381,784 Collected SKILL.md files

Explore AI Agent Skills & Claude Prompts

Discover open-source agent skills for Claude Code, Codex, ChatGPT, and any tool that uses SKILL.md.

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PurpleAILAB
Showing 12 of 270 skills
PurpleAILAB

bootloader-uboot

by PurpleAILAB
star 4.4k

U-Boot bootloader attack playbook — console interrupt to break the autoboot countdown, environment variable inspection and manipulation, bootargs override to spawn init=/bin/sh, secure-boot bypass techniques, and fault-injection basics (voltage and clock glitching). Covers MIPS, ARM, and AArch64 targets.

navigation main article SKILL.md
schedule Updated 25 days ago
PurpleAILAB

bfla

by PurpleAILAB
star 4.4k

Broken Function Level Authorization (BFLA) — exploit action-level access control failures where lower-privileged principals invoke admin/staff functions across REST, GraphQL, gRPC, WebSocket, and background job paths.

navigation main article SKILL.md
schedule Updated 25 days ago
PurpleAILAB

blind-sqli

by PurpleAILAB
star 4.4k

Blind SQL injection under hostile WAF — manual bypass playbook for when sqlmap fails because common tokens (SUBSTRING, IF, AND, WHERE, single quotes) are filtered. Covers token-fingerprinting probe loops, arithmetic-multiplication boolean evaluation, hex-encoded literals, and exponential-probe binary search. Loaded on top of sqli.md when the binary oracle exists but tampers can't pass the WAF.

navigation main article SKILL.md
schedule Updated 22 days ago
PurpleAILAB

ble-gatt

by PurpleAILAB
star 4.4k

GATT service/characteristic enumeration on BLE peripherals, unauthenticated read/write exploitation, pairing downgrade to Just Works, and over-the-air sniffing with Sniffle or Ubertooth. Covers firmware update channels, hidden debug services, and missing auth on sensitive characteristics.

navigation main article SKILL.md
schedule Updated 25 days ago
PurpleAILAB

binwalk-extract

by PurpleAILAB
star 4.4k

Firmware image extraction with binwalk and firmware-mod-kit — recursive archive carving, squashfs/jffs2/ubifs mounting, entropy analysis to detect packed/encrypted regions, and nested container handling. Entry point for all static filesystem analysis after a raw binary image is acquired.

navigation main article SKILL.md
schedule Updated 25 days ago
PurpleAILAB

benchmark

by PurpleAILAB
star 4.4k

Benchmark mode marker — engagement objective is flag capture. Generic engagement rules apply unchanged.

navigation main article SKILL.md
schedule Updated 22 days ago
PurpleAILAB

bounty-report-formatter

by PurpleAILAB
star 4.4k

Bug bounty report formatting for HackerOne, Bugcrowd, Immunefi, and GitHub Security Advisories. Load after validate_finding succeeds and the finding needs to be submitted to a bounty program.

navigation main article SKILL.md
schedule Updated 22 days ago
PurpleAILAB

bloodhound-bhce

by PurpleAILAB
star 4.4k

Operate BloodHound Community Edition v9.2.2 via Decepticon's bhce_* tools — health check, Cypher passthrough, SharpHound ZIP ingest. Replaces the in-house ingest + ESC* post-process pipeline per ADR-0005.

navigation main article SKILL.md
schedule Updated 19 days ago
PurpleAILAB

bloodhound-query

by PurpleAILAB
star 4.4k

BloodHound ingestion + canonical Cypher queries for AD attack-path enumeration. Run after collector dumps zip; promotes findings into the knowledge graph.

navigation main article SKILL.md
schedule Updated 22 days ago
PurpleAILAB

bounty-hunting-methodology

by PurpleAILAB
star 4.4k

Bug bounty white-box hunting methodology. Load when the target is an open-source project with a security advisory program, bug bounty, or responsible disclosure policy.

navigation main article SKILL.md
schedule Updated 22 days ago
PurpleAILAB

ics-bacnet

by PurpleAILAB
star 4.4k

BACnet/IP attack — UDP/47808 discovery via Who-Is broadcast, ReadProperty / WriteProperty without auth, BBMD abuse for remote reach, vendor-specific I-Am responses, COV (Change Of Value) subscription flood, Building Automation HMI pivot.

navigation main article SKILL.md
schedule Updated 29 days ago
PurpleAILAB

exploiter-overview

by PurpleAILAB
star 4.4k

Stage 5 exploit construction playbook. Weaponizes validated primitives into multi-step chains that reach crown jewels. Load at exploiter-agent startup.

navigation main article SKILL.md
schedule Updated 22 days ago
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Browse Agent Skills by Occupation

23 major groups · 867 SOC occupations

Browse by Category

Explore agent skills organized by their primary use case

SKILLMD / CREATORS AND OCCUPATION CATEGORIES

Explore the agent skills ecosystem by occupation and creator

SkillMD is not just a keyword search box. It is an open map that organizes public skills by occupation, creator, and repository, helping you see which workflows, judgment criteria, and domain habits people are writing for AI agents.

