Senior QA
nicepkg/auto-company
Comprehensive QA and testing skill for quality assurance, test automation, and testing strategies for ReactJS, NextJS, NodeJS applications.
Uses mutation testing on cryptographic implementations to find coverage gaps, then writes new test vectors for the uncovered paths and compares kill rates to show they help.
$ npx skills add trailofbits/skills --skill vector-forge -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install trailofbits/skills vector-forge --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/trailofbits/skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/plugins/trailmark/skills/vector-forge .claude/skills/vector-forge && 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 "vector-forge" agent skill from https://github.com/trailofbits/skills/tree/main/plugins/trailmark/skills/vector-forge into .claude/skills/vector-forge/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "vector-forge", 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/trailofbits/skills/tree/main/plugins/trailmark/skills/vector-forgeType 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 trailofbits/skills --skill vector-forge -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install trailofbits/skills vector-forge --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/trailofbits/skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/plugins/trailmark/skills/vector-forge .agents/skills/vector-forge && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "vector-forge" agent skill from https://github.com/trailofbits/skills/tree/main/plugins/trailmark/skills/vector-forge into .agents/skills/vector-forge/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "vector-forge", 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 trailofbits/skills --skill vector-forge -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install trailofbits/skills vector-forge --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/trailofbits/skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/plugins/trailmark/skills/vector-forge .cursor/skills/vector-forge && 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 "vector-forge" agent skill from https://github.com/trailofbits/skills/tree/main/plugins/trailmark/skills/vector-forge into .cursor/skills/vector-forge/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "vector-forge", 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/trailofbits/skills.git --path plugins/trailmark/skills/vector-forge--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 trailofbits/skills --skill vector-forge -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install trailofbits/skills vector-forge --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/trailofbits/skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/plugins/trailmark/skills/vector-forge .gemini/skills/vector-forge && 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 "vector-forge" agent skill from https://github.com/trailofbits/skills/tree/main/plugins/trailmark/skills/vector-forge into .gemini/skills/vector-forge/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "vector-forge", 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 trailofbits/skills vector-forgeInstalls 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 trailofbits/skills --skill vector-forge -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/trailofbits/skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/plugins/trailmark/skills/vector-forge .github/skills/vector-forge && 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 "vector-forge" agent skill from https://github.com/trailofbits/skills/tree/main/plugins/trailmark/skills/vector-forge into .github/skills/vector-forge/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "vector-forge", 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 trailofbits/skills --skill vector-forge -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install trailofbits/skills vector-forge --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/trailofbits/skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/plugins/trailmark/skills/vector-forge .opencode/skills/vector-forge && 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 "vector-forge" agent skill from https://github.com/trailofbits/skills/tree/main/plugins/trailmark/skills/vector-forge into .opencode/skills/vector-forge/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "vector-forge", 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.
vector-forgeUses mutation testing on cryptographic implementations to find coverage gaps, then writes new test vectors for the uncovered paths and compares kill rates to show they help.
The workflow begins with discovery of implementations of the target algorithm or protocol, then adapts or writes a harness that feeds test vectors to each one. A baseline mutation testing run shows which mutants escape. The agent then generates vectors aimed at the code paths those mutants expose, in the style of Wycheproof cross-implementation vectors, and compares kill rates before and after to show what the new vectors added.
It requires Trailmark, at least one implementation in a language with mutation testing support, a harness that consumes vectors and a mutation framework. Rules include running the baseline first, mutating the real implementation language rather than FFI wrappers, resolving timeouts before drawing conclusions, classifying each escaped mutant individually and asserting rejection for every invalid vector. Reference notes cover fault simulation, vector patterns, lessons learned and a report template.
6 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 82fe822. 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.
Shell commands in SKILL.md call:
uvcargoFrom the folder's file list and the shell code blocks in SKILL.md.
Links to these hosts (documentation or services it may open):
github.comFrom 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.
Mutation-Driven Test Vector Generator loads about 4.8k tokens when it runs, and up to ~16k if it reads all its reference files. Until then it costs about 139 tokens; SKILL.md has 2,000 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 trailofbits/skills at commit 82fe822, republished under its CC-BY-SA-4.0 licence (© trailofbits). 2,000 words, ~4,822 tokens.
