Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add will-pagane/claude-superdev-harness --skill code-ultragraph-reviewgit clone --depth 1 https://github.com/will-pagane/claude-superdev-harnessWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/will-pagane/claude-superdev-harness/code-ultragraph-review)<a href="https://agentmods.dev/skills/will-pagane/claude-superdev-harness/code-ultragraph-review"><img src="https://agentmods.dev/badge/skills/will-pagane/claude-superdev-harness/code-ultragraph-review/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/will-pagane/claude-superdev-harness/code-ultragraph-review"><img src="https://agentmods.dev/badge/skills/will-pagane/claude-superdev-harness/code-ultragraph-review.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00000 | $0.04318 |
| Opus 5.5 | $0.00000 | $0.01727 |
| Sonnet 5.5 | $0.00000 | $0.00864 |
| Haiku 4.5 | $0.00000 | $0.00432 |
Grade A, and why
code-ultragraph-review scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 127 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Code Ultragraph Review
Overview
A deep, whole-codebase review is too large for one context to do well. This skill runs it as a graph-informed, multi-agent ultracode workflow: the committed knowledge graph partitions the codebase and surfaces hotspots; dozens of subagents review slices across every finding class; each finding is adversarially verified before it survives; results are deduped and severity-ranked into one report.
Two hard rules:
- No graph → no run. This skill only operates on a project that already has a committed knowledge graph.
- Always ultracode. The review MUST run via the Workflow tool. Never do it inline, and never with ad-hoc
Agentteammates — defaulting to a handful of inline teammates is the exact failure mode this skill exists to prevent.
Invocation & modes
/code-ultragraph-review <category>→ read-only review (current behavior). Writes a report, stops./code-ultragraph-review <category> --autopilot→ fully autonomous WRITE pipeline, category-driven bylib/categories.mjs: worktree → runtime signals (skipped when the mission has no signal provider) → deep-dive workflow → report → headless Codex refine → classify → apply (parallel + SDD) → verify+auto-repair → Pull Request. NO human gates. Opt-in only; without--autopilotthe skill never writes.- Supported missions (the
<category>arg):performance,security,correctness,cleanup,code-health. Each is one entry inlib/categories.mjs(includeCategories,signals,branchPrefix,prTitlePrefix). Adding a mission = adding one registry entry. Default<category>isperformance.
Resolve <category> (default performance) and the --autopilot flag from the skill args first. Record the skill's base directory (reported on load) — every script below is referenced relative to it as <BASE>.
Activation gate (do this FIRST)
Detect a knowledge graph — look for graphify-out/, .graphify/, or any directory holding both graph.json and GRAPH_REPORT.md:
What ships with it
12 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
- apply-workflow.js 1.8 KB runs code
- lib/categories.mjs 2.2 KB runs code
- lib/categories.test.mjs 1.6 KB runs code
- lib/classify-fixes.mjs 1.9 KB runs code
- lib/classify-fixes.test.mjs 1.9 KB runs code
- lib/codex-refine.sh 1.7 KB runs code
- lib/normalize-signals.mjs 3.0 KB runs code
- lib/normalize-signals.test.mjs 2.8 KB runs code
- lib/pr-body.mjs 2.3 KB runs code
- lib/pr-body.test.mjs 1.7 KB runs code
- lib/verify.sh 1.5 KB runs code
- review-workflow.js 25 KB runs code
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 2mo ago First seen · 127 lines · 0 tokens per session scan A 75c0d444140d
code-ultragraph-review is a skill published in the GitHub repository will-pagane/claude-superdev-harness (4 stars, last pushed 23d ago), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 4,318 tokens. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
code-ultragraph-review compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| code-ultragraph-reviewwill-pagane/claude-superdev-harness | Skill | 4 | 23d ago | MIT | A | 0 | Claude Code, Codex |
| michel-packmind-engineer-reviewPackmindHub/packmind | Skill | 321 | yesterday | Apache-2.0 | A | 181 | Claude Code |
| idea-teammajiayu000/spellbook | Skill | 290 | 3d ago | MIT | A | 182 | Claude Code |
| codex-agentmajiayu000/spellbook | Skill | 290 | 3d ago | MIT | A | 45 | Claude Code |
| project-health-auditormajiayu000/spellbook | Skill | 290 | 3d ago | MIT | A | 31 | Claude Code |
| review-gatemajiayu000/spellbook | Skill | 290 | 3d ago | MIT | A | 95 | Claude Code, Codex |
| review-diffdecodingai-magazine/building-a-coding-agent-from-scratch-course | Skill | 1.1k | 14d ago | Apache-2.0 | A | 16 | Claude Code, Codex |