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Understand Quickly

looptech-ai/understand-quickly

A public registry that serves pre-built code knowledge graphs to AI agents over HTTPS. Instead of parsing repositories on every request, agents fetch validated JSON graphs from a central index. The MCP exposes three tools: list_repos returns the catalog, get_graph fetches a specific graph by URL, and search_concepts filters entries by topic or format. Supports multiple graph formats including Understand-Anything, GitNexus, and generic bundle schemas. The registry validates every entry against JSON schemas and syncs nightly to catch stale links. Useful when you want LLMs to operate on structured codebase metadata without running indexers locally. Graphs stay in source repos; the registry only holds pointers, so there's no vendor lock-in or hosting cost.

GitHub stars
34
tools
3
transport
STDIO
last updated
May 10, 2026

Tools

3 tools

Public tool metadata for what this MCP can expose to an agent.

list_repos

No parameter schema in public metadata yet.

get_graph

No parameter schema in public metadata yet.

search_concepts

No parameter schema in public metadata yet.

Sponsors

Readme

🧠 understand-quickly

A public, machine-readable registry of code-knowledge graphs.

Point AI agents at any indexed repo and they get a current, schema-validated graph — one URL, one fetch.


View the full README on GitHub

Details

Repository
github.com/looptech-ai/understand-quickly
Category
Documents & Knowledge
Package
@looptech-ai/understand-quickly-mcp
Transport
STDIO
Registry
MCP registry, active

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