Then follow creators and GitHub repositories back to the source: compare the skills a team maintains, whether the repo is active, and how the README frames the work before you open, install, or reuse anything.

Use it three ways: learn an unfamiliar field by occupation, study how creators organize skills, then use source context to decide what is worth opening or reusing.

01 Map a field

Browse 23 occupation groups and 867 SOC roles to learn what skills exist in adjacent domains and how they break down real work.

02 Follow creators

Use creator and repository pages to inspect maintained skill collections, recent updates, and source context before trusting a result.

03 Search with sources

Search 1.7M+ collected skills, then use occupation tags, creators, and GitHub source context to decide what is worth opening.

Start with the occupation map, then follow creators and repositories back to real code. SkillMD helps explain why a skill is worth opening, not only what it is named.

SEO KNOWLEDGE HUB & TECHNICAL OVERVIEW

Standardizing Agent Capabilities with SKILL.md and Model Context Protocol (MCP)

In the rapidly evolving landscape of artificial intelligence, LLM agents (Large Language Model agents) have transitioned from simple text predictors to autonomous problem solvers. To orchestrate complex, multi-step agentic workflows, developers require a standardized format to specify agent capabilities, prompt instructions, system rules, and database bindings. This is where SKILL.md and the Model Context Protocol (MCP) have emerged as standard developer paradigms. SkillMD serves as the central directory for indexing, exploring, and sharing these critical agent configurations.

Our open-source registry currently tracks over 1.7 million collected SKILL.md configurations and system prompts. By compiling agent configurations from active developers on GitHub, we bridge the gap between prompt engineering research and production execution. Whether you are building agents with Anthropic's Claude Code, OpenAI's GPT-4, Google's Gemini, or local models using Ollama and LlamaIndex, standardized skill definitions ensure your agents behave predictably across different runtime environments.

What is the Model Context Protocol (MCP)?

The Model Context Protocol (MCP) is an open-source standard designed to connect LLMs to data sources, developer tools, and external environments. MCP establishes a bidirectional communication channel between client applications (like Cursor, Claude Desktop, or custom agent systems) and servers hosting data or capabilities. Standardizing instructions via SKILL.md enables LLMs to query databases, read local files, execute terminal commands, and integrate third-party APIs. SkillMD allows you to find ready-to-run MCP servers and prompt instructions for various occupations and technical tasks.

The Structure of a Professional SKILL.md File

A valid SKILL.md configuration is designed to be easily read by humans and parsed by LLMs. It contains precise system instructions, trigger conditions, required parameters, and execution examples. Below is the typical architectural blueprint of a professional agent skill:

  • Metadata & Core Scope: Declares the name of the skill, author details, target models, and a description of the capability.
  • Triggers & Intent Detection: Details semantic triggers that help the agent decide when to invoke this skill.
  • System Prompts: Explicit system-level instructions that direct the agent's behavior, personality, safety guardrails, and formatting preferences.
  • Capabilities & Tools: Lists the files, databases, or APIs the agent must access to complete the tasks.
  • Few-Shot Examples: Demonstrates real inputs and outputs, helping the model generalize behavior through in-context learning.

Optimizing Agent Workflows for Modern LLMs

Writing effective agent skills requires deep knowledge of prompt engineering. With the release of advanced reasoning models like Claude 3.5 Sonnet, ChatGPT o1, and DeepSeek-V3, prompt templates must focus on structured thinking. Developers are encouraged to use XML tags (e.g., <thought>, <context>, and <rules>) to isolate execution boundaries. Standardized prompts prevent agents from suffering from context drift, ensuring that long-running tasks remain aligned with the initial system parameters.

Exploring by SOC Occupations and Creator Profiles

What makes SkillMD unique is its taxonomy. Instead of simple text search, we parse and organize files according to the Standard Occupational Classification (SOC) system. This means you can discover skills written for Computer and Mathematical roles, Business and Financial operations, Legal, Design, and and Educational Instruction fields. By tracking creator profiles, developers can study how different teams organize their custom instructions, compare version updates, and fork public configs for specialized enterprise use cases.

SkillMD operates as a high-performance index running on a fast Go backend and a highly responsive Astro SSR frontend. All search queries execute in milliseconds, featuring smart debouncing to prevent multiple API requests while keeping user data secure. Join our community of developers to standardize your AI agent instructions and optimize your LLM prompting workflows today.

8 QUESTIONS

Frequently Asked Questions

A practical guide to agent skills: what they are, how to inspect them, and how SkillMD helps you explore the ecosystem.