Production Audit
affaan-m/ECC
Local-evidence production readiness audit for shipped apps, pre-launch reviews, post-merge checks, and "what breaks in prod?" questions without sending repo data to an external audit service.
Audits agentic products for tool parity, authority, approval payloads, recovery, and trust using 24 rules and a ship verdict.
$ npx skills add mblode/agent-skills --skill ax-audit -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install mblode/agent-skills ax-audit --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/mblode/agent-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/ax-audit .claude/skills/ax-audit && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "ax-audit" agent skill from https://github.com/mblode/agent-skills/tree/main/skills/ax-audit into .claude/skills/ax-audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ax-audit", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/mblode/agent-skills/tree/main/skills/ax-auditType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add mblode/agent-skills --skill ax-audit -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install mblode/agent-skills ax-audit --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mblode/agent-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/ax-audit .agents/skills/ax-audit && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "ax-audit" agent skill from https://github.com/mblode/agent-skills/tree/main/skills/ax-audit into .agents/skills/ax-audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ax-audit", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add mblode/agent-skills --skill ax-audit -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install mblode/agent-skills ax-audit --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mblode/agent-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/ax-audit .cursor/skills/ax-audit && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "ax-audit" agent skill from https://github.com/mblode/agent-skills/tree/main/skills/ax-audit into .cursor/skills/ax-audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ax-audit", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/mblode/agent-skills.git --path skills/ax-audit--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add mblode/agent-skills --skill ax-audit -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install mblode/agent-skills ax-audit --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mblode/agent-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/ax-audit .gemini/skills/ax-audit && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "ax-audit" agent skill from https://github.com/mblode/agent-skills/tree/main/skills/ax-audit into .gemini/skills/ax-audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ax-audit", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install mblode/agent-skills ax-auditInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add mblode/agent-skills --skill ax-audit -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/mblode/agent-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/ax-audit .github/skills/ax-audit && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "ax-audit" agent skill from https://github.com/mblode/agent-skills/tree/main/skills/ax-audit into .github/skills/ax-audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ax-audit", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add mblode/agent-skills --skill ax-audit -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install mblode/agent-skills ax-audit --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mblode/agent-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/ax-audit .opencode/skills/ax-audit && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "ax-audit" agent skill from https://github.com/mblode/agent-skills/tree/main/skills/ax-audit into .opencode/skills/ax-audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ax-audit", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
ax-auditAudits agentic products for tool parity, authority, approval payloads, recovery, and trust using 24 rules and a ship verdict.
Ax Audit is an agent skill from mblode/agent-skills. Audits agentic products for tool parity, authority, approval payloads, recovery, and trust using 24 rules and a ship verdict. Use when asked for an "AX audit", to review an agent approval flow, or whether an agent can operate the product.
Its SKILL.md is about 2.8k tokens, which your agent loads only when the skill is triggered. The skill folder holds 39 other files, including reference files (for example `evals/evals.json`, `evals/evaluation-scenarios.md` and `references/ax-evolution-curve.md`).
The repository describes itself as: Nobody ships AI slop on purpose. These skills make sure you don’t. The licence is MIT.
Read from SKILL.md and the folder at commit cef4cfa. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Shell commands in SKILL.md call:
rgFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Ax Audit loads about 2.8k tokens when it runs, and up to ~11k if it reads all its reference files. Until then it costs about 62 tokens; SKILL.md has 1,331 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from mblode/agent-skills at commit cef4cfa, republished under its MIT licence (© mblode). 1,331 words, ~2,770 tokens.
.claude/skills/ax-audit/SKILL.md (or your agent's skills folder). This skill also uses 36 other files; get the full folder from GitHub.Feature-level reviewer for apps where an agent acts for the user. One question: does it earn trust, and where does it break?
rules-arch/) and trust (rules-ax/), ending in a ship-readiness verdict plus an AX Relationship Summary.ui-design Audit mode); developer-facing API, CLI, or type ergonomics (use dx-audit); public site or docs agent scores (use agent-ready); agent instruction files (use agents-md); what the product should do before it exists (use product-design).No agentic features in scope? Stop. AX rules against forms and lists are noise.
