io.github.looptech-ai/understand-quickly
Public registry of code-knowledge graphs for AI agents with schema validation and drift detection.
Open source Open in the app JSON README (API)
About
Public registry of code-knowledge graphs for AI agents with schema validation and drift detection.
Details
- Kind
- MCP servers
- Topic
- AI, RAG & memory
- Publisher
- looptech-ai
- Origin
- official
- Category
- ferramentas
- Transport
- local
- Version
- 0.1.1
- Stars
- 47
- Forks
- 2
- Last push
- 2026-08-08T16:44:30Z
- Repository state
- ativo
- Language
- JavaScript
- License
- Apache-2.0
- Added
- 2026-08-29 04:00:26
- Updated
- 2026-08-29 04:00:26
- Origin id
io.github.looptech-ai/understand-quickly
README
<div align="center">
# 🧠 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.
<!-- Row 1 — repo health -->
[](https://github.com/looptech-ai/understand-quickly/actions/workflows/sync.yml)
[](https://looptech-ai.github.io/understand-quickly/)
[](https://github.com/looptech-ai/understand-quickly/releases)
[](LICENSE)
[](DATA-LICENSE.md)
[](CONTRIBUTING.md)
[](https://github.com/looptech-ai/understand-quickly/issues)
[](https://github.com/looptech-ai/understand-quickly/commits/main)
[](https://scorecard.dev/viewer/?uri=github.com/looptech-ai/understand-quickly)
<!-- Row 2 — distribution surfaces -->
[](https://registry.modelcontextprotocol.io)
[](https://www.npmjs.com/package/@looptech-ai/understand-quickly-cli)
[](https://www.npmjs.com/package/@looptech-ai/understand-quickly-mcp)
[](https://pypi.org/project/understand-quickly/)
[](https://github.com/marketplace/actions/understand-quickly-publish)
[](https://www.npmjs.com/package/@looptech-ai/understand-quickly-cli)
[](https://www.npmjs.com/package/@looptech-ai/understand-quickly-mcp)
[](https://pypi.org/project/understand-quickly/)
<!-- LATEST-START -->
> **Latest:** v0.4.0 — CLI 0.1.3, MCP 0.1.2, Python SDK 0.1.1, GH Action v0.1.0. [CHANGELOG →](CHANGELOG.md)
<!-- LATEST-END -->
[**Browse →**](https://looptech-ai.github.io/understand-quickly/) · [**Add your repo (wizard)**](https://looptech-ai.github.io/understand-quickly/add.html) · [**Quickstart**](#quickstart) · [**FAQ (plain English)**](docs/faq.md) · [**Alternatives**](docs/alternatives.md) · [**Badge**](docs/badge.md) · [**Contributing**](CONTRIBUTING.md)
</div>
---
## 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](https://looptech-ai.github.io/understand-quickly/add.html) — fill four fields, the bot opens the PR.
- **No infrastructure, no costs.** Graphs stay in your repo; we only store pointers.
- **Open and public.** Apache 2.0 code; permissive [Data License](DATA-LICENSE.md) for the registry.
> First time? The [FAQ](docs/faq.md) answers "what is a knowledge graph?", "do I need this?", and "what happens after I submit?" in plain language.
---
## Quickstart
### I'm an AI agent / SDK user
```bash
curl -fsSL https://looptech-ai.github.io/understand-quickly/registry.json
```
Pick entries with `status: "ok"`. Fetch `entry.graph_url`. Cache by `last_sha`. That's the whole API.
### I want to register my repo
Pick the path that fits:
- 🖱️ **Wizard:** [Add your repo →](https://looptech-ai.github.io/understand-quickly/add.html). Fills the issue for you; the bot opens the PR.
- 💻 **CLI:** `npx @looptech-ai/understand-quickly-cli add` — auto-detects everything. ([npm](https://www.npmjs.com/package/@looptech-ai/understand-quickly-cli))
- ✍️ **Manual PR:** see [Add your repo](#add-your-repo) below.
### I want to use it from Claude / Codex / Cursor (MCP)
Three ways, pick whichever your MCP client likes best:
```jsonc
{
"mcpServers": {
// 1. Via the MCP Registry — package name; client resolves it.
"understand-quickly": {
"package": "io.github.looptech-ai/understand-quickly"
},
// 2. Via npm — install once, run the bin.
// npm i -g @looptech-ai/understand-quickly-mcp
"understand-quickly-npm": {
"command": "understand-quickly-mcp"
},
// 3. Via tsx — for hacking on the source in this repo.
