Mcp
GibsonAI MCP server: manage your databases with natural language
Postgres Connector
MCP server for querying PostgreSQL databases
drizzle-neon
Add a PostgreSQL database with Drizzle ORM to a Scaffold-ETH 2 project. Use when the user wants to: add a database, use Drizzle ORM, integrate Neon PostgreSQL, store off-chain data, build a backend with database, or add persistent storage to their dApp.
cloud-sql-mysql-data
Use these skills when you need to explore your database schema, execute SQL queries to interact with your data, and inspect how MySQL plans to execute your statements.
neumann-client
Integrate Neumann database using official client SDKs. Use when writing Rust, Python, or TypeScript code that connects to Neumann, executes queries, or handles results.
rails-audit-thoughtbot
Perform comprehensive code audits of Ruby on Rails applications based on thoughtbot best practices. Use this skill when the user requests a code audit, code review, quality assessment, or analysis of a Rails application. The skill analyzes the entire codebase focusing on testing practices (RSpec), security vulnerabilities, code design (skinny controllers, domain models, PORO with ActiveModel), Rails conventions, database optimization, and Ruby best practices. Outputs a detailed markdown audit report grouped by category (Testing, Security, Models, Controllers, Code Design, Views) with severity levels (Critical, High, Medium, Low) within each category.
bulk-update
Update properties or content across many pages in a Notion database with dry-run and error recovery
craft-cloud
Craft Cloud â Pixel & Tonic's serverless hosting platform for Craft CMS. Covers craft-cloud.yaml configuration, the Build â Migrate â Release deploy pipeline, the craftcms/cloud extension package, edge image transforms via Cloudflare, edge static caching with cache.rules + ESI, Cloud-managed S3 filesystem, MySQL 8 / Postgres 15 databases (no MariaDB, no tablePrefix), Console-based command runner and scheduled cron (once-per-hour minimum), auto-handled queue jobs, custom domains and SSL, preview environments per branch, Cloud limitations (ephemeral filesystem, no SSH, no .htaccess, no built-in mail), plugin development requirements for Cloud compatibility, and self-hosted â Cloud migration. Triggers on: craft-cloud.yaml, craftcms/cloud package, cloud.esi(), php craft cloud/up, php craft cloud/setup, App::isEphemeral(), CRAFT_EPHEMERAL, edge.craft.cloud, preview.craft.cloud, CRAFT_CLOUD_PROJECT_ID, CRAFT_CLOUD_ENVIRONMENT_ID, CRAFT_CLOUD_CDN_BASE_URL, Build â Migrate â Release, Cloud filesystem, Cloud-compatible plugin, Cloudflare Images at edge, AssetsFs, static-caching rules, ESI islands, deploy to Craft Cloud, migrate to Craft Cloud, self-hosted to Cloud, Craft Cloud quotas, Craft Cloud regions. Do NOT trigger for generic Craft deployment (Forge, Servd, bare metal) â that lives in craftcms/deployment.md. Do NOT trigger for general DDEV local dev unrelated to Cloud parity.
Open Food Facts
Search and contribute to the Open Food Facts database.
android-development
Create production-quality Android applications following Google's official architecture guidance and NowInAndroid best practices. Use when building Android apps with Kotlin, Jetpack Compose, MVVM architecture, Hilt dependency injection, Room database, or multi-module projects. Triggers on requests to create Android projects, screens, ViewModels, repositories, feature modules, or when asked about Android architecture patterns.
Versedb Mcp
Comic book database — search comics, creators, characters, and manage your collection.
Mongo Scout Mcp
Scout your MongoDB databases with AI - safety features, live monitoring, and data quality
Database Mcp
MCP server for database connectivity. Multi-DB (PostgreSQL, MySQL, SQLite), 19 tools.
exasol
Top-level router for Exasol work. Use for any Exasol database, exapump, SQL, BucketFS, extension, integration, UDF, Script Language Container, or Exasol Personal setup task, then route to the narrowest specialized Exasol skill.