AX Audit progress:
- [ ] Step 1: Scope, via the diff against the PR base merge-base (PR mode) or explicit path (full sweep)
- [ ] Step 2: Detect agentic features per references/feature-playbooks.md
- [ ] Step 3: Run each detected feature's playbook in order, plus the diff-wide checks (PR mode only)
- [ ] Step 4: For each check, load the rule file and follow its detection recipe
- [ ] Step 5: Tier each finding per references/ship-readiness.md (rule override table wins)
- [ ] Step 6: Render verdict + findings + AX Relationship Summary per references/output-format.md
- [ ] Step 7: Run the audit self-check and report its evidence countsPR-mode scope is the diff plus the tool definitions and orchestrator it touches. Findings in untouched files belong in a full sweep, not this verdict. Playbook annotations are a scan copy; the rule file is authoritative. parity-orphan-ui-action runs on every PR-mode audit and never in a full sweep, where there is no diff for it to read.
Rule greps name the most common identifiers, not every framework's spelling. When a grep misses in code that plainly does the thing (a gate, a stream, a tool result), check references/framework-signals.md for the stack's name for it before recording unknown.
| Layer | Folder | Rules | Load when a playbook names |
|---|---|---|---|
| 1: Architecture | rules-arch/ | 11 | rules-arch/<category>-<slug>.md |
| 2: Experience | rules-ax/ | 13 | rules-ax/<category>-<slug>.md |
Categories: arch = parity, granularity, context, comm; ax = trust, control, context, comm. Shared prefixes are different rules: rules-arch/comm-no-approval-gate.md (no gate on the execution path) is not rules-ax/control-no-approval-gate.md (gate exists, stakes are wrong).
Run Layer 1 comm/parity and Layer 2 control/trust first. They hold the blockers. Category map: rules-arch/_sections.md, rules-ax/_sections.md.
| Priority | Layer | Category | Prefix | Rules |
|---|---|---|---|---|
| 1 | arch | Communication | comm- | 3 |
| 2 | arch | Parity | parity- | 4 |
| 3 | ax | Control | control- | 4 |
| 4 | ax | Trust | trust- | 3 |
| 5 | arch | Context | context- | 2 |
| 6 | ax | Communication | comm- | 4 |
| 7 | ax | Context | context- | 2 |
| 8 | arch | Granularity | granularity- | 2 |
Three tiers: release-blocker, fix-this-sprint, backlog. Definitions, the generic surface bump, and verdict logic live in references/ship-readiness.md.
Precedence: the rule's own surface-override table > the generic bump > defaultTier. Apply at most one adjustment.
Verdict: ✅ READY (0 blockers, ≤3 sprint) · ⚠️ READY WITH FOLLOW-UP (0 blockers, ≥4 sprint) · ❌ NOT READY (≥1 blocker) · 🚫 INCOMPLETE (self-check failed).
Blockers outrank an incomplete audit. With ≥1 release-blocker and a failed self-check, report ❌ NOT READY and note the self-check failure beneath it: the blockers are established findings and stay actionable, while 🚫 reads as "nothing was learned" and sends the reader away. Reserve 🚫 for an audit with no blockers whose coverage you cannot vouch for.
Render after findings when any agentic feature was detected. Findings serve engineers; this serves designers and PMs. Four fields: evolution stage (behavior, not a label), trust signal (high/moderate/low plus one-line reason), key gap (one actionable sentence), trust question (one question only research can answer).
