation | ### Personal Tools (Require Memory) | Tool | Action | Description | |------|--------|-------------| | `preferences` | `get` | Check memory status and retrieve saved preferences | | `preferences` | `set` | Save preferences (TLDs, budget, style, industry) | | `preferences` | `delete` | Delete all stored data (GDPR Article 17) | | `monitor` | `get` | Retrieve and auto-check all monitored domains | | `monitor` | `set` | Create domain monitoring task (WHOIS/DNS/page changes) | | `monitor` | `update` | Save web_fetch page results for a monitor | | `monitor` | `delete` | Remove a monitoring task | | `strategy` | `get` | Retrieve strategies with run status and available presets | | `strategy` | `set` | Create automated opportunity discovery strategy | | `strategy` | `update` | Save strategy execution results | | `strategy` | `delete` | Remove a strategy | | `usage` | — | Check current usage and remaining quota | --- ## Quick Start ### Claude Code ```bash claude mcp add domainkits https://api.domainkits.com/v1/mcp ``` With API key (higher limits): ```bash claude mcp add domainkits https://api.domainkits.com/v1/mcp --header "X-API-Key: YOUR_KEY" ``` ### Claude.ai Connect DomainKits via **Settings → Connectors**. No manual configuration needed. ### Claude Desktop Edit your config file: - **macOS**: `~/Library/Application Support/Claude/claude_desktop_config.json` - **Windows**: `%APPDATA%\Claude\claude_desktop_config.json` **macOS / Linux:** ```json { "mcpServers": { "domainkits": { "command": "npx", "args": [ "mcp-remote", "https://api.domainkits.com/v1/mcp", "--transport", "http-first" ] } } } ``` **Windows:** ```json { "mcpServers": { "domainkits": { "command": "cmd", "args": [ "/c", "npx", "mcp-remote", "https://api.domainkits.com/v1/mcp", "--transport", "http-first" ] } } } ``` **With API key (higher limits):** macOS / Linux: ```json { "mcpServers": { "domainkits": { "command": "npx", "args": [ "mcp-remote", "https://api.domainkits.com/v1/mcp", "--header", "X-API-Key: your-api-key-here", "--transport", "http-first" ] } } } ``` Windows: ```json { "mcpServers": { "domainkits": { "command": "cmd", "args": [ "/c", "npx", "mcp-remote", "https://api.domainkits.com/v1/mcp", "--header", "X-API-Key: your-api-key-here", "--transport", "http-first" ] } } } ``` ### Gemini CLI Edit `~/.gemini/settings.json`: ```json { "mcpServers": { "domainkits": { "url": "https://api.domainkits.com/v1/mcp" } } } ``` With API key: ```json { "mcpServers": { "domainkits": { "url": "https://api.domainkits.com/v1/mcp", "headers": { "X-API-Key": "your-api-key-here" } } } } ``` ### Cursor Edit `~/.cursor/mcp.json`: ```json { "mcpServers": { "domainkits": { "url": "https://api.domainkits.com/v1/mcp" } } } ``` ### Other MCP Clients Endpoint: `https://api.domainkits.com/v1/mcp` Optional header: `X-API-Key: your-api-key-here` --- ## Access Tiers | Tier | Daily Limits | Rate/Min | Monitors | Strategies | SEO Tools | |------|-------------|----------|----------|------------|-----------| | **Guest** | ~5-20/day | 1-4 | ❌ | ❌ | ❌ | | **Member** (free) | 10-120/day | 2-10 | 5 | 1 | ✅ | | **AI Access** ($13.99/mo) | 100-500/day | 5-20 | 20 | 3 | ✅ | | **Premium** ($29.99/mo) | 200-1100/day | 10-50 | 50 | 6 | ✅ | | **Platinum** | Unlimited | Unlimited | Unlimited | Unlimited | ✅ | Limits vary by tool. AI Access is included with Premium. Register a free account and get your API key at [domainkits.com](https://domainkits.com/register) · [View pricing](https://domainkits.com/pricing) --- ## Examples **Search & Discovery** - "Find available 3-letter .ai domains" - "What domains with 'crypto' are expiring today?" - "Show me trending keywords in domain registrations" - "What short domains changed NS in the last 1 hour?" **Analysis** - "Analyze the domain domainkits.com" - "Check brand conflict risk for niceflow.com" **Generation** - "Find me a short .com domain for an AI startup" - "Generate domain ideas for a fintech company" **Monitoring** (requires memory) - "Monitor domainkits.com for any changes" - "Set up a strategy to find dropping AI domains daily" --- ## Memory & Privacy DomainKits supports optional memory to remember your preferences: - Preferred TLDs - Budget range - Naming style - Industry **GDPR Compliant:** - Memory is OFF by default - Requires explicit user consent to enable - Users can delete all data anytime via `delete_preferences` --- ## Links - Website: [domainkits.com/mcp](https://domainkits.com/mcp) - API Endpoint: `https://api.domainkits.com/v1/mcp` - Skills: [github.com/ABTdomain/domainkits-skills](https://github.com/ABTdomain/domainkits-skills) - Developed by: [abtdomain.com](https://abtdomain.com) - Support: info@domainkits.com ## License Proprietary. The MCP interface specification is public, but the underlying domain data and gateway services are proprietary. For commercial use and API access, visit [domainkits.com](https://domainkits.com).

