Interactive specification builder that turns a rough project idea into a complete, build-ready spec plus a structured manifest, deliberately leaning on mainstream, vendor-provided, publicly available libraries/packages/collections (Ansible Galaxy, PyPI, npm, Terraform Registry, etc.) verified live against their official registries. Use this skill whenever the user wants to plan, scope, scaffold, or spec out a NEW project of any kind — an application, an Ansible playbook or AAP job/workflow, a CLI tool, a data pipeline, an IaC project, a microservice — even if they don't say the word "spec". Trigger on phrases like "I want to build X", "design a project that does Y", "scope out a tool for Z", "help me plan an app/playbook/CLI/workflow", "what collections/packages should I use for...", or any request that starts from an idea and needs to become an actionable, well-architected plan that favors off-the-shelf official components over hand-rolled code. Prefer this skill over jumping straight into implementation whenever the user is at the idea/planning stage.
EnglishStrips the tells that make source code read as AI-generated and forces code that fits the project instead of the model's default average. It does not write the code for you and it has no preferred style. It removes the surface tells (leftover chat artifacts, placeholder comments, emoji, swallowed errors, narrating comments, generic placeholder names like processdata) AND points you at the structural tells a linter passes: boilerplate / tutorial-shaped code, hallucinated APIs, over-engineering, and code that ignores the surrounding codebase. Grounded in a Reddit analysis of 11,906 posts and 11,306 comments across 55 AI, coding, and SaaS subreddits of what developers actually name as a giveaway.
EnglishStrips the cues that make prose read as AI-generated and forces a deliberate, human voice instead of the model's default register. It does not write the piece for you and it has no preferred style. It removes the cited tells (the em dash, the "it's not just X, it's Y" cadence, leftover assistant boilerplate, sycophantic openers, the delve/tapestry/leverage diction, listicle scaffolding, the "in conclusion" wrap-up) AND warns against the newer over-corrected "trying not to sound like AI" register that swaps one default for another. Grounded in a Reddit analysis of 89,239 posts pulled and 7,984 on-topic, across roughly 50 AI, writing, and SaaS subreddits, of what people actually name as a giveaway.
English
AGENT SKILLS ATLASIncludes Spec Builder, Unslop Code, and Unslop Text.
Claude Code
Codex
Cursor
GitHub Copilot
Gemini CLISupported by the Atlas install prompt. Skill-specific requirements vary.
Pack stats
What’s included
Spec Builder
Interactive specification builder that turns a rough project idea into a complete, build-ready spec plus a structured manifest, deliberately leaning on mainstream, vendor-provided, publicly available libraries/packages/collections (Ansible Galaxy, PyPI, npm, Terraform Registry, etc.) verified live against their official registries. Use this skill whenever the user wants to plan, scope, scaffold, or spec out a NEW project of any kind — an application, an Ansible playbook or AAP job/workflow, a CLI tool, a data pipeline, an IaC project, a microservice — even if they don't say the word "spec". Trigger on phrases like "I want to build X", "design a project that does Y", "scope out a tool for Z", "help me plan an app/playbook/CLI/workflow", "what collections/packages should I use for...", or any request that starts from an idea and needs to become an actionable, well-architected plan that favors off-the-shelf official components over hand-rolled code. Prefer this skill over jumping straight into implementation whenever the user is at the idea/planning stage.
Unslop Code
Strips the tells that make source code read as AI-generated and forces code that fits the project instead of the model's default average. It does not write the code for you and it has no preferred style. It removes the surface tells (leftover chat artifacts, placeholder comments, emoji, swallowed errors, narrating comments, generic placeholder names like processdata) AND points you at the structural tells a linter passes: boilerplate / tutorial-shaped code, hallucinated APIs, over-engineering, and code that ignores the surrounding codebase. Grounded in a Reddit analysis of 11,906 posts and 11,306 comments across 55 AI, coding, and SaaS subreddits of what developers actually name as a giveaway. Use whenever writing, generating, reviewing, refactoring, or auditing code, and especially when the user wants it to not look AI-written or vibe-coded, says it "looks AI-generated," "reads like a tutorial," "is too generic," or "de-slop this." Trigger even if they never say "AI tell."
Unslop Text
Strips the cues that make prose read as AI-generated and forces a deliberate, human voice instead of the model's default register. It does not write the piece for you and it has no preferred style. It removes the cited tells (the em dash, the "it's not just X, it's Y" cadence, leftover assistant boilerplate, sycophantic openers, the delve/tapestry/leverage diction, listicle scaffolding, the "in conclusion" wrap-up) AND warns against the newer over-corrected "trying not to sound like AI" register that swaps one default for another. Grounded in a Reddit analysis of 89,239 posts pulled and 7,984 on-topic, across roughly 50 AI, writing, and SaaS subreddits, of what people actually name as a giveaway. Use whenever writing, drafting, editing, rewriting, reviewing, or auditing any prose meant for a reader (a post, an email, an essay, an article, a README, marketing copy), and especially when the user wants it to sound human rather than AI-generated, or says it "sounds like ChatGPT," "reads like AI," "is too polished," "de-slop this," or "make it sound like me." Trigger even if they never say "AI tell."
Quick start
- Choose your skills. Select individual skills above, or choose the entire pack.
- Copy the install prompt. Use Copy install prompt above the list.
- Send it to your agent. Paste into your coding agent’s chat. Your agent reviews the source and guides the setup.
Try it with your agent
After installation, start with a request like:
Use the Spec Builder skill to help with my task.
Ask me for the context you need before getting started.Requirements & license
- A coding agent that can access your project files and install skills.
- Your agent checks each skill’s instructions, dependencies, and permissions during setup.
- License details are not provided in these listings. Check the author’s terms before using the skills.