Codexqa Rootcause Analyzer
openqa-cn/codexqa
Diagnoses exception root causes from stack traces, logs, call-chain dumps, and debug output using the CodexQA CLI for structured repo analysis.
Analyze source code statically to detect potential functional bugs including null dereferences, incorrect condition checks, unreachable code, inconsistent state updates, logic errors, resource…
$ npx skills add ArabelaTso/Skills-4-SE --skill static-bug-detector -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install ArabelaTso/Skills-4-SE static-bug-detector --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/ArabelaTso/Skills-4-SE.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/static-bug-detector .claude/skills/static-bug-detector && 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 "static-bug-detector" agent skill from https://github.com/ArabelaTso/Skills-4-SE/tree/main/skills/static-bug-detector into .claude/skills/static-bug-detector/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "static-bug-detector", 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/ArabelaTso/Skills-4-SE/tree/main/skills/static-bug-detectorType 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 ArabelaTso/Skills-4-SE --skill static-bug-detector -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install ArabelaTso/Skills-4-SE static-bug-detector --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ArabelaTso/Skills-4-SE.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/static-bug-detector .agents/skills/static-bug-detector && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "static-bug-detector" agent skill from https://github.com/ArabelaTso/Skills-4-SE/tree/main/skills/static-bug-detector into .agents/skills/static-bug-detector/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "static-bug-detector", 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 ArabelaTso/Skills-4-SE --skill static-bug-detector -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install ArabelaTso/Skills-4-SE static-bug-detector --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ArabelaTso/Skills-4-SE.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/static-bug-detector .cursor/skills/static-bug-detector && 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 "static-bug-detector" agent skill from https://github.com/ArabelaTso/Skills-4-SE/tree/main/skills/static-bug-detector into .cursor/skills/static-bug-detector/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "static-bug-detector", 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/ArabelaTso/Skills-4-SE.git --path skills/static-bug-detector--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 ArabelaTso/Skills-4-SE --skill static-bug-detector -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install ArabelaTso/Skills-4-SE static-bug-detector --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ArabelaTso/Skills-4-SE.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/static-bug-detector .gemini/skills/static-bug-detector && 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 "static-bug-detector" agent skill from https://github.com/ArabelaTso/Skills-4-SE/tree/main/skills/static-bug-detector into .gemini/skills/static-bug-detector/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "static-bug-detector", 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 ArabelaTso/Skills-4-SE static-bug-detectorInstalls 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 ArabelaTso/Skills-4-SE --skill static-bug-detector -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/ArabelaTso/Skills-4-SE.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/static-bug-detector .github/skills/static-bug-detector && 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 "static-bug-detector" agent skill from https://github.com/ArabelaTso/Skills-4-SE/tree/main/skills/static-bug-detector into .github/skills/static-bug-detector/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "static-bug-detector", 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 ArabelaTso/Skills-4-SE --skill static-bug-detector -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install ArabelaTso/Skills-4-SE static-bug-detector --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ArabelaTso/Skills-4-SE.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/static-bug-detector .opencode/skills/static-bug-detector && 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 "static-bug-detector" agent skill from https://github.com/ArabelaTso/Skills-4-SE/tree/main/skills/static-bug-detector into .opencode/skills/static-bug-detector/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "static-bug-detector", 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.
static-bug-detectorAnalyze source code statically to detect potential functional bugs including null dereferences, incorrect condition checks, unreachable code, inconsistent state updates, logic errors, resource…
Static Bug Detector is an agent skill from ArabelaTso/Skills-4-SE. Analyze source code statically to detect potential functional bugs including null dereferences, incorrect condition checks, unreachable code, inconsistent state updates, logic errors, resource leaks, and type mismatches. Report suspicious code locations with detailed explanations, severity levels, and confidence assessments. Use when reviewing code for bugs, performing code audits, or when the user asks to find bugs, detect issues, analyze code for problems, or perform static analysis.
Its SKILL.md is about 3.4k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including reference files (for example `references/detection_patterns.md`).
It sits in Development, covering Static analysis and SAST and Debugging. The repository describes itself as: A curated list of 180+ useful Claude Skills for Software Engineering and resources for customizing AI for SE workflows. The licence is Apache-2.0.
5 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 4f38503. 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 (its code samples are markdown, java, python, javascript and language).
