Guidelines
akash-network/node
Behavioral guidelines to reduce common LLM coding mistakes. An agent skill from akash-network/node.
Assesses production readiness or audits a codebase against its specs.
$ npx skills add ash1794/vibe-engineering --skill vibe-gap-analysis -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install ash1794/vibe-engineering vibe-gap-analysis --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/ash1794/vibe-engineering.git skills-src && mkdir -p .claude/skills && cp -r skills-src/plugins/vibe-engineering/skills/vibe-gap-analysis .claude/skills/vibe-gap-analysis && 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 "vibe-gap-analysis" agent skill from https://github.com/ash1794/vibe-engineering/tree/master/plugins/vibe-engineering/skills/vibe-gap-analysis into .claude/skills/vibe-gap-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "vibe-gap-analysis", 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/ash1794/vibe-engineering/tree/master/plugins/vibe-engineering/skills/vibe-gap-analysisType 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 ash1794/vibe-engineering --skill vibe-gap-analysis -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install ash1794/vibe-engineering vibe-gap-analysis --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ash1794/vibe-engineering.git skills-src && mkdir -p .agents/skills && cp -r skills-src/plugins/vibe-engineering/skills/vibe-gap-analysis .agents/skills/vibe-gap-analysis && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "vibe-gap-analysis" agent skill from https://github.com/ash1794/vibe-engineering/tree/master/plugins/vibe-engineering/skills/vibe-gap-analysis into .agents/skills/vibe-gap-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "vibe-gap-analysis", 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 ash1794/vibe-engineering --skill vibe-gap-analysis -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install ash1794/vibe-engineering vibe-gap-analysis --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ash1794/vibe-engineering.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/plugins/vibe-engineering/skills/vibe-gap-analysis .cursor/skills/vibe-gap-analysis && 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 "vibe-gap-analysis" agent skill from https://github.com/ash1794/vibe-engineering/tree/master/plugins/vibe-engineering/skills/vibe-gap-analysis into .cursor/skills/vibe-gap-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "vibe-gap-analysis", 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/ash1794/vibe-engineering.git --path plugins/vibe-engineering/skills/vibe-gap-analysis--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 ash1794/vibe-engineering --skill vibe-gap-analysis -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install ash1794/vibe-engineering vibe-gap-analysis --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ash1794/vibe-engineering.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/plugins/vibe-engineering/skills/vibe-gap-analysis .gemini/skills/vibe-gap-analysis && 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 "vibe-gap-analysis" agent skill from https://github.com/ash1794/vibe-engineering/tree/master/plugins/vibe-engineering/skills/vibe-gap-analysis into .gemini/skills/vibe-gap-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "vibe-gap-analysis", 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 ash1794/vibe-engineering vibe-gap-analysisInstalls 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 ash1794/vibe-engineering --skill vibe-gap-analysis -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/ash1794/vibe-engineering.git skills-src && mkdir -p .github/skills && cp -r skills-src/plugins/vibe-engineering/skills/vibe-gap-analysis .github/skills/vibe-gap-analysis && 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 "vibe-gap-analysis" agent skill from https://github.com/ash1794/vibe-engineering/tree/master/plugins/vibe-engineering/skills/vibe-gap-analysis into .github/skills/vibe-gap-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "vibe-gap-analysis", 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 ash1794/vibe-engineering --skill vibe-gap-analysis -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install ash1794/vibe-engineering vibe-gap-analysis --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ash1794/vibe-engineering.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/plugins/vibe-engineering/skills/vibe-gap-analysis .opencode/skills/vibe-gap-analysis && 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 "vibe-gap-analysis" agent skill from https://github.com/ash1794/vibe-engineering/tree/master/plugins/vibe-engineering/skills/vibe-gap-analysis into .opencode/skills/vibe-gap-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "vibe-gap-analysis", 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.
vibe-gap-analysisAssesses production readiness or audits a codebase against its specs.
Vibe Gap Analysis is an agent skill from ash1794/vibe-engineering. Assesses production readiness or audits a codebase against its specs. Supports quick static mode, deep 17-dimension audit, or single-dimension focus. Use before a production launch, after a major refactor, when inheriting a codebase, or when someone asks how done the project is.
