Fla Ascend Performance
fla-org/flash-linear-attention
Guidelines for Ascend NPU kernel / Triton-Ascend backend performance work in the FLA repo.
Test native or language object reconstruction, polymorphic type selection, gadget reachability, schema bypass, mass object binding, and unsafe serializer configuration in authorized applications or…
$ npx skills add cyberful/cyberful --skill test-deserialization-object-binding -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install cyberful/cyberful test-deserialization-object-binding --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/test-deserialization-object-binding .claude/skills/test-deserialization-object-binding && 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 "test-deserialization-object-binding" agent skill from https://github.com/cyberful/cyberful/tree/main/cyberful/builtin/skills/test-deserialization-object-binding into .claude/skills/test-deserialization-object-binding/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "test-deserialization-object-binding", 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/test-deserialization-object-bindingType 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 test-deserialization-object-binding -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install cyberful/cyberful test-deserialization-object-binding --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/test-deserialization-object-binding .agents/skills/test-deserialization-object-binding && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "test-deserialization-object-binding" agent skill from https://github.com/cyberful/cyberful/tree/main/cyberful/builtin/skills/test-deserialization-object-binding into .agents/skills/test-deserialization-object-binding/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "test-deserialization-object-binding", 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 test-deserialization-object-binding -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install cyberful/cyberful test-deserialization-object-binding --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/test-deserialization-object-binding .cursor/skills/test-deserialization-object-binding && 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 "test-deserialization-object-binding" agent skill from https://github.com/cyberful/cyberful/tree/main/cyberful/builtin/skills/test-deserialization-object-binding into .cursor/skills/test-deserialization-object-binding/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "test-deserialization-object-binding", 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/test-deserialization-object-binding--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 test-deserialization-object-binding -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install cyberful/cyberful test-deserialization-object-binding --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/test-deserialization-object-binding .gemini/skills/test-deserialization-object-binding && 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 "test-deserialization-object-binding" agent skill from https://github.com/cyberful/cyberful/tree/main/cyberful/builtin/skills/test-deserialization-object-binding into .gemini/skills/test-deserialization-object-binding/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "test-deserialization-object-binding", 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 test-deserialization-object-bindingInstalls 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 test-deserialization-object-binding -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/test-deserialization-object-binding .github/skills/test-deserialization-object-binding && 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 "test-deserialization-object-binding" agent skill from https://github.com/cyberful/cyberful/tree/main/cyberful/builtin/skills/test-deserialization-object-binding into .github/skills/test-deserialization-object-binding/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "test-deserialization-object-binding", 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 test-deserialization-object-binding -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 test-deserialization-object-binding --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/test-deserialization-object-binding .opencode/skills/test-deserialization-object-binding && 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 "test-deserialization-object-binding" agent skill from https://github.com/cyberful/cyberful/tree/main/cyberful/builtin/skills/test-deserialization-object-binding into .opencode/skills/test-deserialization-object-binding/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "test-deserialization-object-binding", 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.
test-deserialization-object-bindingTest native or language object reconstruction, polymorphic type selection, gadget reachability, schema bypass, mass object binding, and unsafe serializer configuration in authorized applications or…
Test Deserialization Object Binding is an agent skill from cyberful/cyberful. Test native or language object reconstruction, polymorphic type selection, gadget reachability, schema bypass, mass object binding, and unsafe serializer configuration in authorized applications or disposable loopback labs. Use when untrusted bytes or fields can select types, instantiate objects, invoke callbacks, mutate privileged properties, or cross trust boundaries during decoding.
Its SKILL.md is about 650 tokens, which your agent loads only when the skill is triggered. The skill folder holds 13 other files, including scripts, reference files and assets (for example `agents/openai.yaml`, `assets/deserialization-evidence.schema.json` and `assets/deserialization-harness.example.json`).
It sits in Security. 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.
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.
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.
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.
Test Deserialization Object Binding loads about 654 tokens when it runs, and up to ~891 if it reads all its reference files. Until then it costs about 106 tokens; SKILL.md has 180 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); the scripts in this folder are not scanned.
The full file from cyberful/cyberful at commit ec598a6, republished under its AGPL-3.0 licence (© cyberful). 180 words, ~654 tokens.
.claude/skills/test-deserialization-object-binding/SKILL.md (or your agent's skills folder). This skill also uses 8 other files; get the full folder from GitHub.Prove the reconstruction boundary: format, parser, configuration, permitted types, constructor or callback behavior, property binding, post-load hooks, and the authority of the resulting object. A parser exception or library version alone is not a vulnerability.
Identify attacker-controlled sources, transport encodings, decode order, schema validation, type discriminators, allowlists, binder configuration, object factories, constructors, setters, magic methods, callbacks, and downstream effects. Read references/reconstruction-proof.md.