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.
Static Bug Detector loads about 3.4k tokens when it runs, and up to ~7.6k if it reads all its reference files. Until then it costs about 128 tokens; SKILL.md has 514 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 ArabelaTso/Skills-4-SE at commit 4f38503, republished under its Apache-2.0 licence (© ArabelaTso). 514 words, ~3,446 tokens.
.claude/skills/static-bug-detector/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.Perform static analysis on source code to identify potential functional bugs. Detect common bug patterns, analyze control flow and data flow, and report suspicious locations with explanations, severity levels, and confidence assessments.
Analyze the code structure and semantics:
Identify language:
Parse code structure:
Build context:
Identify scope:
Scan for common bug patterns:
Null dereference bugs:
Incorrect conditions:
Unreachable code:
Inconsistent state:
Logic errors:
Resource issues:
Type issues:
Assess the impact of each bug:
High Severity:
Medium Severity:
Low Severity:
Determine confidence in the bug report:
High Confidence (90-100%):
Medium Confidence (60-89%):
Low Confidence (30-59%):
Factors:
Produce structured bug report:
For each bug:
Organize by:
Include:
For detailed patterns and examples, see detection_patterns.md.
| Bug Category | Common Patterns | Severity | Detection Difficulty |
|---|---|---|---|
| Null Dereference | No null check, null after use | High | Easy |
| Incorrect Conditions | = vs ==, always true/false | High-Medium | Easy |
| Unreachable Code | After return, dead branch | Low | Easy |
| Inconsistent State | Partial update, no validation | High-Medium | Medium |
| Logic Errors | Off-by-one, wrong precedence | High-Medium | Medium |
| Resource Issues | Leaks, double close | Medium | Medium |
| Type Issues | Mismatch, implicit coercion | Medium-Low | Easy |
Input Code (Java):
public String getUserName(int userId) {
User user = userRepository.findById(userId);
return user.getName();
}Analysis Output:
## Bug: Potential null dereference
**Location:** line 3
**Severity:** High
**Confidence:** High (95%)
### Description
Variable 'user' may be null but is dereferenced without null check.
### Why This Is a Bug
Method 'findById' may return null if user not found. Calling 'getName()'
on null will throw NullPointerException.
### Potential Impact
- Runtime NullPointerException
- Application crash
- Poor user experience
### Recommendation
Add null check before dereferencing:
```java
public String getUserName(int userId) {
User user = userRepository.findById(userId);
if (user == null) {
return null; // or throw exception
}
return user.getName();
}Or use Optional:
public Optional<String> getUserName(int userId) {
return Optional.ofNullable(userRepository.findById(userId))
.map(User::getName);
}
### Example 2: Incorrect Condition
**Input Code (C):**
```c
int status = getStatus();
if (status = SUCCESS) {
printf("Operation successful\n");
}Analysis Output:
## Bug: Assignment in condition
**Location:** line 2
**Severity:** High
**Confidence:** High (98%)
### Description
Using assignment operator '=' instead of comparison operator '==' in condition.
### Why This Is a Bug
Expression 'status = SUCCESS' assigns SUCCESS to status and evaluates to
SUCCESS value. This is almost always a typo for 'status == SUCCESS'.
### Potential Impact
- Condition always evaluates to true (if SUCCESS is non-zero)
- Original status value lost
- Logic error in program flow
### Recommendation
Change to comparison operator:
```c
if (status == SUCCESS) {
printf("Operation successful\n");
}Most compilers warn about this. Enable warnings: -Wall -Wextra
### Example 3: Off-by-One Error
**Input Code (Python):**
```python
def process_array(arr):
for i in range(len(arr) + 1):
print(arr[i])Analysis Output:
## Bug: Off-by-one error (array index out of bounds)
**Location:** line 2-3
**Severity:** High
**Confidence:** High (100%)
### Description
Loop iterates one past the end of array, causing IndexError.
### Why This Is a Bug
range(len(arr) + 1) produces indices 0 to len(arr) inclusive. Array
indices are 0 to len(arr)-1, so arr[len(arr)] is out of bounds.