Enables natural language management of Kafka topics, connectors, and Flink SQL statements through Confluent Cloud REST APIs for streamlined data streaming operations

Analyze chess positions using powerful engines like Stockfish, Leela, and Maia. Retrieve games, puzzles, and opening statistics directly from Lichess and specialized databases. Visualize moves and games through interactive board renders and PGN viewers.

## Server Description Screen 9,900+ US equities across 64 years of daily prices, quarterly financials, and 56 technical indicators. Describe what you're looking for in plain English and Shibui translates it into SQL against a 31M-row database. Combine multi-year margin consistency, revenue growth trends, RSI and MACD signals, balance sheet strength, valuation ratios, and earnings surprises in a single query. Examples: - "Find companies under $5B market cap where operating margins stayed above 15% every year since 2019 with revenue growth in at least 4 of those years" - "Which stocks just crossed below their 200-day SMA with RSI under 30 but had positive free cash flow last quarter?" - "Compare NVDA vs AMD on revenue growth, gross margins, and EV/EBITDA over the last 3 years" ### Coverage - **Symbols:** 9,900+ (NYSE + NASDAQ) - common stocks, ETFs, ADRs, REITs - **Prices:** ~31M daily OHLCV records since 1962 - **Financials:** Quarterly and annual income statements, balance sheets, cash flow (1990-present) - **Valuation:** Daily P/E, P/B, market cap, enterprise value, EV/EBITDA, FCF yield (1993-present) - **Technical indicators:** 56 pre-calculated (RSI, MACD, Bollinger Bands, SMA, EMA, ADX, candlestick patterns, and more) - **Earnings:** Quarterly EPS actuals, estimates, and surprise percentages - **Analyst estimates:** Target prices, buy/hold/sell ratings - **Ownership:** Institutional holdings, short interest ### Access Free. No API key. Remote MCP server at `https://mcp.shibui.finance/mcp`. Connect in under 2 minutes.

## What is Surprise Buddy? Surprise Buddy is a curated, country-scoped gift database exposed via a public Model Context Protocol (MCP) server. International coverage — every result is a real product page on a real marketplace (Amazon, Etsy, Mercado Libre, Otto, Bol.com, Allegro, Jochen Schweizer) and the link can be presented to the user as-is. **Live MCP endpoint:** `https://www.surprise-buddy.com/api/mcp` ## Exposed tools - **`find_gifts`** — main search (country required, all other filters optional) - `list_supported_countries` - `list_supported_occasions(country?)` - `list_supported_interests` - `list_supported_colors` ## Authentication None — the MCP server is fully open. Reasonable rate limiting may apply. ## License [MIT](LICENSE) © Surprise Buddy

Provides read-only access to MySQL databases, enabling schema inspection and SELECT query execution with strict security measures to protect underlying data while allowing meaningful analysis.

Enables escalation of questions to humans through a markdown file-based workflow that prevents hallucinations by providing direct human-in-the-loop responses for critical decisions like database passwords, API endpoints, or architectural choices.

Enables natural language querying and management of multiple database types (PostgreSQL, MySQL, SQL Server, BigQuery) for data analysis, business intelligence, and database exploration.

Provides a LibSQL-based persistent memory database for storing and retrieving knowledge graph entities and relations across conversations.

Django development assistant with model introspection, database schema analysis, and configuration querying

Provides a powerful Ethereum blockchain data extraction and analysis interface using Cryo and DuckDB, enabling efficient SQL-based querying of on-chain datasets with advanced filtering capabilities.

Provides direct access to Teradata database systems with specialized tools for executing queries, exploring database structures, monitoring performance, and analyzing data quality without leaving your conversation context.