"understand-quickly-dev": {
"command": "npx",
"args": ["tsx", "/path/to/understand-quickly/mcp/src/index.ts"]
}
}
}
```
Tools: `list_repos`, `get_graph`, `search_concepts`. See [`mcp/README.md`](mcp/README.md).
### I'm a Python developer
```bash
pip install understand-quickly
```
```python
from understand_quickly import Registry
print(Registry().list(status="ok"))
```
See [`python-sdk/README.md`](python-sdk/README.md).
### I'm a developer / contributor
```bash
git clone https://github.com/looptech-ai/understand-quickly
cd understand-quickly
npm install && npm test
```
Then read [`CONTRIBUTING.md`](CONTRIBUTING.md).
---
## How it works
```
┌──────────────────────┐
│ looptech-ai/ │
│ understand-quickly │
│ │
│ registry.json │ ← canonical pointers
│ schemas/ │ ← per-format JSON Schemas
│ README.md │ ← auto-rendered table
└────────┬─────────────┘
PR / dispatch │ raw.githubusercontent.com
│
┌─────────────────┴───────────────────┐
▼ ▼
┌──────────────────┐ ┌─────────────────────┐
│ Source repo with │ │ AI agent / MCP / │
│ knowledge graph │ │ human reader │
└──────────────────┘ └─────────────────────┘
```
- **Storage:** graphs live in source repos. The registry stores only pointers.
- **Validation:** every PR runs schema checks on `registry.json` and the graph body.
- **Freshness:** nightly sync resyncs every entry; source repos can opt-in to instant refresh via `repository_dispatch`.
## Supported formats
| Format | Source tool | Tier |
| --- | --- | --- |
| `understand-anything@1` | [Understand-Anything](https://github.com/Lum1104/Understand-Anything) | first-class |
| `gitnexus@1` | [GitNexus](https://github.com/abhigyanpatwari/GitNexus) | first-class |
| `code-review-graph@1` | [code-review-graph](https://github.com/tirth8205/code-review-graph) | first-class |
| `bundle@1` | repo-context packers ([Repomix](https://github.com/yamadashy/repomix), [gitingest](https://github.com/cyclotruc/gitingest), [codebase-digest](https://github.com/kamilstanuch/codebase-digest), …) | first-class |
| `generic@1` | any `{nodes, edges}` graph | fallback |
Adding a new format: PR `schemas/<name>@<int>.json` + an `ok` and `bad` fixture under `schemas/__fixtures__/<name>/`. Full instructions in [CONTRIBUTING.md](CONTRIBUTING.md).
Upstream tools that produce these formats can integrate via [the integration protocol](docs/integrations/protocol.md). PR templates are in `docs/integrations/`.
### Integrating an upstream tool
Easiest path: drop the [`looptech-ai/uq-publish-action`](https://github.com/looptech-ai/uq-publish-action) into your release/build workflow.
```yaml
- uses: looptech-ai/uq-publish-action@v0.1.0
with:
graph-path: '.your-tool/graph.json'
format: 'your-format@1'
token: ${{ secrets.UNDERSTAND_QUICKLY_TOKEN }}
```
The Action stamps `metadata.{tool, tool_version, generated_at, commit}` into the graph and fires a `repository_dispatch` (`event_type=sync-entry`) at this registry. See [`docs/integrations/protocol.md`](docs/integrations/protocol.md) for the full producer contract.
### Embed an indexed-by badge
Once registered, link a status badge in your repo's README. Lower-case the owner/repo and replace `/` with `--` — for example `looptech-ai/uq-publish-action` becomes `looptech-ai--uq-publish-action`:
```markdown
[](https://looptech-ai.github.io/understand-quickly/?entry=OWNER/REPO)
```
The badge auto-updates as your entry's status changes. See [`docs/badge.md`](docs/badge.md) for the full reference.
### Discovery (`.well-known/code-graph`)
Agents can discover this registry's contents without going through `registry.json`:
```bash
curl -fsSL https://looptech-ai.github.io/understand-quickly/.well-known/repos.json
# returns { schema_version, repos: [{id, format, graph_url, last_synced, status, source_sha}] }
```
To make YOUR repo discoverable without registering here, publish a `.well-known/code-graph.json` at the root of your repo. See the [Code-Knowledge-Graph Protocol (CKGP v1) spec](docs/spec/code-graph-protocol.md).
