Project Structure Map
steipete/agent-scripts
Compresses a TypeScript or Swift repository into one symbol-map text file sized for an LLM context window, for refactor planning and architecture recon.
Aggressive token, context, and cost optimization mode for AI coding agents (Claude Code, Antigravity, Cursor, etc.).
Install Skillpper Saver
$ npx skills add kipperacademy/skillpper --skill skillpper-saver -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install kipperacademy/skillpper skillpper-saver --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/kipperacademy/skillpper.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skillpper-saver .claude/skills/skillpper-saver && 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 "skillpper-saver" agent skill from https://github.com/kipperacademy/skillpper/tree/main/skillpper-saver into .claude/skills/skillpper-saver/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "skillpper-saver", 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/kipperacademy/skillpper/tree/main/skillpper-saverType 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 kipperacademy/skillpper --skill skillpper-saver -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install kipperacademy/skillpper skillpper-saver --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/kipperacademy/skillpper.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skillpper-saver .agents/skills/skillpper-saver && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "skillpper-saver" agent skill from https://github.com/kipperacademy/skillpper/tree/main/skillpper-saver into .agents/skills/skillpper-saver/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "skillpper-saver", 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 kipperacademy/skillpper --skill skillpper-saver -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install kipperacademy/skillpper skillpper-saver --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/kipperacademy/skillpper.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skillpper-saver .cursor/skills/skillpper-saver && 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 "skillpper-saver" agent skill from https://github.com/kipperacademy/skillpper/tree/main/skillpper-saver into .cursor/skills/skillpper-saver/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "skillpper-saver", 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/kipperacademy/skillpper.git --path skillpper-saver--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 kipperacademy/skillpper --skill skillpper-saver -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install kipperacademy/skillpper skillpper-saver --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/kipperacademy/skillpper.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skillpper-saver .gemini/skills/skillpper-saver && 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 "skillpper-saver" agent skill from https://github.com/kipperacademy/skillpper/tree/main/skillpper-saver into .gemini/skills/skillpper-saver/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "skillpper-saver", 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 kipperacademy/skillpper skillpper-saverInstalls 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 kipperacademy/skillpper --skill skillpper-saver -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/kipperacademy/skillpper.git skills-src && mkdir -p .github/skills && cp -r skills-src/skillpper-saver .github/skills/skillpper-saver && 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 "skillpper-saver" agent skill from https://github.com/kipperacademy/skillpper/tree/main/skillpper-saver into .github/skills/skillpper-saver/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "skillpper-saver", 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 kipperacademy/skillpper --skill skillpper-saver -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install kipperacademy/skillpper skillpper-saver --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/kipperacademy/skillpper.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skillpper-saver .opencode/skills/skillpper-saver && 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 "skillpper-saver" agent skill from https://github.com/kipperacademy/skillpper/tree/main/skillpper-saver into .opencode/skills/skillpper-saver/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "skillpper-saver", 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.
Facts
- Skill name
skillpper-saver- GitHub stars
- 134
- Token cost
- ~1.6k tokens
- SKILL.md length
- 746 words
- Files
- 6 (incl. references)
- Skills in repo
- 8
- Repo updated
- First seen
- Licence
- None found
At a glance
Aggressive token, context, and cost optimization mode for AI coding agents (Claude Code, Antigravity, Cursor, etc.).
- Works in 7 steps: Direct Responses Without Slop → Surgical File Reading → Context Auto-Monitoring & Cutoff Triggers → …
- The user requests token savings
- SKILL.md covers ⚡ Quick Install, 🎯 When to Use, ⚙️ Universal Execution Rules and 💰 Model Tier & Cost…, plus 2 more sections
- Calls npx; reaches github.com
What it does
Skillpper Saver is an agent skill from kipperacademy/skillpper. Aggressive token, context, and cost optimization mode for AI coding agents (Claude Code, Antigravity, Cursor, etc.). Prevents marathon sessions, eliminates redundant file re-reading, prioritizes text extraction over screenshots in browser automation, and manages context windows with surgical cutoff triggers. Use when the user requests token savings, context optimization, quota conservation, or when starting extensive refactoring, browsing, or debugging tasks.
Its SKILL.md is about 1.6k tokens, which your agent loads only when the skill is triggered. The skill folder holds 6 other files, including reference files (for example `references/automation-and-tools.md`, `references/cross-platform.md` and `references/session-management.md`).
It sits in Agent Workflows, covering Context engineering, Browser automation and Refactoring. The repository describes itself as: Practical skills for developers and their AI coding agents 🤓.
When your agent uses it
- The user requests token savings
- Context optimization
- Quota conservation
- Starting extensive refactoring
Example prompts
- “/skillpper-saver”
Requirements
- Node.js
Workflow steps
7 steps, taken from the step headings in SKILL.md.
- Direct Responses Without Slop
- Surgical File Reading
- Context Auto-Monitoring & Cutoff Triggers
- Subagent Governance
- Tool Loop Brake
- Browser Automation (Rule: Text > Screenshots)
- Surgical Log & Error Handling
What it can do on your machine
Read from SKILL.md and the folder at commit 163871c. It shows what the files ask for, not the result of running them.
Tool permissions
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.
Runs code
Shell commands in SKILL.md call:
npx
From the folder's file list and the shell code blocks in SKILL.md.
Network
Hosts in commands or code, which the agent is likely to contact:
github.com
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Skillpper Saver loads about 1.6k tokens when it runs, and up to ~3.5k if it reads all its reference files. Until then it costs about 120 tokens; SKILL.md has 746 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.
Safety
Auto-check passed
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.
SKILL.md
Without a licence we can't republish the file, so here is its outline and opening line. It has 746 words (~1,644 tokens).