| File | Read when |
|---|---|
references/feature-playbooks.md | Steps 2-3: detection heuristics, per-feature ordered checks, diff-wide checks |
references/framework-signals.md | Step 4, when the code uses AI SDK, MCP, the Claude Agent SDK, or AG-UI: where the gate, the stream, the completion signal, and the structured result live in each, with the spec defaults the rules lean on |
references/ship-readiness.md | Step 5: tier definitions, precedence, generic surface bump, verdict logic |
references/output-format.md | Step 6: findings JSON schema, summary schema, terminal rendering |
references/ax-evolution-curve.md | Writing the AX Relationship Summary: stage, action depth, costume vs intelligence, and the arguments with no rule that land in keyGap |
rules-arch/_sections.md | Layer 1 categories, default tiers, co-firing pairs |
rules-ax/_sections.md | Layer 2 categories, default tiers, co-firing pairs |
comm-no-intent-handshake defaults to fix-this-sprint but its table says release-blocker on tool execution. Stacking the generic "+1 tier on tool execution" bump on an explicit override double-upgrades backlog findings into blockers.AbortController.abort() is a false affordance. control-no-escape-hatch still fails: verify the abort() call, not the button label, or the audit passes a UI that lies to users.stop() that only closes the stream leaves the executor running. useChat().stop() aborts the fetch. Unless the route passes req.signal into streamText({ abortSignal }) and tool execute reads it, the server finishes every remaining tool call after the user pressed Stop. Trace the signal to the loop, not to the button.annotations from untrusted servers as untrusted; a gate that auto-approves on a third-party server's readOnlyHint: true has handed the gate to that server. comm-no-approval-gate fails it. The spec defaults (destructiveHint: true, readOnlyHint: false) are the fail-closed baseline.toolApproval: "user-approval" emits a tool-approval-request part and waits. A UI that never renders state === "approval-requested", or answers it with addToolApprovalResponse({ approved: true }) on arrival, has a gate in the type system and none for the user. Check the renderer and the response call, not the option.rg -l <feature-pattern>), check each for the counter-pattern, and cite the file list as evidence.detection: observational rules cannot fail on grep evidence alone. granularity-static-api-mapping, control-over-conversational, comm-no-generative-momentum, and the uncertainty-gradient half of trust-no-confidence-cues need interaction-flow judgment; on static evidence alone, return unknown with a reason, not fail.comm-no-approval-gate), present but mismatched to the stakes (control-no-approval-gate), or correct and unreadable (control-thin-approval-payload). Report the first that holds and fix in that order.comm-unrequested-action-no-consent audits that path; evidence names the entry point, not the executor.ax-audit-ignore:<slug> comments count as suppressed, not pass. Report the count in the verdict block; a suppression with no reason is itself a warn.comm-no-generative-momentum and granularity-static-api-mapping default to backlog. One finding promoted to release-blocker flips the whole PR to ❌ NOT READY, so promoting cosmetic ones trains the team to ignore the verdict entirely.ui-design Audit mode findings. "Missing loading state" and "form clears on error" are its territory; duplicating them trains engineers to dismiss the whole AX report.evolutionStage.behavior or the summary flatters a polite chatbot.Flag the audit INCOMPLETE if any of these hold, and include the counts as evidence (planned vs. run rules per playbook, unknown rate, suppressed count):
unknown. Count only unknown here, never out-of-scope: a rule whose layer is absent from the scope you were given was answered correctly, and a narrow diff is the scope Step 1 asks for. Marking a correctly scoped audit INCOMPLETE buries its real blockers under a verdict that reads as "we learned nothing".fail/warn finding lacks file:line evidence or a fix snippetui-design Audit mode: traditional frontend UX around agentic surfaces; run both on agentic feature PRsdx-audit: same files, different reader. This skill asks whether an agent can operate and recover; dx-audit asks whether a human adopting the API, CLI, or types finds it ergonomicagent-ready: whether public docs and HTTP APIs are discoverable to coding agents; this skill audits in-product agent UXproduct-design: what the agentic feature should do, before this auditagents-md: CLAUDE.md / AGENTS.md instruction filesMaintenance only: evals/evals.json and evals/evaluation-scenarios.md hold regression scenarios for changes to this skill; neither loads during a user task.
© mblode, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 36 other files (references) in skills/ax-audit of mblode/agent-skills.
