Career-Ops Job Search Center
career-ops-hq/career-ops
Routes job-search requests to modes for evaluating offers, scanning portals, generating tailored CVs, tracking applications and drafting outreach, starting from a pasted job URL or description.
Agent skill
Internship-to-Resume Toolkit
by Sunanzhe2004 in Sunanzhe2004/shushu-internship-resume-optimizer
Turns internship code repos, project summaries and business documents into resume-ready bullets, JD-matched rankings, and interview-ready STAR material.
Install Internship-to-Resume Toolkit
$ npx skills add Sunanzhe2004/shushu-internship-resume-optimizer --skill shushu-internship-tool -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install Sunanzhe2004/shushu-internship-resume-optimizer shushu-internship-tool --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/Sunanzhe2004/shushu-internship-resume-optimizer.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/shushu-internship-tool .claude/skills/shushu-internship-tool && 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 "shushu-internship-tool" agent skill from https://github.com/Sunanzhe2004/shushu-internship-resume-optimizer/tree/main/skills/shushu-internship-tool into .claude/skills/shushu-internship-tool/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shushu-internship-tool", 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/Sunanzhe2004/shushu-internship-resume-optimizer/tree/main/skills/shushu-internship-toolType 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 Sunanzhe2004/shushu-internship-resume-optimizer --skill shushu-internship-tool -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install Sunanzhe2004/shushu-internship-resume-optimizer shushu-internship-tool --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Sunanzhe2004/shushu-internship-resume-optimizer.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/shushu-internship-tool .agents/skills/shushu-internship-tool && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "shushu-internship-tool" agent skill from https://github.com/Sunanzhe2004/shushu-internship-resume-optimizer/tree/main/skills/shushu-internship-tool into .agents/skills/shushu-internship-tool/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shushu-internship-tool", 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 Sunanzhe2004/shushu-internship-resume-optimizer --skill shushu-internship-tool -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install Sunanzhe2004/shushu-internship-resume-optimizer shushu-internship-tool --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Sunanzhe2004/shushu-internship-resume-optimizer.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/shushu-internship-tool .cursor/skills/shushu-internship-tool && 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 "shushu-internship-tool" agent skill from https://github.com/Sunanzhe2004/shushu-internship-resume-optimizer/tree/main/skills/shushu-internship-tool into .cursor/skills/shushu-internship-tool/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shushu-internship-tool", 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/Sunanzhe2004/shushu-internship-resume-optimizer.git --path skills/shushu-internship-tool--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 Sunanzhe2004/shushu-internship-resume-optimizer --skill shushu-internship-tool -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install Sunanzhe2004/shushu-internship-resume-optimizer shushu-internship-tool --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Sunanzhe2004/shushu-internship-resume-optimizer.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/shushu-internship-tool .gemini/skills/shushu-internship-tool && 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 "shushu-internship-tool" agent skill from https://github.com/Sunanzhe2004/shushu-internship-resume-optimizer/tree/main/skills/shushu-internship-tool into .gemini/skills/shushu-internship-tool/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shushu-internship-tool", 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 Sunanzhe2004/shushu-internship-resume-optimizer shushu-internship-toolInstalls 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 Sunanzhe2004/shushu-internship-resume-optimizer --skill shushu-internship-tool -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/Sunanzhe2004/shushu-internship-resume-optimizer.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/shushu-internship-tool .github/skills/shushu-internship-tool && 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 "shushu-internship-tool" agent skill from https://github.com/Sunanzhe2004/shushu-internship-resume-optimizer/tree/main/skills/shushu-internship-tool into .github/skills/shushu-internship-tool/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shushu-internship-tool", 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 Sunanzhe2004/shushu-internship-resume-optimizer --skill shushu-internship-tool -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install Sunanzhe2004/shushu-internship-resume-optimizer shushu-internship-tool --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Sunanzhe2004/shushu-internship-resume-optimizer.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/shushu-internship-tool .opencode/skills/shushu-internship-tool && 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 "shushu-internship-tool" agent skill from https://github.com/Sunanzhe2004/shushu-internship-resume-optimizer/tree/main/skills/shushu-internship-tool into .opencode/skills/shushu-internship-tool/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shushu-internship-tool", 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
shushu-internship-tool- GitHub stars
- 123
- Token cost
- ~1.6k tokens
- SKILL.md length
- 745 words
- Files
- 24 (incl. scripts, references)
- Skills in repo
- 1
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Turns internship code repos, project summaries and business documents into resume-ready bullets, JD-matched rankings, and interview-ready STAR material.