# Kash MCP Server — Official Integration > **Connect your Kash business to Claude, ChatGPT, and any MCP-compatible AI — and run your entire operation through natural conversation.** Kash has been a free, cloud-based point-of-sale solution since 2011, trusted by thousands of merchants across restaurants, retail, bakeries, florists, food trucks, and more. This MCP server is the official bridge between Kash and the new generation of AI assistants, turning every tool in your business into something you can simply talk to. --- ## What is Kash? Kash (kash.click) is a complete, free business management platform built for small and medium businesses. It goes far beyond a simple cash register: - **Point of Sale** — touchscreen-ready, works on any device (Android, iOS, Windows, Mac), online and offline - **Invoicing & Quotes** — generate PDF invoices, quotes, delivery notes, and expense reports in seconds - **CRM** — manage your full customer base with contact details, purchase history, loyalty points, credits, and custom fields - **Online Store / Webshop** — built-in e-commerce storefront synced with your catalog and inventory - **Inventory Management** — real-time stock tracking, alerts, supplier management, and buying prices - **Delivery Management** — table service, takeaway, drive-through, home delivery, relay points, and shipping - **Loyalty & Marketing** — loyalty cards, loyalty points, coupons, vouchers, referral programs, and marketing campaigns - **Payment Flexibility** — cash, card (SumUp, Yavin, Viva.com), PayPal, Lydia, GoCardless, direct debit, and even cryptocurrency - **Reporting & Analytics** — sales reports, revenue charts, export to CSV, accounting chapter mapping, and Pennylane integration - **Multi-user & Multi-cashbox** — manage staff access, roles, and multiple physical or virtual cashboxes All of this is **free** for small businesses, with no mandatory subscription. --- ## What Does This MCP Server Do? This server exposes the full Kash API as **35 MCP tools**, letting any compatible AI assistant — Claude, ChatGPT, n8n, or your own automation — interact with your Kash account through natural language. No more clicking through menus. Just talk. --- ## What You Can Do ### 🔐 Account & Authentication Get started without leaving the conversation. You can create a Kash account, find existing accounts linked to your email, and authenticate via a secure one-time password (OTP) sent to your inbox — all from within the chat. ``` "Create a Kash account for my restaurant" "Log me in with my email" "I received the OTP code: 847291" ``` ### 🧾 Sales & Orders Record sales in real time, attach them to tables or customers, apply payment methods, add comments, and handle delivery modes — all from a single sentence. ``` "Record a sale of 2 espressos and a croissant at table 5, paid by card" "Show me today's sales" "What orders are pending for delivery tonight?" "Give me the detail of order #1042" ``` ### 📦 Catalog Management Add, update, or remove items, departments, and VAT rates on the fly. Adjust prices, link variations, set stock levels, toggle visibility — without opening the back office. ``` "Add a new item called 'Seasonal Tart' at €4.50 in the Pastries department" "Update the price of the Margherita pizza to €12" "Create a new department called 'Summer Menu'" "Add a 10% VAT rate" ``` ### 👥 Customer Management (CRM) Maintain a full customer database. Add new customers, update contact details, manage addresses, company registration numbers, VAT numbers, blacklist status, and private notes. ``` "Add a new customer: John Smith, john@example.com, +33612345678" "Update the address for customer #204" "Show me all my customers" ``` ### 📊 Data & Reporting Retrieve any data from your shop instantly — products, departments, VAT rates, users, cashboxes, payment methods, delivery zones, discounts, tables, relay points, and more. ``` "List all my products" "What payment methods are configured?" "Show me this week's orders" "How many tables do I have?" ``` --- ## Example Conversations Here are real things you can ask once connected: > *"Show me today's sales"* > *"Record a sale of 2 coffees and 1 croissant at table 84"* > *"How is the business doing so far this year?"* > *"Can you analyse my sales history and give me recommendations?"* > *"Add a new seasonal item to my menu at €8.50"* > *"Which customers haven't ordered in the last 3 months?"* > *"Generate a cash register report for the week"* > *"How many orders have to be delivered tonight?"* > *"I need to add a new VAT rate of 5.5% for food items"* --- ## Available Tools (35) | Category | Tools | |---|---| | **Account** | `account_list`, `account_create` | | **Authentication** | `auth_request_otp`, `auth_login_with_otp`, `auth_logout` | | **Sales** | `sale_create`, `order_detail`, `data_list_orders` | | **Catalog — Items** | `plu_add`, `plu_edit`, `plu_delete`, `data_list_products` | | **Catalog — Departments** | `dept_add`, `dept_edit`, `dept_delete`, `data_list_departments`, `data_list_department_groups` | | **Catalog — VAT** | `vat_add`, `vat_edit`, `vat_delete`, `data_list_vats` | | **CRM** | `client_add`, `client_edit`, `client_delete`, `data_list_clients` | | **Data** | `data_list_users`, `data_list_tables`, `data_list_cashboxes`, `data_list_payments`, `data_list_discounts`, `data_list_variations`, `data_list_delivery_men`, `data_list_delivery_zones`, `data_list_relay_points` | | **Utility** | `ping` | --- ## Who Is This For? This MCP server is ideal for: - **Restaurant & café owners** who want to record orders, track tables, and analyse revenue through conversation - **Retail shop managers** who need to quickly update prices, add items, or check stock without navigating the back office - **Bakeries, florists, food trucks** and any local business that wants an AI assistant deeply connected to their daily operations - **Developers & agencies** building AI-powered workflows on top of a proven POS platform - **n8n / automation users** who want to trigger Kash actions from workflows --- ## Getting Started ### Option 1 — You already have a Kash account Simply connect via OAuth. The server will ask for your login email and send you a one-time password to verify your identity. Once authenticated, all 35 tools are immediately available. ### Option 2 — You don't have a Kash account yet No problem — just ask the AI to create one for you: > *"Create a Kash account for my bakery, my email is hello@mybakery.com"* The account is created instantly, the session is initialized automatically, and you're ready to go. Don't forget to validate your email via the link sent to your inbox. --- ## Technical Details - **Protocol**: MCP (Model Context Protocol) over HTTP Streamable - **Authentication**: OAuth 2.0 with PKCE (S256) — secure, no password required - **Hosted server**: `https://mcp.kash.click/mcp` - **Self-hosted option**: Available via `npx caisse-enregistreuse-mcp-server` or Docker - **Open source**: [github.com/paracetamol951/caisse-enregistreuse-mcp-server](https://github.com/paracetamol951/caisse-enregistreuse-mcp-server) - **License**: GPL v3 --- ## Links - 🌐 [kash.click](https://kash.click) — Kash website - 📖 [Documentation](https://kash.click/cash-register-software/) — Full help center - 🔧 [API Reference](https://kash.click/cash-register-software/mcp/) — MCP & API docs - 💻 [GitHub](https://github.com/paracetamol951/caisse-enregistreuse-mcp-server) — Source code - 🆓 [Register for free](https://kash.click/free-pos-software/) — Create your account