Its SKILL.md is about 1.5k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Development, covering Refactoring. The repository describes itself as: 33 engineering discipline skills for Claude Code, OpenAI Codex & Gemini CLI + a CLI for CI/CD enforcement. Extracted from real-world multi-agent system development. Born from… The licence is MIT.
7 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 8f1d71b. 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.
No scripts in the folder and no shell commands in SKILL.md.
From 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.
Vibe Gap Analysis loads about 1.5k tokens when it runs. Until then it costs about 74 tokens; SKILL.md has 613 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 ash1794/vibe-engineering at commit 8f1d71b, republished under its MIT licence (© ash1794). 613 words, ~1,530 tokens.
.claude/skills/vibe-gap-analysis/SKILL.md (or your agent's skills folder).Cynical gap analysis comparing specs/architecture to actual implementation. Three modes from fast to exhaustive. Works with any project that has architecture docs and implementation code.
/vibe-gap-analysis # Quick static (5 structural dimensions)
/vibe-gap-analysis --deep # Full 17-dimension audit with parallel agents
/vibe-gap-analysis --dim N # Single dimension deep-dive (1-17)
/vibe-gap-analysis --dim 1,4,9 # Multiple specific dimensionsFast, single-agent structural audit. No subagents dispatched.
docs/ or similarsrc/, internal/, lib/ etc.docs/plans/gap-analysis-$(date +%Y%m%d).mddocs: gap analysis $(date +%Y%m%d)--deep)Full 17-dimension audit using parallel subagents where the harness supports them (Claude Code, Codex, and Gemini CLI all can). Without subagents, run the dimensions sequentially. Exhaustive production readiness assessment.
Dispatch parallel agents in 3 rounds. Subagents inherit the session's model by default; if the harness lets you choose, a faster or cheaper tier is fine for the scanning rounds, but keep the most capable model for merging and scoring.
Round 1 — Structural (5 agents):
Round 2 — Runtime Execution (7 agents):
Round 3 — Business & Product Maturity (5 agents):
Each agent gets this prompt template:
You are auditing [project] for production readiness.
**Your dimension:** [Dimension N — Name]
**Scope:** [Description]
**Previous gap analysis:** [path, if exists]
Instructions:
1. Read all relevant source files for your dimension
2. For each finding: severity (CRITICAL/HIGH/MEDIUM/LOW), location (file:line), issue, fix, effort
3. Score your dimension 0-100
4. Return findings as structured markdown
Be pedantic and skeptical, and calibrate severity to this project's actual stakes.
Report only findings you can point to with file:line evidence; mark anything inferred as "unverified".After all rounds:
--dim N)Deep-dive into specific dimensions. One agent per requested dimension.
After completion, update only the audited dimensions in the existing gap analysis doc.
| # | Dimension | Type | What to Audit |
|---|---|---|---|
| 1 | Spec Compliance | Structural | Specs vs implementation |
| 2 | Backend Code Quality | Structural | Tests, errors, lint, races |
| 3 | Frontend Completeness | Structural | UI, routes, stores, tests |
| 4 | Deployment & Ops | Structural | Deploy, CI/CD, Docker, TLS |
| 5 | Architecture Integrity | Structural | Design patterns, boundaries |
| 6 | Database Concurrency | Runtime | Transactions, locks, backups |
| 7 | Failure Cascades | Runtime | Recovery, circuit breakers |
| 8 | E2E Data Flow | Runtime | API contracts, idempotency |
| 9 | Security | Runtime | Input validation, injection, secrets |
| 10 | Observability | Runtime | Logging, alerting, metrics |
| 11 | Data Durability | Runtime | RPO/RTO, backups, replication |
| 12 | Cost/Resource Control | Runtime | Budgets, limits, rate limiting |
| 13 | Performance & Load | Business | Timeouts, benchmarks, limits |
| 14 | Multi-Tenancy | Business | User isolation, data scoping |
| 15 | Privacy & Compliance | Business | GDPR, PII, consent, encryption |
| 16 | Supply Chain | Business | Dep pinning, vuln scanning, builds |
| 17 | Operational Readiness | Business | Runbooks, SLOs, incident response |
All modes produce:
© ash1794, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in plugins/vibe-engineering/skills/vibe-gap-analysis of ash1794/vibe-engineering.