- Works in 5 steps: Gather Inputs → Normalize Into sources.json → Achievement Audit → …
- Turning internship code and documents into resume bullets
- SKILL.md covers Goal, Core Principle, Preferred Workflow and Model-First Extraction Guidance, plus 2 more sections
- Runs Python scripts from its folder; calls python
What it does
This skill turns messy internship materials - code repositories, project summaries, business documents, PRs, notes and retrospectives - into resume-ready achievements, JD-oriented bullet points, evidence-backed project summaries, and interview-ready STAR and Q&A material. It favors model understanding for the judgment-heavy parts, like grouping projects, extracting contributions, and judging value, and reserves scripts for the stable mechanical parts: loading files, normalizing them, validating schemas, deduplicating, ranking and formatting output.
The preferred workflow gathers the target job description, role direction, current internship scope, available materials and any confidentiality constraints, normalizes everything into a sources file, then runs an achievement-audit script that checks whether project blocks are split correctly, whether each achievement has real business context, and whether wording sounds AI-generated or lacks evidence. A resume-ranking script then scores which achievements are worth keeping for the target role, whether bullets should merge or stay separate, and orders them along a causal flow of setup, mechanism and result.
It explicitly avoids growing a fixed keyword-to-title lookup as its main extraction strategy, treating any fixture materials as regression checks rather than the source of its domain rules, and any added rule is meant to express a broad pattern - such as structure, causality or evidence quality - rather than a one-off mapping.
When your agent uses it
- Turning internship code and documents into resume bullets
- Ranking which achievements fit a target job description
- Preparing STAR-format interview answers from real project work
Example prompts
- “Turn my internship repo and project summary into resume bullets.”
- “Rank my achievements against this backend job description.”
- “Build interview-ready STAR answers from my internship retrospective.”
Requirements
- Python
Workflow steps
5 steps, taken from the step headings in SKILL.md.
- Gather Inputs
- Normalize Into sources.json
- Achievement Audit
- Resume Ranking
- Interview Pack
What it can do on your machine
Read from SKILL.md and the folder at commit eaf11d5. 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
Ships 9 files in scripts/ (Python, from the files we listed), which the agent can run.
Shell commands in SKILL.md call:
python
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
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
Internship-to-Resume Toolkit loads about 1.6k tokens when it runs, and up to ~6.3k if it reads all its reference files. Until then it costs about 49 tokens; SKILL.md has 745 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); the scripts in this folder are not scanned.
SKILL.md
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 745 words (~1,579 tokens).
“Default output is Chinese, while preserving English technical terms, commands, and repository names.”
- name
- shushu-internship-tool
Files
SKILL.md and 23 other files (scripts, references) in skills/shushu-internship-tool of Sunanzhe2004/shushu-internship-resume-optimizer.
- SKILL.md
- agents/openai.yaml
- references/internship-project-resume-template.md
- references/interview-pack-template.md
- references/model-first-extraction.md
- references/modification-playbook.md
- references/remote-compute-checklist.md
- references/repo-selection-rubric.md
- scripts/achievement_audit.py
- scripts/candidate_score.py
- scripts/doc_knowledge.py
- scripts/interview_pack.py
- scripts/repo_audit.py
- scripts/resume_rank.py
- scripts/shushu_internship_tool/__init__.py
- scripts/shushu_internship_tool/achievement_audit.py
- scripts/shushu_internship_tool/candidate_score.py
- … and 7 more
Open the folder on GitHubat commit eaf11d5
Compare with similar skills
Internship-to-Resume Toolkit 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 |
|---|---|---|---|---|---|---|
| Internship-to-Resume Toolkit this skillSunanzhe2004/shushu-internship-resume-optimizer | 123 | — | ~1.6k | Automated safety check: Pass | Custom licence | |
| Career-Ops Job Search Centercareer-ops-hq/career-ops | 74k | — | ~3.6k | Automated safety check: Pass | MIT | |
| Internship Project Preparation ToolLiuMengxuan04/shushu-internship-tool | 2.1k | — | ~2.3k | Automated safety check: Pass | Custom licence | |
| Job Application AssistantMadsLorentzen/ai-job-search | 45k | — | ~1.2k | Automated safety check: Notes | MIT | |
| Backend and Agent Project Selectorlishuangqiang/backend-agent-resume-scout | 349 | — | ~1.4k | Automated safety check: Pass | Apache-2.0 | |
| LLM Intern Skillwanyichen06/LLMInternSkill | 325 | — | ~1.2k | Automated safety check: Pass | MIT |
Similar skills
Internship Project Preparation Tool
LiuMengxuan04/shushu-internship-tool
Turns a target internship job description into a resume-ready, interview-ready project by finding and auditing GitHub projects and drafting resume bullets and interview Q&A.
