Provider Bug Review
mondoohq/mql
Deep static code review of an mql provider for logic errors, nil-handling bugs, pagination truncation, caching/id collisions, and other defects that silently give users wrong data.
Operate Prowler, Cloudsplaining, cloud CLIs, policy documents, and resource evidence for advanced AWS, Azure, GCP, and Kubernetes-adjacent posture assessment.
$ npx skills add cyberful/cyberful --skill operate-cloud-posture-toolchain -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install cyberful/cyberful operate-cloud-posture-toolchain --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/cyberful/cyberful.git skills-src && mkdir -p .claude/skills && cp -r skills-src/cyberful/builtin/skills/operate-cloud-posture-toolchain .claude/skills/operate-cloud-posture-toolchain && 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 "operate-cloud-posture-toolchain" agent skill from https://github.com/cyberful/cyberful/tree/main/cyberful/builtin/skills/operate-cloud-posture-toolchain into .claude/skills/operate-cloud-posture-toolchain/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "operate-cloud-posture-toolchain", 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/cyberful/cyberful/tree/main/cyberful/builtin/skills/operate-cloud-posture-toolchainType 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 cyberful/cyberful --skill operate-cloud-posture-toolchain -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install cyberful/cyberful operate-cloud-posture-toolchain --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/cyberful/cyberful.git skills-src && mkdir -p .agents/skills && cp -r skills-src/cyberful/builtin/skills/operate-cloud-posture-toolchain .agents/skills/operate-cloud-posture-toolchain && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "operate-cloud-posture-toolchain" agent skill from https://github.com/cyberful/cyberful/tree/main/cyberful/builtin/skills/operate-cloud-posture-toolchain into .agents/skills/operate-cloud-posture-toolchain/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "operate-cloud-posture-toolchain", 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 cyberful/cyberful --skill operate-cloud-posture-toolchain -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install cyberful/cyberful operate-cloud-posture-toolchain --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/cyberful/cyberful.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/cyberful/builtin/skills/operate-cloud-posture-toolchain .cursor/skills/operate-cloud-posture-toolchain && 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 "operate-cloud-posture-toolchain" agent skill from https://github.com/cyberful/cyberful/tree/main/cyberful/builtin/skills/operate-cloud-posture-toolchain into .cursor/skills/operate-cloud-posture-toolchain/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "operate-cloud-posture-toolchain", 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/cyberful/cyberful.git --path cyberful/builtin/skills/operate-cloud-posture-toolchain--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 cyberful/cyberful --skill operate-cloud-posture-toolchain -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install cyberful/cyberful operate-cloud-posture-toolchain --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/cyberful/cyberful.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/cyberful/builtin/skills/operate-cloud-posture-toolchain .gemini/skills/operate-cloud-posture-toolchain && 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 "operate-cloud-posture-toolchain" agent skill from https://github.com/cyberful/cyberful/tree/main/cyberful/builtin/skills/operate-cloud-posture-toolchain into .gemini/skills/operate-cloud-posture-toolchain/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "operate-cloud-posture-toolchain", 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 cyberful/cyberful operate-cloud-posture-toolchainInstalls 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 cyberful/cyberful --skill operate-cloud-posture-toolchain -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/cyberful/cyberful.git skills-src && mkdir -p .github/skills && cp -r skills-src/cyberful/builtin/skills/operate-cloud-posture-toolchain .github/skills/operate-cloud-posture-toolchain && 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 "operate-cloud-posture-toolchain" agent skill from https://github.com/cyberful/cyberful/tree/main/cyberful/builtin/skills/operate-cloud-posture-toolchain into .github/skills/operate-cloud-posture-toolchain/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "operate-cloud-posture-toolchain", 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 cyberful/cyberful --skill operate-cloud-posture-toolchain -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install cyberful/cyberful operate-cloud-posture-toolchain --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/cyberful/cyberful.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/cyberful/builtin/skills/operate-cloud-posture-toolchain .opencode/skills/operate-cloud-posture-toolchain && 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 "operate-cloud-posture-toolchain" agent skill from https://github.com/cyberful/cyberful/tree/main/cyberful/builtin/skills/operate-cloud-posture-toolchain into .opencode/skills/operate-cloud-posture-toolchain/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "operate-cloud-posture-toolchain", 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.
operate-cloud-posture-toolchainOperate Prowler, Cloudsplaining, cloud CLIs, policy documents, and resource evidence for advanced AWS, Azure, GCP, and Kubernetes-adjacent posture assessment.
