Fuzzing Harness Design
trailofbits/skills
Guides writing and improving fuzzing harnesses for C, C++ and Rust so random byte input gets translated into structured, reproducible test cases for the target code.
Audit C, C++, unsafe Rust, native extensions, parsers, codecs, FFI boundaries, and systems code for memory corruption and low-level exploitation risk.
$ npx skills add cyberful/cyberful --skill audit-native-memory-safety -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install cyberful/cyberful audit-native-memory-safety --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/audit-native-memory-safety .claude/skills/audit-native-memory-safety && 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 "audit-native-memory-safety" agent skill from https://github.com/cyberful/cyberful/tree/main/cyberful/builtin/skills/audit-native-memory-safety into .claude/skills/audit-native-memory-safety/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "audit-native-memory-safety", 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/audit-native-memory-safetyType 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 audit-native-memory-safety -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install cyberful/cyberful audit-native-memory-safety --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/audit-native-memory-safety .agents/skills/audit-native-memory-safety && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "audit-native-memory-safety" agent skill from https://github.com/cyberful/cyberful/tree/main/cyberful/builtin/skills/audit-native-memory-safety into .agents/skills/audit-native-memory-safety/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "audit-native-memory-safety", 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 audit-native-memory-safety -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install cyberful/cyberful audit-native-memory-safety --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/audit-native-memory-safety .cursor/skills/audit-native-memory-safety && 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 "audit-native-memory-safety" agent skill from https://github.com/cyberful/cyberful/tree/main/cyberful/builtin/skills/audit-native-memory-safety into .cursor/skills/audit-native-memory-safety/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "audit-native-memory-safety", 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/audit-native-memory-safety--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 audit-native-memory-safety -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install cyberful/cyberful audit-native-memory-safety --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/audit-native-memory-safety .gemini/skills/audit-native-memory-safety && 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 "audit-native-memory-safety" agent skill from https://github.com/cyberful/cyberful/tree/main/cyberful/builtin/skills/audit-native-memory-safety into .gemini/skills/audit-native-memory-safety/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "audit-native-memory-safety", 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 audit-native-memory-safetyInstalls 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 audit-native-memory-safety -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/audit-native-memory-safety .github/skills/audit-native-memory-safety && 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 "audit-native-memory-safety" agent skill from https://github.com/cyberful/cyberful/tree/main/cyberful/builtin/skills/audit-native-memory-safety into .github/skills/audit-native-memory-safety/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "audit-native-memory-safety", 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 audit-native-memory-safety -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 audit-native-memory-safety --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/audit-native-memory-safety .opencode/skills/audit-native-memory-safety && 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 "audit-native-memory-safety" agent skill from https://github.com/cyberful/cyberful/tree/main/cyberful/builtin/skills/audit-native-memory-safety into .opencode/skills/audit-native-memory-safety/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "audit-native-memory-safety", 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.
audit-native-memory-safetyAudit C, C++, unsafe Rust, native extensions, parsers, codecs, FFI boundaries, and systems code for memory corruption and low-level exploitation risk.
Audit Native Memory Safety is an agent skill from cyberful/cyberful. Audit C, C++, unsafe Rust, native extensions, parsers, codecs, FFI boundaries, and systems code for memory corruption and low-level exploitation risk. Use for buffer overflows, out-of-bounds access, use-after-free, double free, integer overflow, format strings, uninitialized memory, type confusion, race-induced corruption, unsafe deserialization, binary parsing, compiler hardening, sanitizers, and fuzzing strategy.
Its SKILL.md is about 830 tokens, which your agent loads only when the skill is triggered. The skill folder holds 5 other files, including reference files (for example `agents/openai.yaml`, `references/memory-unsafe-catalog.md` and `references/native-toolchain-hardening.md`).
It sits in Security, covering Penetration testing and Fuzzing. It works with C++ and Rust. 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.
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.
Audit Native Memory Safety loads about 829 tokens when it runs, and up to ~2k if it reads all its reference files. Until then it costs about 111 tokens; SKILL.md has 289 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). 289 words, ~829 tokens.
.claude/skills/audit-native-memory-safety/SKILL.md (or your agent's skills folder). This skill also uses 3 other files; get the full folder from GitHub.Inventory network protocols, files, IPC, device input, shared memory, environment, plugins, foreign calls, and privileged configuration. Trace length, offset, count, stride, allocation size, ownership, lifetime, type, and synchronization from parse to use.
Prioritize parsers and state machines reachable before authentication, code running with elevated identity, complex binary formats, custom allocators, unsafe FFI, and operations where attacker-controlled arithmetic determines memory layout.
Read memory-unsafe-catalog.md for review patterns. Read native-toolchain-hardening.md for validation and mitigation.