Distinguish data-only decoding, object binding, polymorphic reconstruction, and executable gadget reachability. For broad file flows, first use trace-file-processing-pipelines.
Use harmless marker fixtures and a disposable loopback harness. Start with type or property selection, then prove a non-destructive observable callback or state change. Do not use production gadget chains, outbound callbacks, persistence, or destructive effects.
Use scripts/run_deserialization_harness.py only against an explicitly allowed loopback origin. The runner sends bounded fixtures with fixed curl, preserves bounded secret-redacted responses, and makes no exploitability decision.
Report format and parser, reachable type or property, configuration, full source-to-reconstruction path, safe marker effect, execution identity, sandbox boundary, matched data-only control, and affected authority.
© 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 8 other files (scripts, references, assets) in cyberful/builtin/skills/test-deserialization-object-binding of cyberful/cyberful.
Open the folder on GitHubat commit ec598a6
Test Deserialization Object Binding 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 |
|---|---|---|---|---|---|---|
| Test Deserialization Object Binding this skillcyberful/cyberful | 135 | — | ~654 | Automated safety check: Pass | AGPL-3.0 | |
| Fla Ascend Performancefla-org/flash-linear-attention | 5.8k | — | ~6.3k | Automated safety check: Pass | MIT | |
| Deepsec Documentation Guidevercel-labs/deepsec | 8.1k | — | ~956 | Automated safety check: Pass | Apache-2.0 | |
| Skill Scannergetsentry/skills | 1k | 4 repos | ~2.5k | Automated safety check: Warn | Apache-2.0 | |
| Serenity Aleabitoreddityan-labs/serenity-aleabitoreddit | 480 | 1 repos | ~3.3k | Automated safety check: Pass | None | |
| Security Alert Triageelastic/agent-skills | 592 | 1 repos | ~3.5k | Automated safety check: Notes | Apache-2.0 |
fla-org/flash-linear-attention
Guidelines for Ascend NPU kernel / Triton-Ascend backend performance work in the FLA repo.
vercel-labs/deepsec
Points the agent at deepsec's own docs to answer questions about initializing, configuring, resuming, scanning with and extending the vulnerability scanner.
getsentry/skills
Scan agent skills for security issues. An agent skill from getsentry/skills.
yan-labs/serenity-aleabitoreddit
Apply trader Serenity's (@aleabitoreddit) AI/semiconductor supply-chain analytical lens to US-stock ideas and market judgment.
elastic/agent-skills
Triage Elastic Security alerts — gather context, classify threats, create cases, and acknowledge.
SummerSec/ShiroAttack2
当用户要求利用、检测或测试 Apache Shiro rememberMe 反序列化漏洞 (Shiro-550, CVE-2016-4437) 时使用。触发词包括 "Shiro"、"rememberMe"、"shiro attack"、"CVE-2016-4437"、"Shiro-550"、"爆破 Shiro key"、"利用 Shiro"、"Shiro…
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.
Categories
Test native or language object reconstruction, polymorphic type selection, gadget reachability, schema bypass, mass object binding, and unsafe serializer configuration in authorized applications or…. Test Deserialization Object Binding is an agent skill from cyberful/cyberful. Test native or language object reconstruction, polymorphic type selection, gadget reachability, schema bypass, mass object binding, and unsafe serializer configuration in authorized applications or disposable loopback labs.
Test Deserialization Object Binding fits situations like: untrusted bytes; fields can select types; instantiate objects; invoke callbacks.
Run `npx skills add cyberful/cyberful --skill test-deserialization-object-binding -a claude-code`. Or copy the skill folder (cyberful/builtin/skills/test-deserialization-object-binding in cyberful/cyberful) into .claude/skills/test-deserialization-object-binding in your project. Claude Code loads it when a task matches its description.
Run `npx skills add cyberful/cyberful --skill test-deserialization-object-binding -a codex`. Or copy the skill folder (cyberful/builtin/skills/test-deserialization-object-binding in cyberful/cyberful) into .agents/skills/test-deserialization-object-binding 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 test-deserialization-object-binding -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/test-deserialization-object-binding, .gemini/skills/test-deserialization-object-binding, .github/skills/test-deserialization-object-binding and .opencode/skills/test-deserialization-object-binding in your project.
Going by SKILL.md and its folder, Test Deserialization Object Binding needs Python for the scripts in its folder. Our summary lists: Python 3.
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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
Test Deserialization Object Binding 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 654 tokens (SKILL.md is roughly 2.6k 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 237 tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Test Deserialization Object Binding: Fla Ascend Performance (fla-org/flash-linear-attention, 5.8k stars), Deepsec Documentation Guide (vercel-labs/deepsec, 8.1k stars), Skill Scanner (getsentry/skills, 1k stars) and Serenity Aleabitoreddit (yan-labs/serenity-aleabitoreddit, 480 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.