Operate Cloud Posture Toolchain is an agent skill from cyberful/cyberful. Operate Prowler, Cloudsplaining, cloud CLIs, policy documents, and resource evidence for advanced AWS, Azure, GCP, and Kubernetes-adjacent posture assessment. Use for multi-account or multi-project baselines, effective-IAM analysis, trust-boundary mapping, resource-policy review, scanner reconciliation, or distinguishing absent controls from controls invisible to the current credentials.
Its SKILL.md is about 910 tokens, which your agent loads only when the skill is triggered. The skill folder holds 4 other files, including reference files (for example `agents/openai.yaml` and `references/cloud-iam-fieldbook.md`).
It sits in DevOps & Cloud, covering Accounting and bookkeeping and Container orchestration. It works with Amazon Web Services, Google Cloud, Microsoft Azure and Kubernetes. The repository describes itself as: Cyberful is an open-source AI Red Team for discovering, exploiting, verifying, and remediating vulnerabilities. The licence is AGPL-3.0.
4 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit ec598a6. It shows what the files ask for, not the result of running them.
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.
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Operate Cloud Posture Toolchain loads about 907 tokens when it runs, and up to ~1.5k if it reads all its reference files. Until then it costs about 106 tokens; SKILL.md has 322 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.
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); files beside SKILL.md are not scanned.
The full file from cyberful/cyberful at commit ec598a6, republished under its AGPL-3.0 licence (© cyberful). 322 words, ~907 tokens.
.claude/skills/operate-cloud-posture-toolchain/SKILL.md (or your agent's skills folder). This skill also uses 2 other files; get the full folder from GitHub.Treat every cloud scan as a view through one principal. A missing resource may mean absent, out of region, filtered, unpaginated, unsupported, or denied. Model visibility before interpreting compliance.
Record provider, organization/tenant, account/subscription/project, principal ARN or object identity, assumed-role chain, session policy, permission boundary, organization policies, enabled regions, API endpoints, credential source, collection time, and explicit/implicit API denials.
Build a visibility ledger: resource family, enumeration API, region/scope, result count, pagination status, denied calls, and independent expected count.
Use Prowler with pinned provider/account/region scope and machine-readable output. Keep failed checks, muted checks, API errors, and unsupported checks distinct.
Use Cloudsplaining against collected AWS IAM policies to surface privilege escalation, data exposure, infrastructure modification, and resource-constraint gaps. Then reconstruct effective access across identity policy, resource policy, trust policy, session policy, permissions boundary, service-control policy, conditions, grants, and service-specific authorization.
Read references/cloud-iam-fieldbook.md when analyzing effective authority or cross-account paths.
Prefer findings that connect:
High-value pivots include pass/attach role, workload identity mutation, build/deployment control, key-policy control, secret read plus compute execution, log/audit disablement, public resource-policy paths, and organization boundary escape.
Reconcile scanner output with provider-native queries for representative critical checks. Investigate disabled regions, delegated administrator accounts, organization-wide services, service-linked roles, eventually consistent APIs, conditional policies, wildcard resources that are service-limited, and policies attached outside the collected account.
Never label a denied enumeration as compliant. Mark it unassessed with the missing API and likely effect on coverage.
Preserve principal identity, scope manifest, visibility ledger, raw outputs, provider evidence, policy documents, evaluated condition context, chain graph, rejected scanner findings, and residual unknowns. Report the smallest policy/control change that breaks the demonstrated chain without assuming a single policy document is the whole authorization system.
© cyberful, AGPL-3.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 2 other files (references) in cyberful/builtin/skills/operate-cloud-posture-toolchain of cyberful/cyberful.
Open the folder on GitHubat commit ec598a6
Operate Cloud Posture Toolchain 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 |
|---|---|---|---|---|---|---|
| Operate Cloud Posture Toolchain this skillcyberful/cyberful | 135 | — | ~907 | Automated safety check: Pass | AGPL-3.0 | |
| Provider Bug Reviewmondoohq/mql | 412 | — | ~2.9k | Automated safety check: Pass | Custom licence | |
| Kcli Cluster Deploymentkarmab/kcli | 653 | — | ~1.5k | Automated safety check: Pass | Apache-2.0 | |
| Extend Discovery Typerunwhen-contrib/runwhen-local | 163 | — | ~1.7k | Automated safety check: Pass | Apache-2.0 | |
| Kclikarmab/kcli | 653 | — | ~2.6k | Automated safety check: Warn | Apache-2.0 | |
| Cloud AuditCommonHuman-Lab/nyxstrike | 157 | — | ~1.1k | Automated safety check: Pass | Custom licence |
mondoohq/mql
Deep static code review of an mql provider for logic errors, nil-handling bugs, pagination truncation, caching/id collisions, and other defects that silently give users wrong data.
