SQLAlchemy is a SQL toolkit and Object-Relational Mapping (ORM) library for Python that provides a full suite of well-known enterprise-level persistence patterns
A specialized architecture design MCP server that enables AI-assisted developers to plan optimal system structures through interactive consultations. It generates structured ARCHITECTURE.md and .ai-context.yaml files to guide AI coding tools in building scalable and cost-effective infrastructure.
6
14 npm
1
MIT
Why this server?
Offers tools to analyze and optimize ORM-generated queries, helping to identify and fix performance issues in SQLAlchemy code
An open source Model Context Protocol server for PostgreSQL that provides database health analysis, index tuning, query plan exploration, and safe SQL execution for AI agents throughout the development process.
9
MIT
Why this server?
Handles SQLAlchemy model fields as false positives in dead-code detection.
Enables MCP-compatible agents to audit an entire repository through one question, detecting stacks and running parallel checks for dead code, dependencies, security, CVEs, complexity, and lint across Laravel/PHP, Python, TypeScript/React, and Flutter/Dart. It returns normalized, severity-sorted findings with false positives flagged and secret values kept out of the output.
Enables developers and product owners to scan a codebase and extract a readable business overview—features, roles, access control, data model, and endpoints—along with findings on missing or inconsistent rules, and generate shareable HTML or Markdown reports and diagrams.
9
2
MIT
Why this server?
Provides live documentation for the SQLAlchemy SQL toolkit and ORM.
It enables AI engineers to retrieve real-time official documentation for 45+ libraries, search across frameworks, and extract code examples directly inside MCP-compatible assistants, eliminating stale training data and outdated API usage.
5
MIT
Why this server?
Reads SQLAlchemy models or mappings to provide cross-framework analysis beyond Django's app registry.
Enables developers to analyze Django projects for risky code patterns such as cascade delete impact, N+1 queries, unsafe migrations, and unscoped tenant reads through MCP tools and a CLI.
37
64 PyPI
MIT
Why this server?
Helps identify and fix performance issues in SQLAlchemy ORM code, optimizing query execution plans and suggesting appropriate indexes to improve performance.
Postgres Pro is an open source Model Context Protocol (MCP) server built to support you and your AI agents throughout the entire development process—from initial coding, through testing and deployment, and to production tuning and maintenance.
9
3,384
MIT
Why this server?
Audits SQLAlchemy usage against the resolved version, promoting 2.0-style queries, DeclarativeBase, mapped_column, and session.execute(select(...)) while flagging incompatible or deprecated patterns.
Enables AI coding agents to inspect project dependency versions, resolve version constraints, and audit Python code for deprecated or incompatible APIs using authoritative evidence and local AST analysis.
3
16 npm
MIT
Why this server?
Traces SQLAlchemy ORM models to understand database schema changes and their impact on API routes and frontend code.
Sub-1ms cross-stack AST contract layer and compiler verification engine mapping React/Next.js routes to FastAPI and SQLAlchemy models for AI coding agents.