"Flat" matching MCP servers:

Enables AI agents to inspect, audit and safely edit locale JSON files across flat, nested, and namespaced layouts without loading whole files into the model context, with compact token-efficient reads and write paths that cannot drop keys or overwrite silently. Ships ten tools plus slash-command prompts for project info, key search, reference lookup, translation upserts, and missing-translation audits.

It enables users to infer bounded flat CSV/JSON/JSONL schemas, propose and review correspondences to a target contract, validate records, and generate versioned mappings with reusable Python transforms through nine stdio tools.

Enables read-only access to company data across PostgreSQL, MongoDB Atlas, and flat files through MCP tools, allowing AI assistants to query and retrieve information via natural language.