karmab/kcli
Guides deployment and management of Kubernetes clusters with kcli.
runwhen-contrib/runwhen-local
Add or enrich a resource type in an existing RunWhen Local discovery indexer (Azure azureapi, GCP gcpapi, AWS, or Kubernetes).
karmab/kcli
Comprehensive guide for kcli usage. An agent skill from karmab/kcli.
CommonHuman-Lab/nyxstrike
Cloud and container security auditing workflow using prowler, trivy, kube-hunter, and docker-bench for AWS, GCP, Azure, Kubernetes, and container images
vinayaklatthe/microsoft-security-skills
Guidance for Azure Arc — projecting on-premises, multicloud (AWS/GCP), and edge servers, Kubernetes, and data services into Azure Resource Manager for unified governance, security, and management.
cyberful/cyberful
Audit infrastructure-as-code artifacts for unsafe defaults, policy gaps, privilege exposure, control drift, and deployment-impact evidence.
cyberful/cyberful
Audit Kubernetes admission and policy-as-code enforcement against local workload manifests, exception paths, namespace scope, and deployment evidence.
cyberful/cyberful
Audit PCI DSS penetration-test methodology, scope, internal and external reports, segmentation results, tester independence, remediation, retesting, retention, and multi-tenant support evidence.
cyberful/cyberful
Design and interpret advanced content discovery with ffuf and complementary web fuzzers.
cyberful/cyberful
Build a high-fidelity network and service inventory using Nmap, Masscan, packet capture, DNS, and protocol-specific follow-up.
cyberful/cyberful
Operate Semgrep and source-oriented static analysis as a hypothesis, coverage, and regression system during advanced code audits.
Operate Prowler, Cloudsplaining, cloud CLIs, policy documents, and resource evidence for advanced AWS, Azure, GCP, and Kubernetes-adjacent posture assessment. Operate Cloud Posture Toolchain is an agent skill from cyberful/cyberful. Operate Prowler, Cloudsplaining, cloud CLIs, policy documents, and resource evidence for advanced AWS, Azure, GCP, and Kubernetes-adjacent posture assessment.
Operate Cloud Posture Toolchain fits situations like: multi-project baselines; effective-IAM analysis; trust-boundary mapping; resource-policy review.
Run `npx skills add cyberful/cyberful --skill operate-cloud-posture-toolchain -a claude-code`. Or copy the skill folder (cyberful/builtin/skills/operate-cloud-posture-toolchain in cyberful/cyberful) into .claude/skills/operate-cloud-posture-toolchain in your project. Claude Code loads it when a task matches its description.
Run `npx skills add cyberful/cyberful --skill operate-cloud-posture-toolchain -a codex`. Or copy the skill folder (cyberful/builtin/skills/operate-cloud-posture-toolchain in cyberful/cyberful) into .agents/skills/operate-cloud-posture-toolchain in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add cyberful/cyberful --skill operate-cloud-posture-toolchain -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/operate-cloud-posture-toolchain, .gemini/skills/operate-cloud-posture-toolchain, .github/skills/operate-cloud-posture-toolchain and .opencode/skills/operate-cloud-posture-toolchain in your project.
SKILL.md names no scripts, command-line tools or credentials: Operate Cloud Posture Toolchain is instructions for the agent only.
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.
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. Review the folder before installing.
Operate Cloud Posture Toolchain is published under the AGPL-3.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 907 tokens (SKILL.md is roughly 3.6k 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 596 tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Operate Cloud Posture Toolchain: Provider Bug Review (mondoohq/mql, 412 stars), Kcli Cluster Deployment (karmab/kcli, 653 stars), Extend Discovery Type (runwhen-contrib/runwhen-local, 163 stars) and Kcli (karmab/kcli, 653 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
cyberful (a GitHub organization) maintains it in cyberful/cyberful, which has 135 GitHub stars. The repository holds 85 skills in this directory. The repository was last updated on August 24, 2026.
Source: cyberful/cyberful on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.