Cloud Defense
transilienceai/communitytools
Detect and break the cloud post-compromise attack chain (AWS / Azure / GCP) — per-stage CloudTrail / Activity-Log / Audit-Log detection signals and the preventive controls that close each step.
Agent skill
Hunting For Living Off The Cloud Techniques
Hunts for adversary abuse of legitimate cloud services (Azure, AWS, GCP, and SaaS platforms) for command-and-control, data staging, and exfiltration, i.e.
Install Hunting For Living Off The Cloud Techniques
$ npx skills add mukul975/Anthropic-Cybersecurity-Skills --skill hunting-for-living-off-the-cloud-techniques -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install mukul975/Anthropic-Cybersecurity-Skills hunting-for-living-off-the-cloud-techniques --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/mukul975/Anthropic-Cybersecurity-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/hunting-for-living-off-the-cloud-techniques .claude/skills/hunting-for-living-off-the-cloud-techniques && 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 "hunting-for-living-off-the-cloud-techniques" agent skill from https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/main/skills/hunting-for-living-off-the-cloud-techniques into .claude/skills/hunting-for-living-off-the-cloud-techniques/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "hunting-for-living-off-the-cloud-techniques", 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/mukul975/Anthropic-Cybersecurity-Skills/tree/main/skills/hunting-for-living-off-the-cloud-techniquesType 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 mukul975/Anthropic-Cybersecurity-Skills --skill hunting-for-living-off-the-cloud-techniques -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install mukul975/Anthropic-Cybersecurity-Skills hunting-for-living-off-the-cloud-techniques --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mukul975/Anthropic-Cybersecurity-Skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/hunting-for-living-off-the-cloud-techniques .agents/skills/hunting-for-living-off-the-cloud-techniques && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "hunting-for-living-off-the-cloud-techniques" agent skill from https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/main/skills/hunting-for-living-off-the-cloud-techniques into .agents/skills/hunting-for-living-off-the-cloud-techniques/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "hunting-for-living-off-the-cloud-techniques", 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 mukul975/Anthropic-Cybersecurity-Skills --skill hunting-for-living-off-the-cloud-techniques -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install mukul975/Anthropic-Cybersecurity-Skills hunting-for-living-off-the-cloud-techniques --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mukul975/Anthropic-Cybersecurity-Skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/hunting-for-living-off-the-cloud-techniques .cursor/skills/hunting-for-living-off-the-cloud-techniques && 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 "hunting-for-living-off-the-cloud-techniques" agent skill from https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/main/skills/hunting-for-living-off-the-cloud-techniques into .cursor/skills/hunting-for-living-off-the-cloud-techniques/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "hunting-for-living-off-the-cloud-techniques", 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/mukul975/Anthropic-Cybersecurity-Skills.git --path skills/hunting-for-living-off-the-cloud-techniques--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 mukul975/Anthropic-Cybersecurity-Skills --skill hunting-for-living-off-the-cloud-techniques -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install mukul975/Anthropic-Cybersecurity-Skills hunting-for-living-off-the-cloud-techniques --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mukul975/Anthropic-Cybersecurity-Skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/hunting-for-living-off-the-cloud-techniques .gemini/skills/hunting-for-living-off-the-cloud-techniques && 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 "hunting-for-living-off-the-cloud-techniques" agent skill from https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/main/skills/hunting-for-living-off-the-cloud-techniques into .gemini/skills/hunting-for-living-off-the-cloud-techniques/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "hunting-for-living-off-the-cloud-techniques", 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 mukul975/Anthropic-Cybersecurity-Skills hunting-for-living-off-the-cloud-techniquesInstalls 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 mukul975/Anthropic-Cybersecurity-Skills --skill hunting-for-living-off-the-cloud-techniques -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/mukul975/Anthropic-Cybersecurity-Skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/hunting-for-living-off-the-cloud-techniques .github/skills/hunting-for-living-off-the-cloud-techniques && 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 "hunting-for-living-off-the-cloud-techniques" agent skill from https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/main/skills/hunting-for-living-off-the-cloud-techniques into .github/skills/hunting-for-living-off-the-cloud-techniques/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "hunting-for-living-off-the-cloud-techniques", 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 mukul975/Anthropic-Cybersecurity-Skills --skill hunting-for-living-off-the-cloud-techniques -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install mukul975/Anthropic-Cybersecurity-Skills hunting-for-living-off-the-cloud-techniques --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mukul975/Anthropic-Cybersecurity-Skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/hunting-for-living-off-the-cloud-techniques .opencode/skills/hunting-for-living-off-the-cloud-techniques && 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 "hunting-for-living-off-the-cloud-techniques" agent skill from https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/main/skills/hunting-for-living-off-the-cloud-techniques into .opencode/skills/hunting-for-living-off-the-cloud-techniques/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "hunting-for-living-off-the-cloud-techniques", 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
hunting-for-living-off-the-cloud-techniques- GitHub stars
- 34k
- Token cost
- ~925 tokens
- SKILL.md length
- 312 words
- Files
- 8 (incl. scripts, references, assets)
- Skills in repo
- 644
- Repo updated
- First seen
- Licence
- Apache-2.0
At a glance
Hunts for adversary abuse of legitimate cloud services (Azure, AWS, GCP, and SaaS platforms) for command-and-control, data staging, and exfiltration, i.e.
