Integration Testing
thedaviddias/Front-End-Checklist
A skill your agent uses when reviewing CI coverage, automated checks, or test strategy related to Write integration tests for key workflows.
A skill your agent uses when a user requests new work - features, components, integrations, or additions - to challenge assumptions, evaluate effort, surface alternatives, and ensure the work is…
$ npx skills add NoobyGains/godmode --skill rationale -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install NoobyGains/godmode rationale --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/NoobyGains/godmode.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/rationale .claude/skills/rationale && 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 "rationale" agent skill from https://github.com/NoobyGains/godmode/tree/master/skills/rationale into .claude/skills/rationale/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "rationale", 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/NoobyGains/godmode/tree/master/skills/rationaleType 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 NoobyGains/godmode --skill rationale -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install NoobyGains/godmode rationale --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/NoobyGains/godmode.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/rationale .agents/skills/rationale && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "rationale" agent skill from https://github.com/NoobyGains/godmode/tree/master/skills/rationale into .agents/skills/rationale/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "rationale", 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 NoobyGains/godmode --skill rationale -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install NoobyGains/godmode rationale --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/NoobyGains/godmode.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/rationale .cursor/skills/rationale && 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 "rationale" agent skill from https://github.com/NoobyGains/godmode/tree/master/skills/rationale into .cursor/skills/rationale/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "rationale", 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/NoobyGains/godmode.git --path skills/rationale--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 NoobyGains/godmode --skill rationale -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install NoobyGains/godmode rationale --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/NoobyGains/godmode.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/rationale .gemini/skills/rationale && 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 "rationale" agent skill from https://github.com/NoobyGains/godmode/tree/master/skills/rationale into .gemini/skills/rationale/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "rationale", 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 NoobyGains/godmode rationaleInstalls 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 NoobyGains/godmode --skill rationale -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/NoobyGains/godmode.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/rationale .github/skills/rationale && 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 "rationale" agent skill from https://github.com/NoobyGains/godmode/tree/master/skills/rationale into .github/skills/rationale/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "rationale", 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 NoobyGains/godmode --skill rationale -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install NoobyGains/godmode rationale --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/NoobyGains/godmode.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/rationale .opencode/skills/rationale && 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 "rationale" agent skill from https://github.com/NoobyGains/godmode/tree/master/skills/rationale into .opencode/skills/rationale/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "rationale", 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.
rationaleA skill your agent uses when a user requests new work - features, components, integrations, or additions - to challenge assumptions, evaluate effort, surface alternatives, and ensure the work is…
Rationale is an agent skill from NoobyGains/godmode. Use when a user requests new work - features, components, integrations, or additions - to challenge assumptions, evaluate effort, surface alternatives, and ensure the work is worth doing before committing to it
Its SKILL.md is about 3k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
The repository describes itself as: The AI development framework that thinks before it builds. 36 composable skills for Claude Code, Cursor, Codex, and OpenCode. The licence is MIT.
5 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 441103a. 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 (its code samples are dot).
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.
Rationale loads about 3k tokens when it runs. Until then it costs about 55 tokens; SKILL.md has 933 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 NoobyGains/godmode at commit 441103a, republished under its MIT licence (© NoobyGains). 933 words, ~3,002 tokens.
.claude/skills/rationale/SKILL.md (or your agent's skills folder).The difference between a junior developer and a senior engineer is one question: "Should we actually build this?" Junior developers accept every request at face value. Senior engineers interrogate the request itself before touching a keyboard. Most wasted engineering effort traces back to building the wrong thing, not building the thing wrong.
Core principle: Challenge every request with the same rigor you would apply to a production code review. The cheapest feature is the one you never build.
No exceptions. No workarounds. No shortcuts.
NO WORK WITHOUT QUESTIONING WHETHER THE WORK IS WORTH DOINGIf you have not evaluated the necessity, effort, and alternatives for a requested piece of work, you are operating as a yes-machine, not an engineer. Proceeding without rationale analysis is engineering malpractice.
Required for:
Skip for:
| Rationalization | What Is Actually True |
|---|---|
| "The user asked for it, so we should build it" | Users articulate desires, not validated needs. Desire is not justification. |
| "It's too simple to question" | Simple requests hide massive scope. "Just add auth" is 3 days minimum. |
| "Questioning the request wastes time" | Building the wrong thing wastes 100x more time than 5 minutes of analysis. |
| "The user will think I'm being difficult" | Senior engineers earn trust by challenging assumptions, not by rubber-stamping. |
| "We can always refactor later" | Technical debt compounds. "Later" means "never" or "at 10x the cost." |
| "It's already been decided" | Decisions made without analysis are assumptions, not decisions. |
| "Everyone else has this feature" | Cargo-culting is not engineering. Other products have different constraints. |
| "It will only take a few minutes" | Estimation without analysis is guessing. "A few minutes" is the most dangerous phrase in engineering. |
You MUST complete all five points before recommending a path forward.
Establish whether the work is genuinely needed.
Ask yourself:
- What specific problem does this solve?