.claude/skills/vector-forge/SKILL.md (or your agent's skills folder). This skill also uses 7 other files; get the full folder from GitHub.Uses mutation testing to systematically identify gaps in test vector coverage, then generates new test vectors that close those gaps. Measures effectiveness by comparing mutation kill rates before and after.
uv run trailmark fails, run:uv tool install trailmark- At least one implementation of the target algorithm in a
language with mutation testing support
- A test harness that consumes test vectors and exercises
the implementation
- A mutation testing framework for the target language
---
## Rationalizations to Reject
| Rationalization | Why It's Wrong | Required Action |
|-----------------|----------------|-----------------|
| "We have enough test vectors" | Mutation testing proves otherwise | Run the baseline first |
| "The implementation's own tests are sufficient" | Own tests often share blind spots with the impl | Cross-impl vectors catch different bugs |
| "FFI crates can be mutation tested at the binding layer" | Mutations to wrappers don't affect the underlying impl | Mutate the actual implementation language |
| "Timeouts mean the mutation was caught" | Timeouts are ambiguous — could be killed or alive | Resolve timeouts before drawing conclusions |
| "All mutants are equivalent" | Most aren't — verify by reading the mutation | Classify each escaped mutant individually |
| "Checking valid vectors is enough" | Permissive mutations survive without negative assertions | Assert rejection for every invalid vector |
| "Manual analysis is fine" | Manual analysis misses what tooling catches | Install and run the tools |
---
## Workflow Overview
Phase 1: Discovery → Find implementations to test ↓ Phase 2: Harness → Write/adapt test vector harness for each impl ↓ Phase 3: Baseline → Run mutation testing with existing vectors ↓ Phase 4: Escape Analysis → Classify escaped mutants by code path ↓ Phase 5: Vector Gen → Create test vectors targeting escapes ↓ Phase 6: Validation → Re-run mutation testing, compare before/after ↓ Output: Coverage Report + New Test Vectors
---
## Phase 1: Discovery
Find implementations of the target algorithm. Look for:
1. **Pure implementations** in high-level languages (Go, Rust, Python)
— these are the best mutation testing targets
2. **FFI wrapper crates** — identify these early so you don't waste
time mutating wrapper glue code
3. **Reference implementations** — useful for cross-verification but
may not be the best mutation targets
For each implementation, note:
- Language and mutation testing framework
- Whether it's pure code or FFI wrappers
- Existing test suite size and coverage
- Which API surface the test vectors will exercise
### Implementation Type Classification
| Type | Mutation Value | Example |
|------|---------------|---------|
| Pure implementation | High | zkcrypto/bls12_381 (Rust), gnark-crypto (Go) |
| FFI bindings to C/asm | Low at binding layer | blst Rust crate |
| C/C++ implementation | High (use Mull) | blst C library |
| Generated code | Medium (mutations may be equivalent) | gnark-crypto generated field arithmetic |
**Key insight:** If an implementation delegates to another language
via FFI, you must mutate the *underlying* implementation, not the
bindings. For C/C++ underneath Rust/Go/Python, use Mull or similar.
---
## Phase 2: Harness
For each implementation, create a test harness that:
1. Reads test vectors from JSON files (Wycheproof format recommended)
2. Exercises the implementation's API for each vector
3. Asserts **both acceptance and rejection**:
- Valid vectors: deserialization succeeds, output matches expected
- Invalid vectors: deserialization fails or verification rejects
4. Adds **roundtrip assertions** for valid deserialization vectors:
`serialize(deserialize(bytes)) == bytes`
5. Reports pass/fail per vector with test IDs
**Critical:** A harness that only checks valid vectors will miss all
permissive mutations (e.g., `&` → `|` in validation). See
[references/lessons-learned.md](references/lessons-learned.md) §7.
The harness must be runnable by the mutation testing framework.
