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GitHub Open Source Lum1104/Understand-Anything

Claude Code skills that turn any codebase into an interactive knowledge graph you can explore, search, and ask questions about (Multi-platform e.g., Codex are supported).

5,332
Traction Score
417
Forks
Mar 15, 2026
Launch Date
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Product Positioning & Context

AI Executive Synthesis
Comprehensive, interactive knowledge graph for entire project ecosystems, not just code
This feature request identifies a critical expansion opportunity for "Understand-Anything": moving beyond code-centric knowledge graphs to encompass an entire project ecosystem. Including non-code assets like Unity prefabs, Dockerfiles, Kubernetes manifests, and documentation (`docs-as-codes`) would significantly enhance its value. The ability to map relationships between these diverse artifacts provides crucial insights for human developers (e.g., "blast radius" analysis) and AI agents. This strategic pivot transforms the product from a code understanding tool into a holistic project intelligence platform, addressing a broader market need for comprehensive system comprehension and impact analysis.
Claude Code skills that turn any codebase into an interactive knowledge graph you can explore, search, and ask questions about (Multi-platform e.g., Codex are supported).
claude-code claude-skills codex codex-skills knowledge-graph understandcode

Active Developer Issues (GitHub)

open Parallel file-analyzer subagents can produce inconsistent node IDs and invalid complexity values
Logged: Mar 30, 2026
open User feedback
Logged: Mar 30, 2026
open how to interact with other spec coding tools, like spec kit、open spec?
Logged: Mar 30, 2026
open 请教一下 /understand后缀的options是填什么?
Logged: Mar 29, 2026
open Heavy token usage
Logged: Mar 27, 2026

Community Voice & Feedback

Ludobico • Mar 30, 2026
I have the same problem. I’m using Claude Code Pro, and I hit a rate limit in batch-2 on a ~6,600-line project, so I can’t proceed further.
Lum1104 • Mar 29, 2026
排查下路径是不是没有设置正确,手动打开的方式如下:

`cd && GRAPH_DIR= npx vite --host 127.0.0.1 --open`
VirgilG72 • Mar 29, 2026
Lum1104 • Mar 29, 2026
方便看看 `.understand-anything/` 文件夹下面的内容吗,看着像少了一个 `meta.json`
VirgilG72 • Mar 29, 2026
> 可以参考[这里](https://github.com/Lum1104/Understand-Anything/blob/main/understand-anything-plugin/skills/understand/SKILL.md#options),不填也没问题的

ok 还有一个问题 大佬有空看看 理论上已经搭建完成 我先输入/understand 然后输入/understand-dashboard,但打开的时候提示Invalid knowledge graph: Missing or invalid project metadata
Lum1104 • Mar 29, 2026
可以参考[这里](https://github.com/Lum1104/Understand-Anything/blob/main/understand-anything-plugin/skills/understand/SKILL.md#options),不填也没问题的
Lum1104 • Mar 29, 2026
Hi, I made some update based on your suggestion, feel free to check if it can help~
Lum1104 • Mar 28, 2026
Hi, can you check it now~
Lum1104 • Mar 27, 2026
Yeah I remember that, I thought the token cost problem might be affect by the framework knowledge by #13 , but it is not 😱. So I create a new pr to try to solve it.
efficientgoose • Mar 27, 2026
@Lum1104 isn't a similar issue already open?
nkumar-aw • Mar 27, 2026
Edit : is there a way to know about certain folders actually being drawn into the map?
ThanhWilliamLe • Mar 24, 2026
lol we're gonna have to get used to reading stuffs written by AI, i let my agent handle my issues too so no worries.

Things like I mentioned above:
- For Unity, the ScriptableObjects and Prefabs will also create a bunch of relationships between classes/other scriptables/other prefabs/even other assets like textures, shaders,... So having a interactive graph / up-to-date knowledge graph will help a lot for both human work (e.g. preview blast radius before removing some stuffs) and AI work. This is also what I need most right now.
- Documents: many of my projects have docs-as-codes (.md files), they reference each other and somewhat depend on each other quite often, and some projects even have doc-over-code ratio being >50 so I suppose having a strong and fast "understanding graph" helps a lot too.
Lum1104 • Mar 24, 2026
lol. I did use it to polish the comment, but it sound wierd like that. Never mind and sorry in advance.
efficientgoose • Mar 24, 2026
Lmao @Lum1104 why are you typing like Claude right now? On a serious note, this sounds like an awesome idea and very achievable
Lum1104 • Mar 23, 2026
That's a fantastic idea! Expanding the knowledge graph to include non-code assets like Dockerfiles and Unity prefabs would be really powerful. Let's discuss this—what specific features or integrations do you have in mind?

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