- Who experiences this problem and how often?
- What happens if we do nothing?
- Is this a real pain point or a hypothetical one?
- Has the user articulated the PROBLEM or jumped straight to a SOLUTION?Critical distinction: Users often present solutions ("add a caching layer") when they should present problems ("the page loads slowly"). Always trace back to the underlying problem. The stated solution may not be the best one.
Classify the true cost honestly. Engineers chronically underestimate.
| Classification | Time | Characteristics |
|---|---|---|
| Trivial | Minutes | Single file change, no new dependencies, no architectural impact |
| Moderate | Hours | Multiple files, possibly new dependencies, contained scope |
| Substantial | Days | New subsystem, new patterns, testing infrastructure needed |
| Massive | Weeks | Architectural changes, new services, data migrations, cross-cutting |
For EACH classification, consider:
- Implementation time (the part engineers estimate)
- Testing time (the part engineers forget)
- Documentation time (the part engineers ignore)
- Review and iteration time (the part engineers deny)
- Maintenance burden going forward (the part nobody thinks about)
Multiply your initial estimate by 2.5. That is closer to reality.Before building, exhaust what already exists.
Search order:
1. Does an existing library/package solve this? (npm, pip, crates, gems)
2. Does an existing service handle this? (Stripe, Auth0, Twilio, SendGrid)
3. Is there an open-source project that does 80% of what's needed?
4. Can an existing feature in the codebase be extended instead?
5. Is there a 10% effort path that delivers 80% of the value?
For EACH alternative found:
- What percentage of the requirement does it cover?
- What are its trade-offs? (cost, vendor lock-in, maintenance)
- How mature and maintained is it?Invoke godmode:reference-engine during this phase to locate existing implementations. Invoke godmode:github-search to find open-source solutions before building from scratch.
Apply the thinking a principal engineer would bring to an architecture review.
Ask yourself:
- What would a staff engineer challenge about this approach?
- What are the hidden costs nobody is thinking about?
- Ongoing maintenance burden
- Cognitive complexity added to the codebase
- Testing surface area increase
- Documentation requirements
- Onboarding cost for future contributors
- What will bite you in 6 months?
- Scaling implications
- Security surface area
- Dependency rot
- Migration pain if requirements change
- Is this solving a symptom or the root cause?
- Are we adding complexity that could be avoided entirely?Present the user with clear, honest options. Do not bury the lead.
ALWAYS present these options (adapt labels to the specific request):
A) Build as requested
- Effort: [classification]
- Trade-offs: [honest assessment]
B) Build a simplified version
- What it covers: [80% path description]
- What it skips: [the 20% that costs 80% of the effort]
- Effort: [classification]
C) Use an existing alternative
- What: [library/service/pattern name]
- Coverage: [what percentage of the need it addresses]
- Trade-offs: [cost, vendor lock-in, limitations]
D) Skip or defer
- Why: [honest rationale - not needed yet, premature, better timing later]
- What to do instead: [the nothing option, or a minimal placeholder]
Recommend ONE option with clear reasoning.digraph rationale {
rankdir=TB;
node [shape=box style=filled];
request [label="User Request Received" fillcolor=lightyellow shape=doublecircle];
skip_check [label="Skip conditions met?\n(bug fix, trivial, pre-analyzed)" fillcolor=lightyellow shape=diamond];
pass_through [label="Pass to intent-discovery" fillcolor="#e8f5e9" shape=doublecircle];
reality [label="1. Reality Check\nIs this genuinely needed?" fillcolor="#e3f2fd"];
effort [label="2. Effort Analysis\nClassify true cost" fillcolor="#e3f2fd"];
alternatives [label="3. Alternative Paths\nSearch before building" fillcolor="#e3f2fd"];
senior [label="4. Senior Engineer Perspective\nHidden costs, 6-month view" fillcolor="#e3f2fd"];
decision [label="5. Decision Point\nPresent options A/B/C/D" fillcolor="#fff3e0"];
user_decides [label="User selects option" fillcolor=lightyellow shape=diamond];
proceed [label="Invoke intent-discovery\nwith validated rationale" fillcolor="#e8f5e9" shape=doublecircle];
defer [label="Work deferred or skipped\nDocument reasoning" fillcolor="#fce4ec"];
request -> skip_check;
skip_check -> pass_through [label="yes"];
skip_check -> reality [label="no"];
reality -> effort;
effort -> alternatives;
alternatives -> senior;
senior -> decision;
decision -> user_decides;
user_decides -> proceed [label="A or B"];
user_decides -> alternatives [label="C - research deeper"];
user_decides -> defer [label="D"];
}Format your output as:
## Rationale Analysis: [Request Summary]
### Problem Statement
[What problem does this actually solve? Restate in your own words.]