SAIJ — Jurisprudencia Argentina
Search Argentine legal databases: court decisions, legislation, summaries, doctrine
fastify-best-practices
Guides development of Fastify Node.js backend servers and REST APIs using TypeScript or JavaScript. Use when building, configuring, or debugging a Fastify application â including defining routes, implementing plugins, setting up JSON Schema validation, handling errors, optimising performance, managing authentication, configuring CORS and security headers, integrating databases, working with WebSockets, and deploying to production. Covers the full Fastify request lifecycle (hooks, serialization, logging with Pino) and TypeScript integration via strip types. Trigger terms: Fastify, Node.js server, REST API, API routes, backend framework, fastify.config, server.ts, app.ts.
MCP Local WP
WordPress database access via Local by Flywheel. Execute read-only MySQL queries and inspect schema.
Thailand Law Mcp
Thai law database — PDPA, Computer Crime Act, Cybersecurity Act, ETA with full-text search
claude-memory
Access the persistent memory database (PostgreSQL `claude_memory`) for long-term context across Claude Code sessions. Triggers on "what do I know about", "memory lookup", "recall", "memory db", "what did we decide about", "similar conversations", "lookup context", "/memory". Provides semantic search, SQL queries and the ability to add new insights.
ecto-thinking
This skill should be used when the user asks to "add a database table", "create a new context", "query the database", "add a field to a schema", "validate form input", "fix N+1 queries", "preload this association", "separate these concerns", or mentions Repo, changesets, migrations, Ecto.Multi, has_many, belongs_to, transactions, query composition, or how contexts should talk to each other.
TeamMemory
Team experience database - let AI accumulate, retrieve and apply team knowledge across chats.
notion-collector
Collects today's Notion page edits and database changes via the Notion API.
ActiveRecord
This skill provides comprehensive guidance for working with ActiveRecord in Rails applications. Use for writing migrations, defining associations, optimizing queries, preventing N+1 issues, implementing validations, and following database best practices.
auth
èªè¨¼ã¨æ±ºæ¸æ©è½ãå®è£ ãClerkãSupabase AuthãStripeã«å¯¾å¿ãUse when user mentions login, authentication, payments, subscriptions, or Stripe. Do NOT load for: general UI work, database design, or non-auth features.
Io.Github.ShingWong/Node Server Orchestrator
MCP server for orchestrating Node.js development servers (backend, frontend, databases, etc.)
Database Connection
Connect to local or staging PostgreSQL database. Use when you need to inspect tables, run queries, check migration status, or debug database issues.
Io.Github.Rog0x/Database
SQL formatting, schema visualization, migration generation
Singapore Law Mcp
Singapore law database — PDPA, Cybersecurity Act, Computer Misuse Act with full-text search
debugging-dbt-errors
Debugs and fixes dbt errors systematically. Use when working with dbt errors for: (1) Task mentions "fix", "error", "broken", "failing", "debug", "wrong", or "not working" (2) Compilation Error, Database Error, or test failures occur (3) Model produces incorrect output or unexpected results (4) Need to troubleshoot why a dbt command failed Reads full error, checks upstream first, runs dbt build (not just compile) to verify fix.
Simpliq Server
Simpliq Data Proxy MCP Server - Connects LLMs to SQL Databases via Semantic Mapping
InsForge
MCP server for InsForge BaaS — database, storage, edge functions, and deployments
connectors
Database connector and explorer patterns for Gremlin, openCypher, and SPARQL, including the query template tag and escapeString usage.
