live-audit

live-audit is a skill for Claude Code, Codex from Grinv/mal-mcp. It costs 81 tokens per session (6,108 once invoked), scanned A, original, MIT.

A project-specific testing and review procedure for the mal-mcp package, an MCP server connected to the Tenrai and MyAnimeList APIs.

In plain words
What is it for?
Running build, test, and lint checks; testing unusual inputs and missing records; checking reversible mutations; reviewing source code; and comparing documentation with the implementation.
Why use it?
It helps find bugs in live tool behavior, source code, input handling, documentation, and package consistency before release.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one. Also seen: mentions subagents; mentions Claude Code; installed under .agents/ (shared by several agents).

Install

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.

agentmods
npx agentmods add skills/grinv/mal-mcp/live-audit
Any agent
npx skills add Grinv/mal-mcp --skill live-audit
Clone the repo
git clone --depth 1 https://github.com/Grinv/mal-mcp

Made for: Claude Code, Codex.

Wrote 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.

agentmods badge for live-audit

README.md
[![agentmods](https://agentmods.dev/badge/skills/grinv/mal-mcp/live-audit.svg)](https://agentmods.dev/skills/grinv/mal-mcp/live-audit)
Your own site
<a href="https://agentmods.dev/skills/grinv/mal-mcp/live-audit"><img src="https://agentmods.dev/badge/skills/grinv/mal-mcp/live-audit.svg" alt="Measured on agentmods" height="20"></a>
Per session 81 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 6,108 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. Scan, not verified.
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00081 $0.06108
Opus 5 $0.00041 $0.03054
Sonnet 5 $0.00016 $0.01222
Haiku 4.5 $0.00008 $0.00611

Measured 5d ago against content hash d527676f111c, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-06, from the pricing page.

Security

Grade A, and why

live-audit 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 5d 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.

.agents/skills/live-audit/SKILL.md · 414 lines

How it starts

The opening of the file, as written. The whole thing — 414 lines — stays where its author put it; the contents beside it link to each section on GitHub.

live-audit — mal-mcp health check + edge-case hunt

Repo-specific playbook, for any agent/model working on this repo (not tied to a particular harness — see AGENTS.md's own agent-agnostic framing). Use it when asked to test/audit the published or just-fixed mal-mcp package, hunt for bugs/edge cases, or repeat "the same kind of testing as before." Sibling repos (tmdb-mcp, steam-games-mcp, anilist-mcp-server) keep their own live-audit/SKILL.md — when either this file or a sibling's improves, sync the useful parts both ways rather than letting them drift.

Goal: find real bugs/inaccuracies in the live tool behavior (against the real Tenrai API, its official-MAL-API fallback, and the official MAL API itself) and in the source, then fix what's found. Read AGENTS.md first if it's not already in context — every fix must follow its conventions (guard()/ never-throw, format.schemas.ts's .strict() shaper/schema 1:1 rule vs. clients/mal.ts's deliberate z.looseObject(), commit author/no-Co-Authored-By, etc.).

This assumes the server is already reachable as an MCP connection in your current session (e.g. as mcp__mal__* tools in Claude Code). If it isn't connected, connect it first rather than skipping straight to step 1.

Contents

  • How to run this: fan the sections out, don't walk them inline
    1. Confirm "published"/"fixed" actually means what you think it means
    1. Static pass first (cheap, catches regressions before you burn API calls)
    1. Safety rules for live testing (read before calling anything)
    1. Live edge-case sweep
    1. Source-level code review
    1. Docs/metadata consistency
    1. Report, then fix only what's confirmed
    1. Commit + changelog, if asked

How to run this: fan the sections out, don't walk them inline

Split the sections below across concurrent subagents and run them in parallel. Walking this file top to bottom in one thread is the wrong default: the sections touch independent surfaces, so serial execution wastes wall-clock and burns the main thread's context on file dumps it only needs a conclusion from. If your environment has no concurrency primitive, run inline and say so in the report.

Read the full file on GitHub · 414 lines

Changes

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.

  1. 5d ago First seen · 414 lines · 81 tokens per session scan A d527676f111c

Subscribe to this mod's changes

live-audit is a skill published in the GitHub repository Grinv/mal-mcp (2 stars, last pushed 12d ago), licensed MIT. It adds 81 tokens to every session and 6,108 once invoked, about $0.0004 per session on Opus 5. 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.

Related

Other skills, from other repositories

live-audit

Audit anilist-mcp-server — build/test/lint gate, live MCP tool edge-case sweep (input validation, not-found paths, mutations with capture/revert), source-level code review, and docs/metadata consistency. Use when asked to test/audit the published or just-fixed anilist-mcp-server package, hunt for bugs/edge cases, or…

Grinv/anilist-mcp-server · 85 tokens

tool-description-check

Self-check a new or edited MCP tool description/field .describe() text before committing — verify every behavioral claim against live testing, check for contradictions with sibling tools, and score against Glama's Tool Definition Quality Score (TDQS) rubric. Use whenever a tool description or schema field description…

Grinv/anilist-mcp-server · 74 tokens

release

Cut a release of anilist-mcp-server — draft CHANGELOG entries, check docs/metadata consistency, then bump/tag/push. Use when asked to release, cut a version, or publish a new version of this package.

Grinv/anilist-mcp-server · 48 tokens

fixture-accuracy-check

Make sure a mocked-fetch test fixture mirrors AniList's real GraphQL response shape, not just whatever fields make the current code pass. Use before writing or changing a fixture in src/tests/.test.ts.

Grinv/anilist-mcp-server · 48 tokens

docs-consistency-check

Check README/manifest.json/server.json/CHANGELOG.md/AGENTS.md and docs/.md for drift against the actual registered tools and source. Use after adding, renaming, or removing a tool, or as part of a live-audit pass.

Grinv/anilist-mcp-server · 56 tokens

mutation-test-safety

The capture-state/smallest-change/verify/revert/verify-revert contract for live-testing a mutation tool against a real account. Use any time you're about to call a mutation tool live, not just during a full audit.

Grinv/anilist-mcp-server · 51 tokens