- Works in 7 steps: Formulate Hypothesis: Define a testable… → Identify Data Sources: Determine which… → Execute Queries: Run detection queries… → …
- Threat hunting for cloud-native C2 channels
- SKILL.md covers When to Use, Prerequisites, Workflow and Key Concepts, plus 3 more sections
- Runs Python scripts from its folder
What it does
Hunting For Living Off The Cloud Techniques is an agent skill from mukul975/Anthropic-Cybersecurity-Skills. Hunts for adversary abuse of legitimate cloud services (Azure, AWS, GCP, and SaaS platforms) for command-and-control, data staging, and exfiltration, i.e. "living off the cloud" tradecraft that blends in with normal cloud API and service activity. Use when threat hunting for cloud-native C2 channels, abnormal use of storage/SaaS services for data staging, or exfiltration hidden in legitimate cloud traffic.
Its SKILL.md is about 930 tokens, which your agent loads only when the skill is triggered. The skill folder holds 10 other files, including scripts, reference files and assets (for example `assets/template.md`, `references/api-reference.md` and `references/standards.md`).
It sits in Security, covering Security operations and Red teaming and adversary simulation. It works with Amazon Web Services, Google Cloud and Microsoft Azure. The repository describes itself as: 817 structured cybersecurity skills for AI agents · Mapped to 6 frameworks: MITRE ATT&CK, NIST CSF 2.0, MITRE ATLAS, D3FEND, NIST AI RMF & MITRE F3 (Fight Fraud) · agentskills.io…. The licence is Apache-2.0.
When your agent uses it
- Threat hunting for cloud-native C2 channels
- Abnormal use of storage/SaaS services for data staging
- Exfiltration hidden in legitimate cloud traffic
Example prompts
- “living off the cloud”
- “Use the hunting-for-living-off-the-cloud-techniques skill to hunt for adversary abuse of legitimate cloud services (Azure, AWS, GCP, and SaaS…”
- “/hunting-for-living-off-the-cloud-techniques”
Requirements
- Python 3
Workflow steps
7 steps, taken from the first numbered list in SKILL.md.
- Formulate Hypothesis: Define a testable hypothesis based on threat intelligence or ATT&CK gap analysis.
- Identify Data Sources: Determine which logs and telemetry are needed to validate or refute the hypothesis.
- Execute Queries: Run detection queries against SIEM and EDR platforms to collect relevant events.
- Analyze Results: Examine query results for anomalies, correlating across multiple data sources.
- Validate Findings: Distinguish true positives from false positives through contextual analysis.
- Correlate Activity: Link findings to broader attack chains and threat actor TTPs.
- Document and Report: Record findings, update detection rules, and recommend response actions.
What it can do on your machine
Read from SKILL.md and the folder at commit 54a7988. 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 2 files in scripts/ (Python), which the agent can run.
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
Hunting For Living Off The Cloud Techniques loads about 925 tokens when it runs, and up to ~2.6k if it reads all its reference files. Until then it costs about 113 tokens; SKILL.md has 312 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
The full file from mukul975/Anthropic-Cybersecurity-Skills at commit 54a7988, republished under its Apache-2.0 licence (© mukul975). 312 words, ~925 tokens.