Open the folder on GitHubat commit cef4cfa
Ax Audit next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Ax Audit this skillmblode/agent-skills | 143 | — | ~2.8k | Automated safety check: Pass | MIT | |
| Production Auditaffaan-m/ECC | 275k | 1 repos | ~1.9k | Automated safety check: Pass | MIT | |
| Production Auditsickn33/agentic-awesome-skills | 47k | 1 repos | ~2.7k | Automated safety check: Pass | MIT | |
| Payloadpayloadcms/payload | 45k | 5 repos | ~6.2k | Automated safety check: Pass | MIT | |
| Auditing LLM Gateway ParityPostHog/posthog | 40k | — | ~1.2k | Automated safety check: Pass | Custom licence | |
| Production Code Auditdavila7/claude-code-templates | 32k | 7 repos | ~3.9k | Automated safety check: Warn | MIT |
affaan-m/ECC
Local-evidence production readiness audit for shipped apps, pre-launch reviews, post-merge checks, and "what breaks in prod?" questions without sending repo data to an external audit service.
sickn33/agentic-awesome-skills
Audit a shipped repo for production-readiness gaps across RLS, webhooks, secrets, grants, Stripe idempotency, mobile UX, and deployment health.
payloadcms/payload
A skill your agent uses when working with Payload projects (payload.config.ts, collections, fields, hooks, access control, Payload API).
PostHog/posthog
Audits services/llm-gateway against PostHog/ai-gateway and updates services/llm-gateway/PARITY.md from current implementation evidence.
davila7/claude-code-templates
Autonomously deep-scan entire codebase line-by-line, understand architecture and patterns, then systematically transform it to production-grade, corporate-level professional quality with optimizations
thedaviddias/Front-End-Checklist
A skill your agent uses when auditing e-commerce product pages or implementing structured data for a shop.
mblode/agent-skills
Implements agent-readiness on public sites and docs from Mintlify Agent Score, AFDocs, Is Agentic, Is It Agent Ready, or url-discovery-bench reports, or from server logs of agents 404ing on guessed…
mblode/agent-skills
Creates and improves portable Agent Skills with a validator, routing scenarios, and evidence-based keep, cut, merge, or retire decisions.
mblode/agent-skills
Recovers decisions, previous fixes, research, and what followed a prompt from past AI conversations, with source evidence.
mblode/agent-skills
Cuts the wait from push to green by measuring a pipeline's critical path from run timestamps, then splitting, sharding, trimming setup and sharing test module state, with a before/after ledger.
mblode/agent-skills
Monitors or repairs an open GitHub PR: CI failures, conflicts, review threads, and merge readiness, reporting state changes.
mblode/agent-skills
Builds and maintains a repo's own verification harness (verify CLI, doctor, worktree isolation, feature map, seed data) and a reproduce-first bug handoff.
Audits agentic products for tool parity, authority, approval payloads, recovery, and trust using 24 rules and a ship verdict. Ax Audit is an agent skill from mblode/agent-skills. Audits agentic products for tool parity, authority, approval payloads, recovery, and trust using 24 rules and a ship verdict.
Ax Audit fits situations like: asked for an AX audit; review an agent approval flow; whether an agent can operate the product.
Run `npx skills add mblode/agent-skills --skill ax-audit -a claude-code`. Or copy the skill folder (skills/ax-audit in mblode/agent-skills) into .claude/skills/ax-audit in your project. Claude Code loads it when a task matches its description.
Run `npx skills add mblode/agent-skills --skill ax-audit -a codex`. Or copy the skill folder (skills/ax-audit in mblode/agent-skills) into .agents/skills/ax-audit in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add mblode/agent-skills --skill ax-audit -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/ax-audit, .gemini/skills/ax-audit, .github/skills/ax-audit and .opencode/skills/ax-audit in your project.
Going by SKILL.md and its folder, Ax Audit needs the command-line tools its instructions call (rg).
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Ax Audit is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 2.8k tokens (SKILL.md is roughly 11k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 8.2k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Ax Audit: Production Audit (affaan-m/ECC, 275k stars), Production Audit (sickn33/agentic-awesome-skills, 47k stars), Payload (payloadcms/payload, 45k stars) and Auditing LLM Gateway Parity (PostHog/posthog, 40k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
mblode (a GitHub user) maintains it in mblode/agent-skills, which has 143 GitHub stars. The repository holds 28 skills in this directory. The repository was last updated on October 6, 2026.
Source: mblode/agent-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.