### Effort Estimate
[Classification] — [Brief justification for the classification]
### Alternatives Considered
- [Alternative 1]: [coverage %] — [trade-off summary]
- [Alternative 2]: [coverage %] — [trade-off summary]
### Hidden Costs
- [Cost 1 nobody mentioned]
- [Cost 2 nobody mentioned]
### Options
**A) Build as requested** — [effort], [one-line trade-off]
**B) Simplified version** — [effort], [what you keep, what you cut]
**C) Existing alternative** — [name], [coverage], [trade-off]
**D) Skip/defer** — [why this might be the right call]
### Recommendation
[Your recommended option with clear reasoning]Keep the analysis proportional to the request. A simple feature gets a concise analysis. A major architectural addition gets thorough treatment. Do not write a dissertation for a button color change.
Never:
Always:
When the user pushes back on the analysis:
When the request is genuinely trivial:
When urgency is real:
This skill fits into the GodMode workflow as the FIRST gate before creative work:
© NoobyGains, 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 skills/rationale of NoobyGains/godmode.
Open the folder on GitHubat commit 441103a
Rationale 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 |
|---|---|---|---|---|---|---|
| Rationale this skillNoobyGains/godmode | 107 | — | ~3k | Automated safety check: Pass | MIT | |
| Integration Testingthedaviddias/Front-End-Checklist | 74k | — | ~514 | Automated safety check: Pass | MIT | |
| API Integrationsickn33/agentic-awesome-skills | 47k | 1 repos | ~1.3k | Automated safety check: Pass | MIT | |
| Labarchive Integrationdavila7/claude-code-templates | 32k | 10 repos | ~2.3k | Automated safety check: Pass | MIT | |
| Robius Matrix Integrationsickn33/agentic-awesome-skills | 47k | 2 repos | ~3.6k | Automated safety check: Pass | MIT | |
| API Integration Architectsickn33/agentic-awesome-skills | 47k | 1 repos | ~2.3k | Automated safety check: Pass | MIT |
thedaviddias/Front-End-Checklist
A skill your agent uses when reviewing CI coverage, automated checks, or test strategy related to Write integration tests for key workflows.
sickn33/agentic-awesome-skills
Designs event-driven architectures, webhook systems, API chaining flows, ETL pipelines, and integration patterns between services.
davila7/claude-code-templates
Electronic lab notebook API integration. An agent skill from davila7/claude-code-templates.
sickn33/agentic-awesome-skills
CRITICAL: Use for Matrix SDK integration with Makepad. An agent skill from sickn33/agentic-awesome-skills.
sickn33/agentic-awesome-skills
Design, implement, debug, and optimize API integrations with expert-level patterns for REST, GraphQL, webhooks, and authentication flows.
github/awesome-copilot
Discovers and integrates third-party APIs using the context-matic MCP server.
NoobyGains/godmode
A skill your agent uses when starting any conversation - establishes how to locate and invoke skills, mandating Skill tool usage before ANY response including clarifying questions
NoobyGains/godmode
A skill your agent uses when dispatching subagents, composing prompts for teammates, structuring handoff reports, or managing context boundaries between agents.
NoobyGains/godmode
A skill your agent uses when building ANY feature within an existing project - search the current codebase for existing patterns, conventions, similar implementations, and established approaches…
NoobyGains/godmode
A skill your agent uses when about to declare work done, fixed, or passing, before committing or opening PRs - demands executing verification commands and reading their output before making any…
NoobyGains/godmode
A skill your agent uses when implementing any substantial feature, multi-file modification, or architectural change - produces a plain-language walkthrough of every alteration so the developer can…
NoobyGains/godmode
A skill your agent uses when executing implementation plans with independent tasks in the current session
A skill your agent uses when a user requests new work - features, components, integrations, or additions - to challenge assumptions, evaluate effort, surface alternatives, and ensure the work is…. Rationale is an agent skill from NoobyGains/godmode.
Rationale fits situations like: A user requests new work - features; additions - to challenge assumptions; evaluate effort; surface alternatives.
Run `npx skills add NoobyGains/godmode --skill rationale -a claude-code`. Or copy the skill folder (skills/rationale in NoobyGains/godmode) into .claude/skills/rationale in your project. Claude Code loads it when a task matches its description.
Run `npx skills add NoobyGains/godmode --skill rationale -a codex`. Or copy the skill folder (skills/rationale in NoobyGains/godmode) into .agents/skills/rationale 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 NoobyGains/godmode --skill rationale -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/rationale, .gemini/skills/rationale, .github/skills/rationale and .opencode/skills/rationale in your project.
SKILL.md names no scripts, command-line tools or credentials: Rationale is instructions for the agent only.
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.
Rationale is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 3k tokens (SKILL.md is roughly 12k 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 Rationale: Integration Testing (thedaviddias/Front-End-Checklist, 74k stars), API Integration (sickn33/agentic-awesome-skills, 47k stars), Labarchive Integration (davila7/claude-code-templates, 32k stars) and Robius Matrix Integration (sickn33/agentic-awesome-skills, 47k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
NoobyGains (a GitHub user) maintains it in NoobyGains/godmode, which has 107 GitHub stars. The repository holds 34 skills in this directory. The repository was last updated on March 9, 2026.
Source: NoobyGains/godmode on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.