For most frameworks this means:
- **Go:** A `_test.go` file in the same package as the implementation
- **Rust:** An integration test in `tests/` or inline `#[test]` functions
- **Python:** A pytest test file
- **C/C++:** A test binary linked against the implementation
### Harness Placement
The harness must live *inside the implementation's package* so the
mutation framework can see it. This usually means:
```bash
# Go: add test file to the package being mutated
cp wycheproof_test.go /path/to/impl/package/
# Rust: add integration test
cp wycheproof.rs /path/to/crate/tests/
# Python: add test to the test directory
cp test_wycheproof.py /path/to/package/tests/If the implementation already has test vectors:
Run mutation testing with existing test vectors only.
See references/mutation-frameworks.md for language-specific setup.
| Language | Framework | Command |
|---|---|---|
| Go | gremlins | gremlins unleash ./path/to/package |
| Rust | cargo-mutants | cargo mutants -j N --timeout T |
| Python | mutmut | mutmut run --paths-to-mutate src/ |
| C/C++ | Mull | mull-runner -test-framework=GoogleTest binary |
Always use parallel execution for large codebases:
cargo mutants -j 8 (Rust, 8 parallel workers)gremlins unleash --timeout-coefficient 3 (Go, increase timeouts)mutmut run --runner "pytest -x -q" (Python, fail-fast)Capture these metrics per implementation:
| Metric | Description |
|---|---|
| Total mutants | Number of mutations generated |
| Killed | Mutants caught by tests |
| Survived/Lived | Mutants NOT caught (these are the targets) |
| Not covered | Code paths no test reaches at all |
| Timed out | Ambiguous — resolve before comparing |
| Efficacy % | Killed / (Killed + Survived) |
| Coverage % | (Total - Not covered) / Total |
Save the full mutation log for Phase 4 analysis.
Classify each escaped (survived + not covered) mutant using the Trailmark call graph for reachability and blast radius analysis.
This phase MUST use the genotoxic skill's triage methodology. The call graph transforms mutation results from a flat list of survived mutants into an actionable, prioritized set of vector targets.
Build a Trailmark code graph for each implementation before triaging mutations:
# Go
uv run trailmark analyze --language go --summary {targetDir}
# Rust
uv run trailmark analyze --language rust --summary {targetDir}The graph provides:
Mutation frameworks test the entire package. Filter results to only the files/functions that test vectors should exercise:
# Go (gremlins)
grep -E "(LIVED|NOT COVERED)" baseline.log \
| grep -E " at (relevant|files)" \
| sort
# Rust (cargo-mutants)
cat mutants.out/missed.txt | grep "src/relevant"For each escaped mutant, map it to its containing function in the call graph and apply the genotoxic triage criteria:
| Graph Signal | Classification | Action |
|---|---|---|
| No callers in graph | False Positive | Dead code, skip |
| Only test callers | False Positive | Test infrastructure |
| Logging/display/formatting | False Positive | Cosmetic |
| Cross-package callers but NOT COVERED | Cross-Package Gap | See below |
| Reachable from public API, low CC | Missing Vector | Design targeted vector |
| Reachable from public API, high CC (>10) | Fuzzing Target | Both vector + fuzz harness |
| Validation/error-handling path | Negative Vector | Craft invalid input that triggers path |
| Optimization path (GLV, SIMD, batch) | Edge-Case Vector | Input that triggers optimization threshold |
|→^ after left shift (e.g. (t<<1) | carry) | Equivalent Mutant | Skip — bit 0 always 0, OR=XOR |
ct_eq &→| on Montgomery limbs | API-Unreachable | Needs library-internal tests, not vectors |
| Equivalent mutation (behavior unchanged) | False Positive | Skip |
Critical pitfall: Mutation frameworks often only run tests within the same package as the mutation. For Go (gremlins) and Rust (cargo-mutants), this means:
hash_to_curve/g2.go only runs tests in the
hash_to_curve package, NOT tests in the parent bls12381
package that imports itTo resolve cross-package gaps:
--test-pkg ./... (if supported)Using the call graph, rank surviving mutants by impact:
| Priority | Criteria | Example |
|---|---|---|
| P0 — Critical | Mutant weakens validation/equality/authentication | ct_eq: & → | makes equality permissive |
| P1 — High | Mutant in deserialization flag parsing | from_compressed: & → | accepts invalid flags |
| P2 — Medium | Mutant in field arithmetic internals | Fp::square: | → ^ corrupts computation |
| P3 — Low | Mutant in optimization path | phi endomorphism: only affects performance path |
| Skip | Formatting, display, equivalent mutation | Debug::fmt return value replacement |
Group escaped mutants by the code path they represent and the type of test vector needed:
Deserialization flag validation (P1):
- g1.rs:339,363-365,384 — from_compressed_unchecked flags
→ Need: valid-point-wrong-flag vectors
Field arithmetic (P2):
- fp.rs:371-376,406,635-643 — subtract_p, neg, square
→ Need: field arithmetic KATs with edge-case values
Optimization thresholds (P3):
- g1.go:68, g2.go:75 — GLV vs windowed multiplication
→ Need: scalar multiplication with large scalars
Cross-package (framework limitation):
- hash_to_curve/g2.go:242-278 — isogeny, sgn0
→ Document as false positive or add sub-package testEach group becomes a target for new test vectors in Phase 5.