Open the folder on GitHubat commit 8f1d71b
Vibe Gap Analysis 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 |
|---|---|---|---|---|---|---|
| Vibe Gap Analysis this skillash1794/vibe-engineering | 163 | — | ~1.5k | Automated safety check: Pass | MIT | |
| Guidelinesakash-network/node | 1.1k | 20 repos | ~577 | Automated safety check: Pass | MIT | |
| Component Refactoringlangflow-ai/langflow | 155k | — | ~3.5k | Automated safety check: Pass | MIT | |
| Migrate Core Code to Submodulestinyhumansai/openhuman | 42k | — | ~2.6k | Automated safety check: Pass | GPL-3.0 | |
| ast-grep Structural Searchcode-yeongyu/oh-my-openagent | 70k | — | ~3.3k | Automated safety check: Pass | MIT | |
| Systematic Code Refactoringluongnv89/claude-howto | 42k | — | ~3k | Automated safety check: Pass | MIT |
akash-network/node
Behavioral guidelines to reduce common LLM coding mistakes. An agent skill from akash-network/node.
langflow-ai/langflow
Refactor high-complexity React components in Langflow frontend.
tinyhumansai/openhuman
Plans and carries out moving non-host-specific code and its tests from the OpenHuman core into vendored tiny submodule libraries, then releases the submodule and re-pins the host.
code-yeongyu/oh-my-openagent
Searches and rewrites code by syntax-tree shape across 25 languages with ast-grep, for codemods, structural queries and YAML lint rules, using a Python wrapper script.
luongnv89/claude-howto
Guides refactoring in phases based on Martin Fowler's method: research, test coverage check, planning and small tested steps, with your approval at each phase.
skills-directory/skill-codex
A skill your agent uses when the user asks to run Codex CLI (codex exec, codex resume) or references OpenAI Codex for code analysis, refactoring, or automated editing
ash1794/vibe-engineering
Audits tests for concurrency safety — race conditions, shared mock state, cleanup ordering.
ash1794/vibe-engineering
Generates fuzz test scaffolding for parsers handling external input (YAML, JSON, config files, user input).
ash1794/vibe-engineering
Implements snapshot/golden file tests with temporal normalization so tests don't break daily.
ash1794/vibe-engineering
Analyzes large tasks for independent subtasks that can be safely parallelized.
ash1794/vibe-engineering
Strips AI-generation "smell" from prose before it ships (READMEs, docs, release notes, PR descriptions, posts, emails).
ash1794/vibe-engineering
Keeps specification documents and code in agreement. An agent skill from ash1794/vibe-engineering.
Categories
Assesses production readiness or audits a codebase against its specs. Vibe Gap Analysis is an agent skill from ash1794/vibe-engineering. Assesses production readiness or audits a codebase against its specs.
Vibe Gap Analysis fits situations like: tasks that involve Refactoring.
Run `npx skills add ash1794/vibe-engineering --skill vibe-gap-analysis -a claude-code`. Or copy the skill folder (plugins/vibe-engineering/skills/vibe-gap-analysis in ash1794/vibe-engineering) into .claude/skills/vibe-gap-analysis in your project. Claude Code loads it when a task matches its description.
Run `npx skills add ash1794/vibe-engineering --skill vibe-gap-analysis -a codex`. Or copy the skill folder (plugins/vibe-engineering/skills/vibe-gap-analysis in ash1794/vibe-engineering) into .agents/skills/vibe-gap-analysis 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 ash1794/vibe-engineering --skill vibe-gap-analysis -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/vibe-gap-analysis, .gemini/skills/vibe-gap-analysis, .github/skills/vibe-gap-analysis and .opencode/skills/vibe-gap-analysis in your project.
SKILL.md names no scripts, command-line tools or credentials: Vibe Gap Analysis is instructions for the agent only. Our summary lists: Docker.
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.
Vibe Gap Analysis is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.5k tokens (SKILL.md is roughly 6.1k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Vibe Gap Analysis: Guidelines (akash-network/node, 1.1k stars), Component Refactoring (langflow-ai/langflow, 155k stars), Migrate Core Code to Submodules (tinyhumansai/openhuman, 42k stars) and ast-grep Structural Search (code-yeongyu/oh-my-openagent, 70k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
ash1794 (a GitHub user) maintains it in ash1794/vibe-engineering, which has 163 GitHub stars. The repository holds 33 skills in this directory. The repository was last updated on October 7, 2026.
Source: ash1794/vibe-engineering on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.