graphflow SKILL.md skillA
graphflow from roarpeng/graphflow is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add roarpeng/graphflow/graphflow@git:20261020.7a91f1aPins git:20261020.7a91f1a in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- roarpeng/graphflow
- Path
skills/graphflow/SKILL.md- Versions recorded
- 15
- Latest version
- git:20261020.7a91f1a, committed Oct 20, 2026
- First version recorded
- Aug 19, 2026
- Size
- 24,026 bytes
- Repository stars
- 23
- License
- Apache-2.0
Token-First Surgical Code Engine (gf_read, gf_edit, gf_exec, gf_macro) for TS/JS, Python, Go, Rust, C/C++, C# — true AST for all six language families (TS/JS via `@babel/parser`; Python/Go/Rust/C/C++/C# via optional tree-sitter grammars, structural fallback), self-written L0 semantic index, inheritance-aware blast-radius guards, ambiguous-safe rename, type-aware knowledge-graph calls with alias-resolved imports, precision-capped BM25 doc↔code links, `extends`-aware affected-test routing…
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# GraphFlow — Token-First Surgical Engine (外科手术级省 Token 引擎) Always prefer the 4 surgical `gf_*` MCP tools over raw full-file reads or verbose test runs (请优先使用以下 4 个 `gf_*` 工具代替整文件读取与全量测试): 1. **`gf_read`** (`targets`, `q`, `topK`, `skeleton`, `dedup`): - Read exact symbols (`"src/file.ts#symbol"`, `"src/file.ts:L1-L2"`) with automatic **Cross-File Type Closure** and receiver-type-aware `[Blast Radius]` caller snippets — blast-radius target resolution consults the self-written L0 semantic index first (confidence ≥0.75) and only then the receiver/inheritance heuristics: declarations, annotations, `new Type()`, parameters, class fields, `this`/`self`/`cls`/`Self`, `Class.`/`Class::` and the Go/Rust/C++/C# declaration forms; `super`/`base` resolve to the parent class, subclass receivers dispatch to inherited base methods unless an intermediate class overrides, last assignment wins per scope, and generic/array/nullable annotations are unwrapped, so `A.cancel` vs `B.cancel` in one file disambiguate and only matching receivers count (精准读取目标函数/类，自动附带跨文件类型定义与调用点爆炸半径；调用目标先查自研 L0 语义索引（置信度 ≥0.75），再回退接收者/继承启发式；方法调用按推断出的接收者类型消歧，`super`/`base` 指向父类，子类可命中未覆写的基类方法，最后赋值优先，泛型/数组/可空标注会解包). …
Read the whole file at its exact version.
How to install
mdr add roarpeng/graphflow/graphflow@sha256:3e871aed2ab88c9aThe line at the top of this page pins the label git:20261020.7a91f1a, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_jwnqwakf5r6jomg4)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 15 versions of this file, between Aug 19, 2026 and Oct 20, 2026, about one every 4 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261020.7a91f1a latest | 2026-10-20 | 7a91f1a | 24,026 B | A | view · diff |
| git:20261020.d8ee84c | 2026-10-20 | d8ee84c | 24,026 B | A | view · diff |
| git:20261019.64f09e1 | 2026-10-19 | 64f09e1 | 22,341 B | A | view · diff |
| git:20261019.4d55a71 | 2026-10-19 | 4d55a71 | 22,033 B | A | view · diff |
| git:20261018.6551407 | 2026-10-18 | 6551407 | 22,033 B | A | view · diff |
| git:20261015.b5938e6 | 2026-10-15 | b5938e6 | 3,161 B | A | view · diff |
| git:20261015.c73dd3c | 2026-10-15 | c73dd3c | 2,273 B | C | view · diff |
| git:20261015.163e06f | 2026-10-15 | 163e06f | 2,095 B | C | view · diff |
| git:20261014.fd39fe4 | 2026-10-14 | fd39fe4 | 1,588 B | A | view · diff |
| git:20261002.58d8365 | 2026-10-02 | 58d8365 | 29,879 B | A | view · diff |
| git:20260920.0fd94e3 | 2026-09-20 | 0fd94e3 | 28,662 B | A | view · diff |
| git:20260912.7b2feae | 2026-09-12 | 7b2feae | 26,616 B | A | view · diff |
| git:20260912.cc2886f | 2026-09-12 | cc2886f | 25,780 B | A | view · diff |
| git:20260908.f6577cb | 2026-09-08 | f6577cb | 22,855 B | A | view · diff |
| git:20260819.381937d | 2026-08-19 | 381937d | 22,340 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (24026 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
roarpeng/graphflow · 23 stars · license Apache-2.0 · pushed 2026-10-20 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_jwnqwakf5r6jomg4 GET https://markdownregistry.com/api/v1/resolve?ref=roarpeng/graphflow/graphflow GET https://markdownregistry.com/api/v1/blob/3e871aed2ab88c9ab0af1db2c065f81f3425b68cf70daebdf6ce63396793c9cc
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.
More from roarpeng/graphflow
Every file in roarpeng/graphflow