For each memory operation, prove:
Do not treat a nearby bounds check as sufficient. Trace whether it dominates the operation and uses the same canonical values.
Draw allocation, alias, transfer, callback, cancellation, error, and free transitions. Include exception or long-jump paths, reference cycles, weak references, async completion, reentrancy, and foreign ownership conventions.
Look for cleanup that runs twice, callbacks after teardown, container mutation invalidating pointers, and handles reused with stale type or generation.
Use compiler warnings, static analysis, sanitizers, fuzzing, differential parsers, assertions, and minimized reproducers. Select sanitizers and harnesses for the suspected property; broad random fuzzing without the right state, dictionary, or oracle leaves deep logic untouched.
State controlled field, arithmetic or lifetime failure, invalid memory operation, allocator and platform context, reachable state, mitigations present, and observed consequence. Separate crash-only evidence, disclosure, write primitive, control-flow influence, and likely exploitability.
© 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 3 other files (references) in cyberful/builtin/skills/audit-native-memory-safety of cyberful/cyberful.
Open the folder on GitHubat commit ec598a6
Audit Native Memory Safety 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 |
|---|---|---|---|---|---|---|
| Audit Native Memory Safety this skillcyberful/cyberful | 135 | — | ~829 | Automated safety check: Pass | AGPL-3.0 | |
| Fuzzing Harness Designtrailofbits/skills | 7.5k | 1 repos | ~5.3k | Automated safety check: Pass | CC-BY-SA-4.0 | |
| Fuzzing Obstacle Patchertrailofbits/skills | 7.5k | — | ~4k | Automated safety check: Pass | CC-BY-SA-4.0 | |
| Code Audit3stoneBrother/code-audit | 892 | 1 repos | ~2.7k | Automated safety check: Pass | None | |
| Harness Design Fuzzingprovos/ironcurtain | 612 | — | ~5.7k | Automated safety check: Pass | Apache-2.0 | |
| ClusterfuzzliteInternationalColorConsortium/iccDEV | 183 | — | ~1.5k | Automated safety check: Pass | BSD-3-Clause |
trailofbits/skills
Guides writing and improving fuzzing harnesses for C, C++ and Rust so random byte input gets translated into structured, reproducible test cases for the target code.
trailofbits/skills
Patches checksums, hash checks, time-based seeds and other non-deterministic state out of fuzzing builds so the fuzzer reaches deeper code, with production behavior intact.
3stoneBrother/code-audit
Professional code security audit skill covering 55+ vulnerability types.
provos/ironcurtain
Reference vocabulary for designing instrumented harnesses that drive vulnerability discovery — design classes (trigger-driven vs coverage-driven), tiered scope (T1 isolated function / T2…
InternationalColorConsortium/iccDEV
Build, test, or update the iccDEV ClusterFuzzLite libFuzzer integration across ASan, UBSan, and MSan.
trailofbits/skills
Compiles cryptographic code and inspects the assembly or bytecode for variable-time instructions, then triages which flagged operations actually touch secrets.
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
Audit C, C++, unsafe Rust, native extensions, parsers, codecs, FFI boundaries, and systems code for memory corruption and low-level exploitation risk. Audit Native Memory Safety is an agent skill from cyberful/cyberful. Audit C, C++, unsafe Rust, native extensions, parsers, codecs, FFI boundaries, and systems code for memory corruption and low-level exploitation risk.
Audit Native Memory Safety fits situations like: buffer overflows; out-of-bounds access; integer overflow; uninitialized memory.
Run `npx skills add cyberful/cyberful --skill audit-native-memory-safety -a claude-code`. Or copy the skill folder (cyberful/builtin/skills/audit-native-memory-safety in cyberful/cyberful) into .claude/skills/audit-native-memory-safety in your project. Claude Code loads it when a task matches its description.
Run `npx skills add cyberful/cyberful --skill audit-native-memory-safety -a codex`. Or copy the skill folder (cyberful/builtin/skills/audit-native-memory-safety in cyberful/cyberful) into .agents/skills/audit-native-memory-safety 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 audit-native-memory-safety -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/audit-native-memory-safety, .gemini/skills/audit-native-memory-safety, .github/skills/audit-native-memory-safety and .opencode/skills/audit-native-memory-safety in your project.
SKILL.md names no scripts, command-line tools or credentials: Audit Native Memory Safety 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.
Audit Native Memory Safety 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 829 tokens (SKILL.md is roughly 3.3k 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 1.2k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Audit Native Memory Safety: Fuzzing Harness Design (trailofbits/skills, 7.5k stars), Fuzzing Obstacle Patcher (trailofbits/skills, 7.5k stars), Code Audit (3stoneBrother/code-audit, 892 stars) and Harness Design Fuzzing (provos/ironcurtain, 612 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.