## Distribution
| Channel | Install |
|---|---|
| Pages browser + JSON | <https://looptech-ai.github.io/understand-quickly/> |
| MCP Registry | `io.github.looptech-ai/understand-quickly` (listed in <https://registry.modelcontextprotocol.io>) |
| npm CLI | `npm i -g @looptech-ai/understand-quickly-cli` |
| npm MCP server | `npm i -g @looptech-ai/understand-quickly-mcp` |
| PyPI SDK | `pip install understand-quickly` |
| GitHub Action | `looptech-ai/uq-publish-action@v0.1.0` |
All MIT-or-Apache-2.0 source-licensed. All free to use. The registry data itself is covered by the [Understand-Quickly Data License 1.0](DATA-LICENSE.md).
## Add your repo
The fastest path is the [wizard](https://looptech-ai.github.io/understand-quickly/add.html) or `npx @looptech-ai/understand-quickly-cli add`. The manual flow:
1. Run a [supported tool](#supported-formats) locally and commit its output to your repo.
2. Fork this repo.
3. Append an entry to `registry.json`:
```json
{
"id": "you/yourrepo",
"owner": "you",
"repo": "yourrepo",
"format": "understand-anything@1",
"graph_url": "https://raw.githubusercontent.com/you/yourrepo/main/.understand-anything/knowledge-graph.json",
"description": "one-liner about your project",
"tags": ["python", "agents"]
}
```
4. Open a PR. Validation runs automatically.
### Optional: instant refresh on push
Drop [`docs/publish-template.yml`](docs/publish-template.yml) into your repo as `.github/workflows/understand-quickly-publish.yml`. Add a fine-grained `UNDERSTAND_QUICKLY_TOKEN` PAT (scoped to `repository_dispatch` on this registry) to your repo secrets. Every push that touches your graph file triggers an immediate registry sync.
## Registry
> Auto-generated. Do not hand-edit between the markers.
<!-- BEGIN ENTRIES -->
| Repo | Format | Description | Status | Last synced |
| --- | --- | --- | :---: | --- |
| [understand-quickly/demo-code-review-graph](https://github.com/understand-quickly/demo-code-review-graph) | `code-review-graph@1` | Demo entry: a sample code-review-graph export covering files, classes, and tests. | ✅ ok | 2026-06-25 |
| [understand-quickly/demo-gitnexus](https://github.com/understand-quickly/demo-gitnexus) | `gitnexus@1` | Demo entry: a sample GitNexus graph modeled on its own codebase. | ✅ ok | 2026-06-25 |
| [understand-quickly/demo-understand-anything](https://github.com/understand-quickly/demo-understand-anything) | `understand-anything@1` | Demo entry: a hand-built sample knowledge graph in the understand-anything@1 shape. | ✅ ok | 2026-06-25 |
<!-- END ENTRIES -->
## Status legend
Each entry's `status` field tells consumers whether the linked graph is currently usable.
| Emoji | Status | Meaning | What to do |
| :---: | --- | --- | --- |
| 🆕 | `pending` | Registered but the registry hasn't synced it yet. | Wait for the next sync (≤24h, or fire `repository_dispatch` for instant). |
| ✅ | `ok` | Fetched, validated, current. | Use it. |
| 🟡 | `missing` | 404 in the last sync. Will keep retrying. | Verify the file exists at the registered URL on the default branch. |
| ⚠️ | `invalid` | Body failed schema validation. | Run `npm run validate` locally; fix the field that fails. |
| 📦 | `oversize` | Graph exceeds 50 MB; not fetched. | Slim the graph or split it. |
| 🔁 | `transient_error` | Network or 5xx; will retry next sync. | Usually nothing — wait one cycle. |
| 💀 | `dead` | 7+ consecutive misses. | Re-publish or open an issue to remove the entry. |
| ↪️ | `renamed` | Superseded by `renamed_to`. | Update tooling to point at the new id. |
| 🚫 | `revoked` | Maintainer-retracted. | Don't consume; contact maintainers if unexpected. |
## Development
```bash
nvm use # Node 20
npm install
npm test # node:test
npm run test:coverage
npm run validate # validate registry.json + graphs
npm run sync # resync all entries (writes registry.json)
npm run smoke # dry-run sync against tests/registry-smoke.json
npm run render # regenerate README table
```
Test suites at HEAD: 132 root + 25 CLI + 27 MCP + 54 Python SDK + 15 Playwright = **253 tests**.