Connects to multiple database types to enable SQL querying with visualization capabilities while keeping data in its original location

20 free developer tools - JSON/YAML, SQL, XML, Cron, QR code, SEO check, URL shortener, image converter, timezone, and more. No API key required.

Bridges Claude with Vectorize.io's vector database services for advanced document retrieval, text extraction, and research capabilities through TypeScript-based tools that handle authentication via organization IDs and API tokens.

Integrates with MongoDB databases to enable browsing collections, executing queries, running aggregation pipelines, analyzing schemas, and optimizing performance through specialized database exploration tools.

Integrates with Japan's official e-Gov legal database to provide search and retrieval of Japanese laws and regulations for legal research, compliance checking, and regulatory analysis.

Integrates with AWS SDK to execute SQL queries against Athena databases, enabling large-scale data analysis and business intelligence for AWS data lakes.

Integrates with Coolify's self-hosted PaaS platform through its REST API, enabling management of applications, databases, services, servers, and deployments via natural language commands with over 40 tools for operations like creating Git-based applications, setting up databases, managing environment variables, and monitoring deployment logs.

Bridges SAP HANA Cloud databases with machine learning operations through a three-layer architecture that enables model management, execution contexts, and standardized communication for both inference and training workflows.

Integrates with Solodit's vulnerability database to search smart contract security audit findings and retrieve detailed vulnerability reports including impact levels, audit firm details, and technical descriptions for security research and analysis workflows.

Enables natural language querying of graph databases by translating requests into FalkorDB queries for analyzing relationships in knowledge graphs, recommendation systems, and network data.

Integrates with Cisco's Support APIs to search bug databases, retrieve case information, and access product lifecycle data with OAuth2 authentication and rate limiting for technical support workflows and incident investigation.

Provides a bridge to Oracle Database, enabling dynamic table and column discovery, secure query execution, and metadata retrieval through natural language interactions for data analysts and developers.

Provides full read-write PostgreSQL database access with transaction management, connection pooling, and safety features that require explicit commit or rollback decisions for all write operations.

Provides semantic search capabilities using a local Qdrant vector database and OpenAI embeddings for building private knowledge bases and document search systems without sending data to external services.

Exposes database tables and schemas via HTTP endpoints, allowing tools to query database structure without direct database access for security-conscious development.

Command-line tool for managing GraphQL APIs with features for local development, federation, and deployment across various connectors including GraphQL, OpenAPI, and MongoDB.