MCPInstall

ctf-similar-search

Searches for similar CTF challenge writeups using Tavily API for search and content extraction. Use when the user requests finding related challenges, when solve-challenge has failed multiple times and needs reference solutions, or when first identifying a challenge type and seeking examples.

Installs
283
Last 24h
+32
Trending rank
#4282
Security
Not audited

Install

Works with every agent the skills CLI supports.

npx skills add https://github.com/ljagiello/ctf-skills --skill ctf-similar-search
  1. 01

    Install

    Run the command in your project. The CLI asks which agents to install for.

  2. 02

    Describe the task

    Ask your agent for something this skill covers. It loads ctf-similar-search automatically when relevant.

  3. 03

    Review the result

    The agent follows the SKILL.md steps, scripts and references bundled with the skill.

SKILL.md

The instructions your agent reads when the skill is triggered.

CTF Similar Challenge Search

Search for similar CTF challenge writeups using Tavily API.

Prerequisites

pip install requests tavily

Set your Tavily API key (from https://tavily.com) before running:

export TAVILY_API_KEY='tvly-...'

API Overview

This skill provides two interfaces:

InterfacePurposeCommand
Tavily SearchSearch for writeups and articles./search.sh search <keyword>
Tavily ExtractExtract content from URLs./search.sh extract <url1> [url2] ...

Search Workflow

Step 1: Search with Keywords

Choose keywords based on available information:

Scenario 1: Known Competition + Challenge Name

# Format: [Competition Name] [Challenge Name] — max 3 words
./search.sh search "DASCTF URL Storage"
./search.sh search "HGAME baby web"
./search.sh search "BUUCTF pwn1"

Scenario 2: Challenge Name Only (no competition info)

# Use challenge name directly — max 3 words
./search.sh search "URL Storage"
./search.sh search "baby overflow"
./search.sh search "crypto-rsa"

Scenario 3: Unique Identifiers (code snippets, strings)

# Use unique, non-trivial strings from the challenge — NO word limit
./search.sh search "def encrypt_flag(key): return base64"
./search.sh search "CUSTOM_MAGIC_BYTES"
./search.sh search "ERROR: invalid padding in AES block"

⚠️ Critical: 3-Word Limit for Non-Code Queries

All keyword searches that are NOT code snippets or unique identifier strings MUST NOT exceed 3 words. This constraint ensures precise, focused queries that return relevant CTF writeup results instead of broad, diluted searches.

Search TypeWord LimitExamples
Competition + Challenge name≤ 3 words"DASCTF URL Storage", "HGAME baby web"
Challenge name only≤ 3 words"URL Storage", "baby overflow"
Code snippets / stringsNo limit"def encrypt_flag(key): return base64"
Error messages / identifiersNo limit"CUSTOM_MAGIC_BYTES", "ERROR: invalid padding in AES block"

For competition + challenge name searches, drop filler words (year numbers, "CTF", "competition", "writeup", "solution") and keep only the 3 most distinctive words:

  • ❌ "HGAME 2024 baby web challenge" (5 words)
  • ✅ "HGAME baby web" (3 words)
  • ❌ "DASCTF 2023 URL Storage writeup" (5 words)
  • ✅ "DASCTF URL Storage" (3 words)
  • ❌ "PlaidCTF 2025 zero day exploit solution" (6 words)
  • ✅ "PlaidCTF zero day" (3 words)

For code/string searches, use the entire unique snippet — these are exempt from the word limit:

  • ✅ "def xor_encrypt(data, key):" (code — exempt)
  • ✅ "ERROR: invalid padding in AES block" (error string — exempt)
  • ✅ "CUSTOM_MAGIC_BYTES" (identifier — exempt)

Keyword Rules

✅ Good Keywords❌ Bad Keywords
Competition + Challenge name (≤3 words)Single vulnerability type (SSRF, XSS)
Challenge name (≤3 words)Generic terms (web, pwn, crypto)
Unique code snippets (no word limit)Full sentences
Specific error messages (no word limit)Articles (a, the, in)
Library/framework namesGeneric strings (flag{}, etc.)
Custom function namesTool names alone

Why avoid these?

  • "SSRF" → returns generic vulnerability explanations, not CTF writeups
  • "flag{" → returns millions of unrelated results
  • "URL Storage DASCTF" → returns specific CTF challenges

Why the 3-word limit?

  • Forces precision: only the most distinctive keywords survive
  • Filters noise: filler words like "challenge", "writeup", "solution" dilute results
  • Improves API efficiency: shorter, focused queries consume fewer credits

Key principle: Use keywords that uniquely identify THIS challenge, not the general technique or common patterns. Keep non-code queries to 3 words or fewer.

Step 2: Review Search Results

The search returns:

  • Answer: AI-generated summary if available
  • Results: List of URLs with titles and content previews
  • Credits: API usage information

Step 3: Extract Content (Optional)

If a search result looks promising, extract its full content:

# Single URL
./search.sh extract "https://example.com/writeup"

# Multiple URLs
./search.sh extract "https://url1.com" "https://url2.com"

Step 4: Analyze and Pivot

Based on extracted content:

  • Identify common techniques used in similar challenges
  • Determine if the approach is applicable
  • Pivot to category-specific skill if needed

When to Pivot

  • If the challenge is already well-categorized, use the specific ctf-* skill
  • If you need OSINT techniques, use ctf-osint
  • If you need to generate a writeup after solving, use ctf-writeup

Quick Start

# Scenario 1: Competition + Challenge name (≤3 words)
./search.sh search "DASCTF URL Storage"

# Scenario 2: Challenge name only (≤3 words)
./search.sh search "URL Storage"

# Scenario 3: Unique identifier from challenge (no word limit)
./search.sh search "def xor_encrypt(data, key):"
./search.sh search "ERROR: invalid padding"

# Extract content from promising results
./search.sh extract "https://ctftime.org/writeup/12345"

Tips

  1. Be specific: Use competition name + challenge name when available
  2. Use unique strings: Code snippets, error messages, unique identifiers
  3. Avoid generic terms: Don't search "SSRF CTF writeup" - too broad
  4. Review first: Check search results before extracting
  5. Extract selectively: Only extract URLs that look relevant
  6. Respect the 3-word limit: For non-code queries, strip filler words and keep only the 3 most distinctive keywords

$ARGUMENTS

FAQ

What does the ctf-similar-search skill do?

Searches for similar CTF challenge writeups using Tavily API for search and content extraction. Use when the user requests finding related challenges, when solve-challenge has failed multiple times and needs reference solutions, or when first identifying a challenge type and seeking examples.

How do I install ctf-similar-search?

Run npx skills add https://github.com/ljagiello/ctf-skills --skill ctf-similar-search in your project. The skills CLI detects the agents you use and copies the skill into the right folder. For Claude Code you can also place the skill folder at ~/.claude/skills/ctf-similar-search/ (personal) or .claude/skills/ctf-similar-search/ (project).

Which AI agents can use ctf-similar-search?

Any agent that supports the open Agent Skills format (a folder with a SKILL.md file), including Claude Code, Codex, Cursor, GitHub Copilot, Gemini CLI, Windsurf, Cline, OpenCode and more.

Is ctf-similar-search safe to install?

No partner security audit is available yet. Skills can run commands and scripts, so read the SKILL.md and any bundled files before installing.

Who maintains ctf-similar-search?

It is published by ljagiello in ljagiello/ctf-skills. It has 283 recorded installs.

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