Agent skill

Kctf ML Backdoor Linear

by manyuegong33 in manyuegong33/r0crawl_skills

Solve KCTF model backdoors and small linear/ReLU crackmes from raw weights.

No licenceAuto-check passed

Install Kctf ML Backdoor Linear

skills CLI
$ npx skills add manyuegong33/r0crawl_skills --skill kctf-ml-backdoor-linear -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install manyuegong33/r0crawl_skills kctf-ml-backdoor-linear --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/manyuegong33/r0crawl_skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/kctf-ml-backdoor-linear .claude/skills/kctf-ml-backdoor-linear && rm -rf skills-src

Use ~/.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/

Facts

Skill name
kctf-ml-backdoor-linear
GitHub stars
312
Token cost
~443 tokens
SKILL.md length
194 words
Files
4 (incl. scripts, references)
Skills in repo
9
Repo updated
First seen
Licence
None found

At a glance

Solve KCTF model backdoors and small linear/ReLU crackmes from raw weights.

  • Works in 6 steps: Parse the raw model file first; do not… → Identify the feature path → Split the problem into → …
  • The artifact is a safetensors/torch model
  • SKILL.md covers Workflow, Solver pattern, When to use and Notes
  • Runs Python scripts from its folder; calls python

What it does

Kctf ML Backdoor Linear is an agent skill from manyuegong33/r0crawl_skills. Solve KCTF model backdoors and small linear/ReLU crackmes from raw weights. Use when the artifact is a safetensors/torch model, token-id-as-feature network, tiny classifier, or a prompt gated by linear inequalities and argmax backdoors.

Its SKILL.md is about 440 tokens, which your agent loads only when the skill is triggered. The skill folder holds 6 other files, including scripts and reference files (for example `agents/openai.yaml`, `references/pattern.md` and `scripts/solve_backdoor.py`).

The repository describes itself as: r0crawlskills is a massive reverse-engineering skill arsenal for web, Android, iOS, Frida, native binaries, protocols, malware, firmware, and anti-analysis—built for beginners…

When your agent uses it

  • The artifact is a safetensors/torch model
  • Token-id-as-feature network
  • Tiny classifier
  • A prompt gated by linear inequalities and argmax backdoors

Example prompts

  • “/kctf-ml-backdoor-linear”

Requirements

  • Python 3

Workflow steps

6 steps, taken from the first numbered list in SKILL.md.

  1. Parse the raw model file first; do not trust the front-end wrapper.
  2. Identify the feature path
  3. Split the problem into
  4. Solve the linear system or linear program on the visible constraints.
  5. Round only after checking the residual is effectively zero.
  6. Decode the candidate with the challenge charset and verify it against the model.

What it can do on your machine

Read from SKILL.md and the folder at commit b9eb545. 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 1 file in scripts/ (Python), 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

Kctf ML Backdoor Linear loads about 443 tokens when it runs, and up to ~642 if it reads all its reference files. Until then it costs about 65 tokens; SKILL.md has 194 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~65
When it runs · the whole SKILL.md, loaded when a task matches
~443
With references · SKILL.md plus every file in references/, read only if the agent opens them
~642

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

Without a licence we can't republish the file, so here is its outline and opening line. It has 194 words (~443 tokens).

“Use the supplied script for small KCTF model crackmes:”

— opening of SKILL.md by manyuegong33
name
kctf-ml-backdoor-linear

Read the full SKILL.md on GitHub

Files

SKILL.md and 3 other files (scripts, references) in skills/kctf-ml-backdoor-linear of manyuegong33/r0crawl_skills.

  • SKILL.md
  • agents/openai.yaml
  • references/pattern.md
  • scripts/solve_backdoor.py

Open the folder on GitHubat commit b9eb545

Compare with similar skills

Kctf ML Backdoor Linear 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.

Kctf ML Backdoor Linear compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Kctf ML Backdoor Linear this skillmanyuegong33/r0crawl_skills312—~443Automated safety check: PassNone
Linearasgeirtj/system_prompts_leaks69k—~653Automated safety check: PassCC0-1.0
Linearyc-software/qm15k—~886Automated safety check: PassMIT
Linear Issue Workflowlobehub/lobehub83k—~1.5kAutomated safety check: PassCustom licence
Accint Solvesickn33/agentic-awesome-skills47k1 repos~520Automated safety check: PassApache-2.0
Linearkaranhudia/borg-ui1.7k—~1.7kAutomated safety check: PassAGPL-3.0

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Questions about Kctf ML Backdoor Linear

What does Kctf ML Backdoor Linear do?

Solve KCTF model backdoors and small linear/ReLU crackmes from raw weights. Kctf ML Backdoor Linear is an agent skill from manyuegong33/r0crawl_skills. Solve KCTF model backdoors and small linear/ReLU crackmes from raw weights.

When should I use Kctf ML Backdoor Linear?

Kctf ML Backdoor Linear fits situations like: the artifact is a safetensors/torch model; token-id-as-feature network; tiny classifier; A prompt gated by linear inequalities and argmax backdoors.

How do I install Kctf ML Backdoor Linear in Claude Code?

Run `npx skills add manyuegong33/r0crawl_skills --skill kctf-ml-backdoor-linear -a claude-code`. Or copy the skill folder (skills/kctf-ml-backdoor-linear in manyuegong33/r0crawl_skills) into .claude/skills/kctf-ml-backdoor-linear in your project. Claude Code loads it when a task matches its description.

How do I install Kctf ML Backdoor Linear in Codex?

Run `npx skills add manyuegong33/r0crawl_skills --skill kctf-ml-backdoor-linear -a codex`. Or copy the skill folder (skills/kctf-ml-backdoor-linear in manyuegong33/r0crawl_skills) into .agents/skills/kctf-ml-backdoor-linear in your project. Codex loads it when a task matches its description.

Can I use Kctf ML Backdoor Linear 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 manyuegong33/r0crawl_skills --skill kctf-ml-backdoor-linear -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/kctf-ml-backdoor-linear, .gemini/skills/kctf-ml-backdoor-linear, .github/skills/kctf-ml-backdoor-linear and .opencode/skills/kctf-ml-backdoor-linear in your project.

What does Kctf ML Backdoor Linear need to run?

Going by SKILL.md and its folder, Kctf ML Backdoor Linear needs Python for the scripts in its folder and the command-line tools its instructions call (python). Our summary lists: Python 3.

Does Kctf ML Backdoor Linear 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 Kctf ML Backdoor Linear 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 Kctf ML Backdoor Linear use?

No licence was found for Kctf ML Backdoor Linear or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Kctf ML Backdoor Linear use?

About 443 tokens (SKILL.md is roughly 1.8k 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 199 tokens, read only when the agent opens those files.

What are the alternatives to Kctf ML Backdoor Linear?

Skills that share tags, products or a category with Kctf ML Backdoor Linear: Linear (asgeirtj/system_prompts_leaks, 69k stars), Linear (yc-software/qm, 15k stars), Linear Issue Workflow (lobehub/lobehub, 83k stars) and Accint Solve (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.

Who maintains Kctf ML Backdoor Linear?

manyuegong33 (a GitHub user) maintains it in manyuegong33/r0crawl_skills, which has 312 GitHub stars. The repository holds 9 skills in this directory. The repository was last updated on September 20, 2026.

Source: manyuegong33/r0crawl_skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.