Download SKILL.mdSave it as
.claude/skills/hunting-for-living-off-the-cloud-techniques/SKILL.md (or your agent's skills folder). This skill also uses 7 other files; get the full folder from GitHub.- name
- hunting-for-living-off-the-cloud-techniques
- description
- Hunts for adversary abuse of legitimate cloud services (Azure, AWS, GCP, and SaaS platforms) for command-and-control, data staging, and exfiltration, i.e. "living off the cloud" tradecraft that blends in with normal cloud API and service activity. Use when threat hunting for cloud-native C2 channels, abnormal use of storage/SaaS services for data staging, or exfiltration hidden in legitimate cloud traffic.
- domain
- cybersecurity
- subdomain
- threat-hunting
- tags
- threat-hunting, mitre-attack, cloud-abuse, c2, lotc, saas, proactive-detection
- version
- 1.0
- author
- mahipal
- license
- Apache-2.0
- d3fend_techniques
- Application Protocol Command Analysis, Network Isolation, Network Traffic Analysis, Client-server Payload Profiling, Network Traffic Community Deviation
- nist_csf
- DE.CM-01, DE.AE-02, DE.AE-07, ID.RA-05
- mitre_attack
- T1046, T1057, T1082, T1083, T1048
Hunting For Living Off The Cloud Techniques
When to Use
- When proactively hunting for indicators of hunting for living off the cloud techniques in the environment
- After threat intelligence indicates active campaigns using these techniques
- During incident response to scope compromise related to these techniques
- When EDR or SIEM alerts trigger on related indicators
- During periodic security assessments and purple team exercises
Prerequisites
- EDR platform with process and network telemetry (CrowdStrike, MDE, SentinelOne)
- SIEM with relevant log data ingested (Splunk, Elastic, Sentinel)
- Sysmon deployed with comprehensive configuration
- Windows Security Event Log forwarding enabled
- Threat intelligence feeds for IOC correlation
Workflow
- Formulate Hypothesis: Define a testable hypothesis based on threat intelligence or ATT&CK gap analysis.
- Identify Data Sources: Determine which logs and telemetry are needed to validate or refute the hypothesis.
- Execute Queries: Run detection queries against SIEM and EDR platforms to collect relevant events.
- Analyze Results: Examine query results for anomalies, correlating across multiple data sources.
- Validate Findings: Distinguish true positives from false positives through contextual analysis.
- Correlate Activity: Link findings to broader attack chains and threat actor TTPs.
- Document and Report: Record findings, update detection rules, and recommend response actions.
Key Concepts
| Concept | Description |
|---|---|
| T1102 | Web Service |
| T1567 | Exfiltration Over Web Service |
| T1537 | Transfer Data to Cloud Account |
Tools & Systems
| Tool | Purpose |
|---|---|
| CrowdStrike Falcon | EDR telemetry and threat detection |
| Microsoft Defender for Endpoint | Advanced hunting with KQL |
| Splunk Enterprise | SIEM log analysis with SPL queries |
| Elastic Security | Detection rules and investigation timeline |
| Sysmon | Detailed Windows event monitoring |
| Velociraptor | Endpoint artifact collection and hunting |
| Sigma Rules | Cross-platform detection rule format |
Common Scenarios
- Scenario 1: C2 over Discord webhooks for command delivery
- Scenario 2: Data exfiltration to Telegram bot API
- Scenario 3: Malware using Azure Functions for dynamic C2
- Scenario 4: Staging stolen data on Google Docs or Notion pages
Output Format
Hunt ID: TH-HUNTIN-[DATE]-[SEQ]
Technique: T1102
Host: [Hostname]
User: [Account context]
Evidence: [Log entries, process trees, network data]
Risk Level: [Critical/High/Medium/Low]
Confidence: [High/Medium/Low]
Recommended Action: [Containment, investigation, monitoring]© mukul975, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
SKILL.md and 7 other files (scripts, references, assets) in skills/hunting-for-living-off-the-cloud-techniques of mukul975/Anthropic-Cybersecurity-Skills.