### Releases
Automated via [release-please](https://github.com/googleapis/release-please). Conventional Commits (`feat:` / `fix:`) on `main` → release-please opens a per-component Release PR → merging the PR tags and publishes the affected component (CLI, MCP, Python SDK). See [`docs/ops/release-process.md`](docs/ops/release-process.md) for the full flow, tag prefixes, and rollback recipes.
## Contributing
[`CONTRIBUTING.md`](CONTRIBUTING.md) walks through every contribution flow. Trusted authors can land registry-only PRs without review — see [`docs/verified-publishers.md`](docs/verified-publishers.md). By participating you agree to the [Code of Conduct](CODE_OF_CONDUCT.md). Security issues: [`SECURITY.md`](SECURITY.md). Security model: see [threat-model](docs/threat-model.md).
For questions, ideas, or showing off your registered graph: [GitHub Discussions](https://github.com/looptech-ai/understand-quickly/discussions).
## Special thanks
To the maintainers who carry this protocol upstream.
### Adopters (merged)
- [`abhigyanpatwari/GitNexus`](https://github.com/abhigyanpatwari/GitNexus) — first project to ship native `gitnexus publish` integration. Thanks to [@magyargergo](https://github.com/magyargergo) for the thorough review and [@abhigyanpatwari](https://github.com/abhigyanpatwari) for the project.
### Integrations in flight
| Project | PR |
|---|---|
| [`tirth8205/code-review-graph`](https://github.com/tirth8205/code-review-graph) | [#449](https://github.com/tirth8205/code-review-graph/pull/449) |
| [`AsyncFuncAI/deepwiki-open`](https://github.com/AsyncFuncAI/deepwiki-open) | [#517](https://github.com/AsyncFuncAI/deepwiki-open/pull/517) |
| [`punkpeye/awesome-mcp-servers`](https://github.com/punkpeye/awesome-mcp-servers) | [#6148](https://github.com/punkpeye/awesome-mcp-servers/pull/6148) |
| [`yamadashy/repomix`](https://github.com/yamadashy/repomix) | [#1563](https://github.com/yamadashy/repomix/pull/1563) |
| [`coderamp-labs/gitingest`](https://github.com/coderamp-labs/gitingest) | [#577](https://github.com/coderamp-labs/gitingest/pull/577) |
| [`kamilstanuch/codebase-digest`](https://github.com/kamilstanuch/codebase-digest) | [#7](https://github.com/kamilstanuch/codebase-digest/pull/7) |
| [`safishamsi/graphify`](https://github.com/safishamsi/graphify) | [#802](https://github.com/safishamsi/graphify/pull/802) |
| [`The-Pocket/PocketFlow-Tutorial-Codebase-Knowledge`](https://github.com/The-Pocket/PocketFlow-Tutorial-Codebase-Knowledge) | [#185](https://github.com/The-Pocket/PocketFlow-Tutorial-Codebase-Knowledge/pull/185) |
| [`DeusData/codebase-memory-mcp`](https://github.com/DeusData/codebase-memory-mcp) | [#332](https://github.com/DeusData/codebase-memory-mcp/pull/332) |
| [`AIDotNet/OpenDeepWiki`](https://github.com/AIDotNet/OpenDeepWiki) | [#361](https://github.com/AIDotNet/OpenDeepWiki/pull/361) |
### Upstream tools we build on
- [Understand-Anything](https://github.com/Lum1104/Understand-Anything) — first-class graph format.
- [GitNexus](https://github.com/abhigyanpatwari/GitNexus) — first-class graph format + first adopter.
- [code-review-graph](https://github.com/tirth8205/code-review-graph) — first-class graph format.
- [vis-network](https://github.com/visjs/vis-network) — graph rendering on the Pages site.
- [Ajv](https://github.com/ajv-validator/ajv) — JSON Schema validation.
PRs welcome — see [CONTRIBUTING.md](CONTRIBUTING.md).
## Star history
[](https://www.star-history.com/#looptech-ai/understand-quickly&Date)
## License
- **Code** — [Apache License 2.0](LICENSE) © 2026 Alex Macdonald-Smith and LoopTech.AI. Includes a patent grant and contributor terms.
- **Registry data** — [Understand-Quickly Data License 1.0](DATA-LICENSE.md). Anyone can use the registry, including for AI/ML training; in exchange, contributions and submissions grant Alex Macdonald-Smith and LoopTech.AI a perpetual, sublicensable data-use right that travels with any fork or extension. See [`DATA-LICENSE.md`](DATA-LICENSE.md) for the full terms.
- **NOTICE** file: [`NOTICE`](NOTICE).