“A governance and aggressive optimization skill designed to reduce token consumption, operating costs, and context window bloating for AI coding agents.”
- name
- skillpper-saver
Files
SKILL.md and 5 other files (references) in skillpper-saver of kipperacademy/skillpper.
- SKILL.md
- references/automation-and-tools.md
- references/cross-platform.md
- references/session-management.md
- references/universal-rules.md
- skill-review.yaml
Open the folder on GitHubat commit 163871c
Compare with similar skills
Skillpper Saver 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 |
|---|---|---|---|---|---|---|
| Skillpper Saver this skillkipperacademy/skillpper | 134 | — | ~1.6k | Automated safety check: Pass | None | |
| Project Structure Mapsteipete/agent-scripts | 7.3k | — | ~1.9k | Automated safety check: Pass | MIT | |
| Skill Progressive Disclosure Designsamber/cc-skills | 228 | — | ~4.3k | Automated safety check: Pass | MIT | |
| Ripwire Code Navigationredhat-et/ripwire | 2.4k | — | ~4.8k | Automated safety check: Notes | Apache-2.0 | |
| Swarmcj-vana/claude-swarm | 117 | — | ~11k | Automated safety check: Warn | MIT | |
| Context Surfingpskoett/pskoett-ai-skills | 311 | — | ~4.7k | Automated safety check: Pass | None |
Similar skills
Skill Progressive Disclosure Design
samber/cc-skills
Decide how to split skill content between SKILL.md and reference files for context efficiency and reliable triggering.
Ripwire Code Navigation
redhat-et/ripwire
Answers questions about a named symbol, such as its callers, what it calls, the path between two symbols or the downstream impact of changing it, using the ripwire CLI.
Swarm
cj-vana/claude-swarm
Orchestrate parallel Claude Code worker swarms with protocol-based behavioral governance.
Context Surfing
pskoett/pskoett-ai-skills
Monitors context window health throughout a session and rides peak context quality for maximum output fidelity.
Agents Best Practices
DenisSergeevitch/agents-best-practices
A skill your agent uses when designing, generating an MVP blueprint for, auditing, troubleshooting, refactoring, or explaining an agentic harness for any domain.
More from kipperacademy/skillpper
All 8 skills in this repoAI Memory Obsidian
kipperacademy/skillpper
Portable workflows for persistent memory and Obsidian across macOS, Linux, and Windows.
Grill Me
kipperacademy/skillpper
Interview the user to clarify requirements, architecture, design, and business rules before implementation.
Prepare Technical Slides
kipperacademy/skillpper
Pesquisar e preparar slides de aulas e palestras técnicas em PT-BR, com fontes verificáveis, sequência didática, contexto e um conceito por slide.
Design Craft
kipperacademy/skillpper
Opinionated product-design skill for building, reviewing, polishing, and iterating on landing pages, apps, dashboards, AI products, design systems, and brand touchpoints.
Good Design
kipperacademy/skillpper
Design and audit product experiences for ethical conversion, activation, retention, and expansion using product and behavioral-design principles.
Concept To Excalidraw
kipperacademy/skillpper
Transformar conceitos técnicos em diagramas e boards visuais editáveis no Excalidraw, entregando arquivo .excalidraw.
Related
Questions about Skillpper Saver
What does Skillpper Saver do?
Aggressive token, context, and cost optimization mode for AI coding agents (Claude Code, Antigravity, Cursor, etc.). Skillpper Saver is an agent skill from kipperacademy/skillpper.).
When should I use Skillpper Saver?
Skillpper Saver fits situations like: the user requests token savings; context optimization; quota conservation; starting extensive refactoring.
How do I install Skillpper Saver in Claude Code?
Run `npx skills add kipperacademy/skillpper --skill skillpper-saver -a claude-code`. Or copy the skill folder (skillpper-saver in kipperacademy/skillpper) into .claude/skills/skillpper-saver in your project. Claude Code loads it when a task matches its description.
How do I install Skillpper Saver in Codex?
Run `npx skills add kipperacademy/skillpper --skill skillpper-saver -a codex`. Or copy the skill folder (skillpper-saver in kipperacademy/skillpper) into .agents/skills/skillpper-saver in your project. Codex loads it when a task matches its description.
Can I use Skillpper Saver in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add kipperacademy/skillpper --skill skillpper-saver -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/skillpper-saver, .gemini/skills/skillpper-saver, .github/skills/skillpper-saver and .opencode/skills/skillpper-saver in your project.
What does Skillpper Saver need to run?
Going by SKILL.md and its folder, Skillpper Saver needs the command-line tools its instructions call (npx). Our summary lists: Node.js.
Does Skillpper Saver access the network?
SKILL.md names 1 domain. In commands or code: github.com; the agent is likely to contact it when it follows the instructions. This is read from the text; nothing was executed.
Is Skillpper Saver safe to install?
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.
What licence does Skillpper Saver use?
No licence was found for Skillpper Saver or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Skillpper Saver use?
About 1.6k tokens (SKILL.md is roughly 6.6k 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 1.9k tokens, read only when the agent opens those files.
What are the alternatives to Skillpper Saver?
Skills that share tags, products or a category with Skillpper Saver: Project Structure Map (steipete/agent-scripts, 7.3k stars), Skill Progressive Disclosure Design (samber/cc-skills, 228 stars), Ripwire Code Navigation (redhat-et/ripwire, 2.4k stars) and Swarm (cj-vana/claude-swarm, 117 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Skillpper Saver?
kipperacademy (a GitHub user) maintains it in kipperacademy/skillpper, which has 134 GitHub stars. The repository holds 8 skills in this directory. The repository was last updated on October 6, 2026.
Source: kipperacademy/skillpper on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.