- SKILL.md
- LICENSE
- assets/template.md
- references/api-reference.md
- references/standards.md
- references/workflows.md
- scripts/agent.py
- scripts/process.py
Open the folder on GitHubat commit 54a7988
Compare with similar skills
Hunting For Living Off The Cloud Techniques 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 |
|---|---|---|---|---|---|---|
| Hunting For Living Off The Cloud Techniques this skillmukul975/Anthropic-Cybersecurity-Skills | 34k | — | ~925 | Automated safety check: Pass | Apache-2.0 | |
| Cloud Defensetransilienceai/communitytools | 563 | — | ~476 | Automated safety check: Pass | MIT | |
| Investigating GCP Incidentstrilwu/secskills | 157 | — | ~2.2k | Automated safety check: Pass | MIT | |
| Defender For Cloud Hardeningvinayaklatthe/microsoft-security-skills | 175 | — | ~1.9k | Automated safety check: Pass | MIT | |
| Cloud Auditbriiirussell/cybersecurity-skills | 413 | — | ~1.3k | Automated safety check: Notes | MIT | |
| Siem Loggingancoleman/ai-design-components | 525 | — | ~3.4k | Automated safety check: Pass | MIT |
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Related
Categories
Questions about Hunting For Living Off The Cloud Techniques
What does Hunting For Living Off The Cloud Techniques do?
Hunts for adversary abuse of legitimate cloud services (Azure, AWS, GCP, and SaaS platforms) for command-and-control, data staging, and exfiltration, i.e. Hunting For Living Off The Cloud Techniques is an agent skill from mukul975/Anthropic-Cybersecurity-Skills.e.
When should I use Hunting For Living Off The Cloud Techniques?
Hunting For Living Off The Cloud Techniques fits situations like: threat hunting for cloud-native C2 channels; abnormal use of storage/SaaS services for data staging; exfiltration hidden in legitimate cloud traffic.
How do I install Hunting For Living Off The Cloud Techniques in Claude Code?
Run `npx skills add mukul975/Anthropic-Cybersecurity-Skills --skill hunting-for-living-off-the-cloud-techniques -a claude-code`. Or copy the skill folder (skills/hunting-for-living-off-the-cloud-techniques in mukul975/Anthropic-Cybersecurity-Skills) into .claude/skills/hunting-for-living-off-the-cloud-techniques in your project. Claude Code loads it when a task matches its description.
How do I install Hunting For Living Off The Cloud Techniques in Codex?
Run `npx skills add mukul975/Anthropic-Cybersecurity-Skills --skill hunting-for-living-off-the-cloud-techniques -a codex`. Or copy the skill folder (skills/hunting-for-living-off-the-cloud-techniques in mukul975/Anthropic-Cybersecurity-Skills) into .agents/skills/hunting-for-living-off-the-cloud-techniques in your project. Codex loads it when a task matches its description.
Can I use Hunting For Living Off The Cloud Techniques 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 mukul975/Anthropic-Cybersecurity-Skills --skill hunting-for-living-off-the-cloud-techniques -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/hunting-for-living-off-the-cloud-techniques, .gemini/skills/hunting-for-living-off-the-cloud-techniques, .github/skills/hunting-for-living-off-the-cloud-techniques and .opencode/skills/hunting-for-living-off-the-cloud-techniques in your project.
What does Hunting For Living Off The Cloud Techniques need to run?
Going by SKILL.md and its folder, Hunting For Living Off The Cloud Techniques needs Python for the scripts in its folder. Our summary lists: Python 3.
Does Hunting For Living Off The Cloud Techniques 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 Hunting For Living Off The Cloud Techniques 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 Hunting For Living Off The Cloud Techniques use?
Hunting For Living Off The Cloud Techniques is published under the Apache-2.0 licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Hunting For Living Off The Cloud Techniques use?
About 925 tokens (SKILL.md is roughly 3.7k 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 1.7k tokens, read only when the agent opens those files.
What are the alternatives to Hunting For Living Off The Cloud Techniques?
Skills that share tags, products or a category with Hunting For Living Off The Cloud Techniques: Cloud Defense (transilienceai/communitytools, 563 stars), Investigating GCP Incidents (trilwu/secskills, 157 stars), Defender For Cloud Hardening (vinayaklatthe/microsoft-security-skills, 175 stars) and Cloud Audit (briiirussell/cybersecurity-skills, 413 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Hunting For Living Off The Cloud Techniques?
mukul975 (a GitHub user) maintains it in mukul975/Anthropic-Cybersecurity-Skills, which has 34,116 GitHub stars. The repository holds 644 skills in this directory. The repository was last updated on August 31, 2026.
Source: mukul975/Anthropic-Cybersecurity-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.