For each escaped code path group, design test vectors that force execution through that path.
| Code Path Type | Vector Strategy |
|---|---|
| Point deserialization | Malformed points: wrong length, invalid field elements, off-curve, wrong subgroup, identity point |
| Signature verification | Valid sig + all single-bit corruptions of sig, pk, msg |
| Hash-to-curve | Known answer tests (KATs) with edge-case inputs: empty, single byte, max length |
| Aggregate operations | 1 signer, many signers, duplicate signers, mixed valid/invalid |
| Error handling | Every error path should have a vector that triggers it |
| Arithmetic edge cases | Zero, one, field modulus - 1, points at infinity |
| Serialization flags | Every valid flag combination + every invalid flag combination |
| Roundtrip integrity | For every valid deser vector, assert serialize(deserialize(b)) == b |
| Carry/reduction faults | Reimplement at reduced limb widths, inject faults, extract distinguishing inputs |
Each negative vector should have exactly one defect with everything else valid — this isolates which validation check is being tested. See references/vector-patterns.md for per-flag construction examples.
When mutation testing only applies local operator swaps, deeper architectural bugs (carry propagation, reduction overflow) go untested. To close this gap, reimplement the target algorithm at reduced limb widths (8, 16, 25, 32 bits) and deliberately inject faults — then generate vectors that catch them.
See references/fault-simulation.md for the full methodology: limb-width selection, fault injection catalog, vector extraction, and validation workflow.
Every new test vector MUST be verified against at least two independent implementations before being added to the suite:
Use Wycheproof JSON format (algorithm, testGroups[].tests[]
with tcId, comment, result, flags). See
references/vector-patterns.md
for the full schema.
Wycheproof contributions: Use Wycheproof's vectorgen tool rather
than formatting vector files directly. Supply the generated changes as an
envelope. The vectorgen tool can add, update, or replace vectors while
handling tcId assignment, test counts, canonical formatting, and schema
validation. Go-based generators can avoid the vectorgen CLI tool and instead
call the programmatic github.com/c2sp/wycheproof/vectorgen API.
See references/lessons-learned.md §14 and the upstream vectorgen guide for the current workflow and commands.
Re-run mutation testing with the new test vectors included.
Tip: Use per-file mutation testing for fast iteration during vector development (see references/lessons-learned.md §12). Only run full-crate tests for the final comparison.
| Metric | Baseline | With New Vectors | Delta |
|---|---|---|---|
| Killed | X | Y | Y - X |
| Survived | A | B | A - B (should decrease) |
| Not Covered | C | D | C - D (should decrease) |
| Efficacy % | E% | F% | F - E |
Vectors have both retroactive value (killing mutants in existing code) and proactive value (catching bugs in future implementations). Generate both kinds — boundary-condition vectors may not improve kill rates in mature libraries but will catch bugs in new implementations. See references/lessons-learned.md §13.
Retroactive (measurable): previously survived/uncovered mutants become killed, no regressions.
If kill rates don't change: the implementation's own tests likely already cover those paths. The vectors still add cross-implementation verification value. Document which case applies.