### Potential Impact
- IndexError exception
- Program crash
- Incorrect behavior
### Recommendation
Remove the +1:
```python
def process_array(arr):
for i in range(len(arr)):
print(arr[i])Or use idiomatic iteration:
def process_array(arr):
for item in arr:
print(item)
### Example 4: Resource Leak
**Input Code (Python):**
```python
def read_config(path):
f = open(path)
config = json.load(f)
return configAnalysis Output:
## Bug: Resource leak
**Location:** line 2
**Severity:** Medium
**Confidence:** High (90%)
### Description
File opened but never closed, causing resource leak.
### Why This Is a Bug
File handle opened on line 2 is never closed. If exception occurs during
json.load or in normal execution, file remains open.
### Potential Impact
- File descriptor leak
- Resource exhaustion with many calls
- File locking issues on Windows
### Recommendation
Use context manager to ensure cleanup:
```python
def read_config(path):
with open(path) as f:
config = json.load(f)
return configOr ensure close in finally:
def read_config(path):
f = open(path)
try:
config = json.load(f)
return config
finally:
f.close()
### Example 5: Inconsistent State Update
**Input Code (Java):**
```java
public class BankAccount {
private double balance;
public void transfer(BankAccount target, double amount) {
this.balance -= amount;
// Missing: target.balance += amount
}
}Analysis Output:
## Bug: Incomplete state update
**Location:** line 5
**Severity:** High
**Confidence:** Medium (75%)
### Description
Transfer method deducts from source but doesn't add to target, leaving
system in inconsistent state.
### Why This Is a Bug
Money is removed from source account but never added to target account.
This violates the invariant that total money in system is constant.
### Potential Impact
- Money disappears from system
- Data corruption
- Accounting errors
- Loss of funds
### Recommendation
Complete the transfer operation:
```java
public void transfer(BankAccount target, double amount) {
if (this.balance < amount) {
throw new InsufficientFundsException();
}
this.balance -= amount;
target.balance += amount;
}Consider making atomic with synchronization or transactions.
### Example 6: Unreachable Code
**Input Code (JavaScript):**
```javascript
function calculate(x) {
if (x < 0) {
return -x;
}
return x;
console.log("Calculated"); // Unreachable
}Analysis Output:
## Bug: Unreachable code
**Location:** line 6
**Severity:** Low
**Confidence:** High (100%)
### Description
Statement is unreachable because function returns unconditionally on line 5.
### Why This Is a Bug
All code paths return before line 6. The console.log statement can never
execute, indicating dead code or logic error.
### Potential Impact
- Dead code clutters codebase
- May indicate incomplete refactoring
- Confusing for maintainers
### Recommendation
Remove unreachable code:
```javascript
function calculate(x) {
if (x < 0) {
return -x;
}
return x;
}Or if logging was intended, move before return:
function calculate(x) {
let result = x < 0 ? -x : x;
console.log("Calculated");
return result;
}
## Report Format
### Summary Section
```markdown
# Static Analysis Report
**Files Analyzed:** X
**Bugs Found:** Y
**High Severity:** A
**Medium Severity:** B
**Low Severity:** C
## Summary by Category
- Null Dereference: X bugs
- Incorrect Conditions: Y bugs
- Unreachable Code: Z bugs
- Inconsistent State: A bugs
- Logic Errors: B bugs
- Resource Issues: C bugs
- Type Issues: D bugs## Bug #N: [Bug Type]
**Location:** [File]:[Line] or [Line Range]
**Severity:** [High/Medium/Low]
**Confidence:** [High/Medium/Low] ([Percentage]%)
### Description
[What the bug is]
### Why This Is a Bug
[Explanation of the problem]
### Potential Impact
[What could go wrong]
### Recommendation
[How to fix it]
### Code Context
```[language]
[Code snippet with line numbers][Corrected code]
## Best Practices
### Analysis Guidelines
1. **Be thorough:** Check all common bug patterns
2. **Be precise:** Provide exact locations
3. **Be clear:** Explain why it's a bug
4. **Be helpful:** Suggest concrete fixes
5. **Be honest:** Indicate confidence levels
6. **Be practical:** Prioritize by severity
7. **Be respectful:** Avoid judgmental language
### Reporting Guidelines
1. **Prioritize:** High severity and confidence first
2. **Group:** Related bugs together
3. **Contextualize:** Show relevant code
4. **Explain:** Why it's a bug, not just what
5. **Suggest:** Concrete fixes, not just problems
6. **Quantify:** Confidence and severity levels
7. **Summarize:** Overall statistics
### Confidence Calibration
**Report High Confidence when:**
- Clear language violation
- Guaranteed runtime error
- Well-documented bug pattern
- No reasonable alternative interpretation
**Report Medium Confidence when:**
- Suspicious but context-dependent
- Likely bug but could be intentional
- Requires domain knowledge
- Multiple interpretations possible
**Report Low Confidence when:**
- Unusual but possibly valid
- Style issue that might hide bug
- Insufficient context
- Language-specific idiom
## Limitations
### What This Skill Can Detect
✅ Null dereferences
✅ Incorrect conditions
✅ Unreachable code
✅ Logic errors
✅ Resource leaks
✅ Type mismatches
✅ Off-by-one errors
✅ Inconsistent state updates
### What This Skill Cannot Detect
❌ Concurrency bugs (race conditions, deadlocks)
❌ Performance issues (without profiling)
❌ Security vulnerabilities (requires specialized analysis)
❌ Design flaws (architectural issues)
❌ Business logic errors (requires domain knowledge)
❌ Integration issues (requires runtime context)
### False Positives
Some reported bugs may be intentional:
- Defensive programming patterns
- Language-specific idioms
- Framework conventions
- Performance optimizations
Always verify bugs in context before fixing.
