io.github.looptech-ai/understand-quickly

@looptech-ai/understand-quickly-cli

Public registry of code-knowledge graphs for AI agents with schema validation and drift detection.

46 3 tools GitHub npm PyPI

No known CVEs

Apache-2.0 license

Actively maintained

Last commit 15d ago

Works with most clients

Transport: stdio, sse, http

3 tools · ~134 tok

Grade A · 0.1% of 200K ctx

MCPpedia last refreshed this data 3h ago

This server has been archived and is no longer actively maintained.

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io.github.looptech-ai/understand-quickly is an MCP server that public registry of code-knowledge graphs for AI agents with schema validation and drift detection. Its tool list has not been published yet over stdio, sse and http, requires no API key, and scores 75/100 on MCPpedia's security, maintenance and efficiency rubric.

AI / ML

Step 1

Install in your client

Config is the same across clients — only the file and path differ.

Supported in Claude Desktopstdio, sse, http · Node 18+

Paste into ~/Library/Application Support/Claude/claude_desktop_config.json

{
  "mcpServers": {
    "io-github-looptech-ai-understand-quickly": {
      "args": [
        "-y",
        "@looptech-ai/understand-quickly-cli"
      ],
      "command": "npx"
    }
  }
}

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[![MCPpedia Score](https://mcppedia.org/api/badge/io-github-looptech-ai-understand-quickly)](https://mcppedia.org/s/io-github-looptech-ai-understand-quickly)

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What io.github.looptech-ai/understand-quickly does

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

Test This Server

Run this in your terminal to verify the server starts. Then let us know if it worked — your result helps other developers.

npx -y '@looptech-ai/understand-quickly-cli' 2>&1 | head -1 && echo "✓ Server started successfully"

After testing, let us know if it worked:

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Scored, not listed

Why this score

Five weighted categories — click any category to see the underlying evidence.

Score breakdown

75/100across 5 weighted dimensions

How we score →

0255075100

−25

Security

Maintenance

Efficiency

Documentation

Compatibility

Categoriesclick a row to see evidence

Security

OSV.dev

No known CVEs.

Checked @looptech-ai/understand-quickly-cli against OSV.dev.

Inventory

Tools (3)

Click any tool to inspect its schema.

~134 tokens total

Inventory

Resources (1)

registry

Public registry of code-knowledge graphs with canonical pointers

https://looptech-ai.github.io/understand-quickly/registry.json

Community

Reviews

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Frequently Asked Questions

Is io.github.looptech-ai/understand-quickly safe to use?: io.github.looptech-ai/understand-quickly has no known CVEs as of the latest MCPpedia security scan. It does not require authentication, so any local process can connect — keep this in mind in shared environments. Licensed under Apache-2.0.
How do I install io.github.looptech-ai/understand-quickly?: io.github.looptech-ai/understand-quickly supports copy-paste install configs on its MCPpedia page for Claude Desktop, Cursor, and Claude Code. Scroll to the Quick Install section and select your client.
What can io.github.looptech-ai/understand-quickly do?: io.github.looptech-ai/understand-quickly provides 3 tools: list_repos, get_graph, search_concepts. See the full tools list on the server page for descriptions and parameters.
What AI clients work with io.github.looptech-ai/understand-quickly?: io.github.looptech-ai/understand-quickly is compatible with claude-desktop, cursor, claude-code. It uses stdio and sse and http transport.
Is io.github.looptech-ai/understand-quickly actively maintained?: io.github.looptech-ai/understand-quickly is actively maintained — last commit was 15 days ago. It has 46 GitHub stars.

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Community

Discussion

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Has anyone used this with Cursor?How do you handle auth?Any alternatives?

🧠 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.

Latest: v0.4.0 — CLI 0.1.3, MCP 0.1.2, Python SDK 0.1.1, GH Action v0.1.0. CHANGELOG →

New here? Read this first 👋

It's a public directory of "map files" for codebases. Each entry points at a JSON file (a knowledge graph or context bundle) that describes a project's structure — files, functions, modules, how they connect — in a shape that AI tools can read in one network request.

If you're a project maintainer, you can add your repo so AI assistants can understand it instantly. If you're an AI agent or tooling developer, you can fetch any indexed graph by URL with no auth and no SDK.

No code required to be listed. Use the wizard — fill four fields, the bot opens the PR.

No infrastructure, no costs. Graphs stay in your repo; we

Frequently Asked Questions

Is io.github.looptech-ai/understand-quickly safe to use?

io.github.looptech-ai/understand-quickly has no known CVEs as of the latest MCPpedia security scan. It does not require authentication, so any local process can connect — keep this in mind in shared environments. Licensed under Apache-2.0.

How do I install io.github.looptech-ai/understand-quickly?

io.github.looptech-ai/understand-quickly supports copy-paste install configs on its MCPpedia page for Claude Desktop, Cursor, and Claude Code. Scroll to the Quick Install section and select your client.

What can io.github.looptech-ai/understand-quickly do?

io.github.looptech-ai/understand-quickly provides 3 tools: list_repos, get_graph, search_concepts. See the full tools list on the server page for descriptions and parameters.

What AI clients work with io.github.looptech-ai/understand-quickly?

io.github.looptech-ai/understand-quickly is compatible with claude-desktop, cursor, claude-code. It uses stdio and sse and http transport.

Is io.github.looptech-ai/understand-quickly actively maintained?

io.github.looptech-ai/understand-quickly is actively maintained — last commit was 15 days ago. It has 46 GitHub stars.

🧠 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.

Latest: v0.4.0 — CLI 0.1.3, MCP 0.1.2, Python SDK 0.1.1, GH Action v0.1.0. CHANGELOG →

Browse → · Add your repo (wizard) · Quickstart · FAQ (plain English) · Alternatives · Badge · Contributing

New here? Read this first 👋

No code required to be listed. Use the wizard — fill four fields, the bot opens the PR.
No infrastructure, no costs. Graphs stay in your repo; we

... View full README on GitHub