Job Application Assistant
MadsLorentzen/ai-job-search
Evaluates job postings against your profile, then tailors a LaTeX CV and cover letter and prepares interview answers for the roles you pursue.
Backend and Agent Project Selector
lishuangqiang/backend-agent-resume-scout
Finds backend or AI agent projects on GitHub that are worth putting on a resume, checks them against local source and writes a Markdown resume package.
LLM Intern Skill
wanyichen06/LLMInternSkill
A skill your agent uses when polishing, diagnosing, tailoring, or exporting resumes for LLM, RAG, Agent, Agentic RL, post-training, pretraining, AIGC, search/ranking, multimodal, AI backend, or LLM…
Resume-Matched Interview Prep Builder
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Builds a personalized Chinese interview prep packet by matching a resume against real interview-experience posts, deduped and ranked by recency.
Related
Works with
Categories
Questions about Internship-to-Resume Toolkit
What does Internship-to-Resume Toolkit do?
Turns internship code repos, project summaries and business documents into resume-ready bullets, JD-matched rankings, and interview-ready STAR material. This skill turns messy internship materials - code repositories, project summaries, business documents, PRs, notes and retrospectives - into resume-ready achievements, JD-oriented bullet points, evidence-backed project summaries, and interview-ready STAR and Q&A material. It favors model understanding for the judgment-heavy parts, like grouping projects, extracting contributions, and judging value, and reserves scripts for the stable mechanical parts: loading files, normalizing them, validating schemas, deduplicating, ranking and formatting output.
When should I use Internship-to-Resume Toolkit?
Internship-to-Resume Toolkit fits situations like: turning internship code and documents into resume bullets; ranking which achievements fit a target job description; preparing STAR-format interview answers from real project work.
How do I install Internship-to-Resume Toolkit in Claude Code?
Run `npx skills add Sunanzhe2004/shushu-internship-resume-optimizer --skill shushu-internship-tool -a claude-code`. Or copy the skill folder (skills/shushu-internship-tool in Sunanzhe2004/shushu-internship-resume-optimizer) into .claude/skills/shushu-internship-tool in your project. Claude Code loads it when a task matches its description.
How do I install Internship-to-Resume Toolkit in Codex?
Run `npx skills add Sunanzhe2004/shushu-internship-resume-optimizer --skill shushu-internship-tool -a codex`. Or copy the skill folder (skills/shushu-internship-tool in Sunanzhe2004/shushu-internship-resume-optimizer) into .agents/skills/shushu-internship-tool in your project. Codex loads it when a task matches its description.
Can I use Internship-to-Resume Toolkit 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 Sunanzhe2004/shushu-internship-resume-optimizer --skill shushu-internship-tool -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/shushu-internship-tool, .gemini/skills/shushu-internship-tool, .github/skills/shushu-internship-tool and .opencode/skills/shushu-internship-tool in your project.
What does Internship-to-Resume Toolkit need to run?
Going by SKILL.md and its folder, Internship-to-Resume Toolkit needs Python for the scripts in its folder and the command-line tools its instructions call (python). Our summary lists: Python.
Does Internship-to-Resume Toolkit access the network?
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.
Is Internship-to-Resume Toolkit 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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
What licence does Internship-to-Resume Toolkit use?
Internship-to-Resume Toolkit has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
How many tokens does Internship-to-Resume Toolkit use?
About 1.6k tokens (SKILL.md is roughly 6.3k 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 4.7k tokens, read only when the agent opens those files.
What are the alternatives to Internship-to-Resume Toolkit?
Skills that share tags, products or a category with Internship-to-Resume Toolkit: Career-Ops Job Search Center (career-ops-hq/career-ops, 74k stars), Internship Project Preparation Tool (LiuMengxuan04/shushu-internship-tool, 2.1k stars), Job Application Assistant (MadsLorentzen/ai-job-search, 45k stars) and Backend and Agent Project Selector (lishuangqiang/backend-agent-resume-scout, 349 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Internship-to-Resume Toolkit?
Sunanzhe2004 (a GitHub user) maintains it in Sunanzhe2004/shushu-internship-resume-optimizer, which has 123 GitHub stars. The repository was last updated on July 14, 2026.
Source: Sunanzhe2004/shushu-internship-resume-optimizer on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.