Io.Github.Deepfreezechill/Agentbuilders
Deploy full-stack AI agent apps with database, auth, storage, and Edge AI on one platform.
checkpoint-backlog
Checkpoint the ended Claude Code sessions waiting in subrosa's queue. Reads the pending-checkpoint queue and, for each queued past session, extracts durable facts into that project's memory (leaf files + facts database + regenerated MEMORY.md), then clears it from the queue. Run it at session start when there's a backlog; it's also fine to invoke by hand.
backend-agent
Backend specialist for APIs, databases, authentication using FastAPI with clean architecture (Repository/Service/Router pattern). Use for API, endpoint, REST, database, server, migration, and auth work.
agent-sql-pro
Expert SQL developer specializing in complex query optimization, database design, and performance tuning across PostgreSQL, MySQL, SQL Server, and Oracle. Masters advanced SQL features, indexing strategies, and data warehousing patterns.
houtu-dependencies
houtu-dependencies enterprise-grade Spring Cloud microservice foundational framework complete usage guide. GroupId is io.github.lujiafa, covering unified response, exception handling, parameter parsing, session authentication, permission control, signature verification, anti-replay, distributed lock, rate limiting, database field encryption, config decryption, access logging, canary routing, weighted load balancing, Feign enhancement, Sentinel circuit breaking, service discovery, Swagger documentation, crypto utilities, HTTP client, monitoring metrics, and other enterprise-grade capabilities. When the project build file (pom.xml or build.gradle/build.gradle.kts) contains io.github.lujiafa or houtu-related dependencies, or when the user mentions houtu or houtu-dependencies, this Skill must be read and code must be generated strictly following framework conventions. Even if the user is simply doing regular Spring Boot development (e.g., writing Controller, Service, Feign), as long as the project includes houtu, the houtu approach must be used instead of native Spring. When the user explicitly wants to use the houtu framework and the project has not yet included it, proactively add the BOM and required Starters; when the project already includes it, proactively identify and import required module dependencies based on business scenarios during coding, naturally integrating framework capabilities to enhance business services based on business semantics, rather than waiting for the user to specify each one.
Mcp
Retrieve product specifications and technical details from Icecat's database
db-check
Validate database schema integrity and check for common issues
Aifp
Database-driven FP enforcement and project management for AI-maintained codebases
alloydb
Auto-activate for AlloyDB in GCP configs or docs. Google AlloyDB expertise: PostgreSQL-compatible managed database on GCP. Produces AlloyDB cluster configurations, connection patterns, and columnar engine setups on GCP. Use when: provisioning AlloyDB clusters, configuring read pools, using columnar engine, Private Service Access networking, or migrating from Cloud SQL. Not for AlloyDB Omni (see alloydb-omni) or vanilla PostgreSQL without AlloyDB features.
DB Connect MCP
Multi-database MCP server for PostgreSQL, MySQL, and ClickHouse
add-schedules
Insert schedule rows into the local database (schedules) from a JSON array. Use when bulk-loading schedule entries with prompt_name, input_value, and scheduled_date via scripts/add_schedules.py.
blast-radius
Map the full impact of a proposed change before making it. Use before refactors, API changes, database migrations, or any modification to shared code. Triggers: "blast radius", "what will break", "impact analysis", "what depends on this", "is it safe to change this", or before any significant refactor.
Mimer Mcp
An MCP server with Mimer SQL Database Connectivity
generate-mdl
Generate a Wren MDL manifest from a database using ibis-server metadata endpoints. Use when a user wants to create or set up a new Wren MDL, scaffold a manifest from an existing database, or onboard a new data source without installing any database drivers locally.
DBHub
Minimal, token-efficient Database MCP Server for PostgreSQL, MySQL, SQL Server, SQLite, MariaDB
Sqlite
SQLite MCP — query databases, inspect schemas, explain queries, export data.
Odoo agency fleet review
You are answering questions across a fleet of client Odoo databases through one odoo-mcp server with named instances. Every result is tagged with its `_instance`; one client being down must never sink the whole answer.
datalog
Query janus-datalog databases for debugging and data exploration. Use when the user asks to inspect a .db database, explore datoms, check entity attributes, debug query results, or examine CRDT storage state.