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Install
Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.
npx agentmarket install skill/akapi895-bug-identification
Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.
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About
Use cases: security
Reviews
Write a reviewNo reviews yet. Installed it? Reviews come from verified installers only. How reviews work
Permissions
What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.
- Tools
- No tools found
- Secrets
- None asked for
- Install scripts
- None found
Network hosts it talks to 1
codeload.github.com· found in install command
Files it touches
~/.claude/skills/bug-identification
What's inside
- Skill name
bug_identification- Description
- Offensive security skill for bug identification
- License
- Apache-2.0
- Instructions
- 1,254 lines in SKILL.md · view on GitHub
Before installing
- Instructions call the network
Agent Skills spec issues
- name: only lowercase letters, digits and single hyphens allowed
- name: "bug_identification" does not match folder "offensive-bug-identification"
- body: 1254 lines (spec recommends under 500)
- body: contains an absolute path from the author's machine
Files (1)
- SKILL.md
SKILL.md (first lines)
## Metadata
- **Skill Name**: bug-identification
- **Folder**: offensive-bug-identification
- **Source**: https://github.com/SnailSploit/offensive-checklist/blob/main/bug-identification.md
## Description
Systematic bug identification methodology: source code review patterns, black-box testing strategies, taint analysis, dangerous function hunting, data flow tracing, and automated scanning setup. Use for code audits, bug bounty triage, or building vulnerability identification pipelines.
## Trigger Phrases
Use this skill when the conversation involves any of:
`bug identification, code review, taint analysis, dangerous functions, data flow, source audit, black box, vulnerability identification, static analysis, code audit, bug hunting`
## Instructions for Claude
When this skill is active:
1. Load and apply the full methodology below as your operational checklist
2. Follow steps in order unless the user specifies otherwise
3. For each technique, consider applicability to the current target/context
4. Track which checklist items have been completed
5. Suggest next steps based on findings
---
## Full Methodology
# Bug Identification
## Overview
Bug identification is the process of discovering potential vulnerabilities in software through various techniques including static analysis, dynamic analysis, and fuzzing. This document outlines methodologies and tools for effective vulnerability research.
For practical exploit development, see [Exploit Development](/exploit/development.md).
```mermaid
flowchart TD
BugId["Bug Identification"]
%% Main Methods
Static["Static Analysis"]
Dynamic["Dynamic Analysis"]
Fuzzing["Fuzzing"]
AI["AI-Assisted"]
%% Static Analysis Methods
CodeReview["Manual Code Review"]
RevEng["Reverse Engineering"]
PatchDiff["Patch Diffing"]
StaticTools["Static Analysis Tools"]
SBOM["Supply Chain Analysis"]
%% Dynamic Analysis Methods
DebugTrace["Debugging/Tracing"]
DBI["Dynamic Binary Instrumentation"]
Taint["Taint Analysis"]
SymExec["Symbolic Execution"]
Snapshot["Snapshot Analysis"]
%% Fuzzing Methods
DumbFuzz["Dumb Fuzzing"]
SmartFuzz["Smart Fuzzing"]
EvoFuzz["Evolutionary Fuzzing"]
LLMFuzz["LLM-Guided Fuzzing"]
%% AI Methods
LLMTriage["LLM Crash Triage"]
MLPattern["ML Pattern Recognition"]
AutoVariant["Automated Variant Analysis"]
%% Connections
BugId --> Static
BugId --> Dynamic
BugId --> Fuzzing
BugId --> AI
Static --> CodeReview
Static --> RevEng
Static --> PatchDiff
Static --> StaticTools
Static --> SBOM
Dynamic --> DebugTrace
Dynamic --> DBI
Dynamic --> Taint
Dynamic --> SymExec
Dynamic --> Snapshot
Fuzzing --> DumbFuzz
Fuzzing --> SmartFuzz
Fuzzing --> EvoFuzz
Fuzzing --> LLMFuzz
AI --> LLMTriage
AI --> MLPattern
AI --> AutoVariant
%% Combinations
Taint -.-> Fuzzing
SymExec -.-> Fuzzing
RevEng -.-> Fuzzing
AI -.-> Fuzzing
AI -.-> Static
class BugId primary
```
## Vulnerability Research Methodology
### Phase 1: Reconnaissance
- **Target Enumeration:** Identify version, dependencies, configuration
- **Attack Surface Mapping:** List all input vectors, APIs, protocols
- **Documentation Review:** RFCs, specifications, developer docs
- **Prior Art Analysis:** CVE database, exploit-db, bug trackers
### Phase 2: Static Analysis
- **Source Review:** If available, focus on parsing/validation code
- **Binary Analysis:** Reverse engineering with Ghidra/IDA
- **Patch Diffing:** Compare vulnerable vs patched versionsFrom Akapi895/RedForge, Apache-2.0.
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Signals
- Stars
- 0
- Forks
- 0
- Open issues
- 0
- Last commit (this folder)
- Sep 21, 2026 (1 month ago)
From GitHub (fetched Oct 24, 2026).
Details
- License
- Apache-2.0
- Repository
- github.com/Akapi895/RedForge
- First seen
- Oct 24, 2026
- Last checked
- Oct 24, 2026
- Source
- GitHubgithub-graphql
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cloud-attack-methods
Akapi895
Cloud attacks: metadata APIs, S3/K8s, AWS/Azure/GCP identity privilege escalation, MinIO attack matrix, Aliyun FC, and ChengZi SDK decryption.
SkillBFreshness: BClaude Code +9 - 0.524score
capability-primitive-search
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Capability primitives + state-space search: combine primitives such as read/write/exec/ssrf into RCE equations A-F, map low-severity findings, search forward…
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binary-mobile-reversing
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APK/EXE/binary: UniApp/DCloud/Flutter reverse engineering, certificate-pinning bypass, exported components, memory-corruption exploit chains, and IoT firmware.
SkillBFreshness: BClaude Code +9 - 0.524score
attack-surface-recon
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Chalk Labs is a two-founder AI and growth studio. We build AI agents, CRMs and MVPs for Web3 and AI companies, and have shipped 50+ product and token launches.
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Press we've placed: Forbes · CoinDesk · Decrypt · Cointelegraph · The Block
Rahil Jain, Co-founder, Chalk Labs. Ex-Goldman Sachs engineer. You talk to the person who builds it.
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Cite this page
bug_identification skill. Agent Mart. https://agentmart.dev/skills/akapi895-bug-identification (last updated 2026-10-24)