Home / andersonlimahw / lemon-ai-hub · plugins/graph-feature-architect/SKILL.md · GitHub

graph-feature-architect skillA

graph-feature-architect is agent-read markdown (skill) from andersonlimahw/lemon-ai-hub: Plan new feature implementations grounded in the project's existing knowledge graph (graphify-out/ or a karpathy-graph output) instead of ad-hoc grepping. Use when a graph already exists for the target codebase and the user wants to plan, scope, or architect a feature that plausibly touches more than one module — surfaces god nodes, community boundaries, and cross-file relationships before any code is written. If no graph exists yet, this skill says so and defers to building one (graphify update.

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

What the file says

# Graph Feature Architect

Minimal skeleton, recreated after the original plugin was removed from the hub while consumer repos still symlinked to it. See `agents/graph-feature-architect.md` for the operating flow: locate the graph, scope the feature into 1-3 graph queries, rank blast radius, sequence the plan leaf-to-god-node, and report honestly when the graph is missing or stale.

Use `karpathy-graph` first if no graph exists yet — this plugin only plans against a graph that is already built.

Read the whole file at its exact version.

How to install

Latest version
mdr add andersonlimahw/lemon-ai-hub/graph-feature-architect@git:20260913.b3afa6b
Exact content
mdr add andersonlimahw/lemon-ai-hub/graph-feature-architect@sha256:a3ca316998c552c8

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_5s6rb5yn2mcib6zz.svg)](https://markdownregistry.com/a/art_5s6rb5yn2mcib6zz)

1 badge views in 30 days

Versions

versioncommittedcommitsizeaudit
git:20260913.b3afa6b latest2026-09-13 b3afa6b 1,127 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (1127 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

GitHub

andersonlimahw/lemon-ai-hub · 14 stars · license none · pushed 2026-09-20 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_5s6rb5yn2mcib6zz
GET https://markdownregistry.com/api/v1/resolve?ref=andersonlimahw/lemon-ai-hub/graph-feature-architect
GET https://markdownregistry.com/api/v1/blob/a3ca316998c552c8b0621f8480bf2dd09e2360a422b981fa88a2128904614bec

Your agent 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.

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