Write VECTOR_FORGE_REPORT.md covering: target algorithm,
implementations tested, baseline results, escape analysis,
new vectors generated, after results, before/after delta, and
conclusions. See
references/report-template.md
for the full template.
Before delivering:
VECTOR_FORGE_REPORT.md| Skill | Relationship |
|---|---|
| genotoxic (required for Phase 4) | Provides graph-informed triage — call graph cuts actionable mutants by 30-50% |
| mutation-testing (mewt/muton) | Use for Solidity; Vector Forge is language-agnostic |
| property-based-testing | Better than hand-crafted vectors for bitwise mutations in field arithmetic |
| testing-handbook-skills (fuzzing) | Functions with CC > 10 and surviving mutants need both vectors and fuzz harnesses |
© trailofbits, CC-BY-SA-4.0. 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 7 other files (references, assets) in plugins/trailmark/skills/vector-forge of trailofbits/skills.
Open the folder on GitHubat commit 82fe822
Mutation-Driven Test Vector Generator 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 |
|---|---|---|---|---|---|---|
| Mutation-Driven Test Vector Generator this skilltrailofbits/skills | 7.4k | — | ~4.8k | Automated safety check: Pass | CC-BY-SA-4.0 | |
| Senior QAnicepkg/auto-company | 192 | 3 repos | ~1.1k | Automated safety check: Notes | None | |
| OpenROAD Module Test AdderThe-OpenROAD-Project/OpenROAD | 3.2k | — | ~1.8k | Automated safety check: Pass | BSD-3-Clause | |
| Find Untested Sourcesdotnet/skills | 5.6k | 1 repos | ~3.3k | Automated safety check: Pass | MIT | |
| Testing iOS Codebitwarden/ios | 694 | — | ~1.8k | Automated safety check: Pass | GPL-3.0 | |
| Caliber Testingcaliber-ai-org/ai-setup | 1.3k | — | ~3.2k | Automated safety check: Pass | MIT |
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Categories
Uses mutation testing on cryptographic implementations to find coverage gaps, then writes new test vectors for the uncovered paths and compares kill rates to show they help. The workflow begins with discovery of implementations of the target algorithm or protocol, then adapts or writes a harness that feeds test vectors to each one. A baseline mutation testing run shows which mutants escape.
Mutation-Driven Test Vector Generator fits situations like: generating test vectors for a cryptographic algorithm or protocol; measuring how well an existing vector suite covers an implementation; finding code paths that no test vector exercises; building Wycheproof-style vectors that work across implementations.
Run `npx skills add trailofbits/skills --skill vector-forge -a claude-code`. Or copy the skill folder (plugins/trailmark/skills/vector-forge in trailofbits/skills) into .claude/skills/vector-forge in your project. Claude Code loads it when a task matches its description.
Run `npx skills add trailofbits/skills --skill vector-forge -a codex`. Or copy the skill folder (plugins/trailmark/skills/vector-forge in trailofbits/skills) into .agents/skills/vector-forge 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 trailofbits/skills --skill vector-forge -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/vector-forge, .gemini/skills/vector-forge, .github/skills/vector-forge and .opencode/skills/vector-forge in your project.
Going by SKILL.md and its folder, Mutation-Driven Test Vector Generator needs the command-line tools its instructions call (uv and cargo). Our summary lists: Trailmark, installed with uv; A mutation testing framework for the target language; An implementation of the algorithm and a harness that consumes test vectors.
SKILL.md names 1 domain. As links in the text: github.com. 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.
Mutation-Driven Test Vector Generator is published under the CC-BY-SA-4.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 4.8k tokens (SKILL.md is roughly 19k 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 11k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Mutation-Driven Test Vector Generator: Senior QA (nicepkg/auto-company, 192 stars), OpenROAD Module Test Adder (The-OpenROAD-Project/OpenROAD, 3.2k stars), Find Untested Sources (dotnet/skills, 5.6k stars) and Testing iOS Code (bitwarden/ios, 694 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
trailofbits (a GitHub organization, an official publisher) maintains it in trailofbits/skills, which has 7,400 GitHub stars. The repository holds 79 skills in this directory. The repository was last updated on October 2, 2026.
Source: trailofbits/skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.