## Resources
- **Detection patterns:** See [detection_patterns.md](references/detection_patterns.md) for comprehensive bug patterns and examples
- **Static analysis tools:** Compare with automated tools (ESLint, PyLint, FindBugs, etc.)
- **Code review best practices:** Guidelines for manual code review© ArabelaTso, 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
SKILL.md and 1 other file (references) in skills/static-bug-detector of ArabelaTso/Skills-4-SE.
Open the folder on GitHubat commit 4f38503
Static Bug Detector 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 |
|---|---|---|---|---|---|---|
| Static Bug Detector this skillArabelaTso/Skills-4-SE | 253 | — | ~3.4k | Automated safety check: Pass | Apache-2.0 | |
| Codexqa Rootcause Analyzeropenqa-cn/codexqa | 152 | — | ~2.6k | Automated safety check: Pass | Apache-2.0 | |
| New Rule for sonar-javaSonarSource/sonar-java | 1.2k | — | ~833 | Automated safety check: Pass | Custom licence | |
| Golang Continuous Integrationsamber/cc-skills-golang | 3.4k | — | ~3.7k | Automated safety check: Pass | MIT | |
| Arandu Doctor Findingsarandu-io/arandu | 281 | — | ~1.2k | Automated safety check: Pass | MIT | |
| Golang Continuous Integrationcontext-labs/whip | 1.1k | — | ~3.5k | Automated safety check: Pass | MIT |
openqa-cn/codexqa
Diagnoses exception root causes from stack traces, logs, call-chain dumps, and debug output using the CodexQA CLI for structured repo analysis.
SonarSource/sonar-java
Sets the sonar-java conventions for adding an analyzer rule: metadata from rule-api, test locations, MethodMatchers and what not to commit or change.
samber/cc-skills-golang
GitHub Actions CI/CD pipeline configuration for Golang projects — workflow files for test, lint, SAST, coverage and vulnerability-scan jobs, Dependabot and Renovate config files, GoReleaser release…
arandu-io/arandu
Explains what each aru doctor architecture-check finding means in the Arandu Go framework, why it is never suppressed, and how to fix the line it points to.
context-labs/whip
CI/CD with GitHub Actions for Golang — testing, linting, SAST, security scanning, coverage, Dependabot, Renovate, GoReleaser, release pipelines.
BUZZARDGTA/Session-Sniffer
Diagnose and fix Session Sniffer bugs, errors, tracebacks, logs, lint failures, static-analysis findings, test failures, and IDE-reported problems.
ArabelaTso/Skills-4-SE
Generate prioritized CVE watchlists and actionable security recommendations for repositories.
ArabelaTso/Skills-4-SE
Automatically migrate Python web applications between frameworks (Flask → FastAPI, Django → FastAPI).
ArabelaTso/Skills-4-SE
Generate test cases using metamorphic testing by applying transformations based on metamorphic properties.
ArabelaTso/Skills-4-SE
Instruments programs to capture execution traces specifically for reproducing reported bugs, enabling consistent replay and diagnosis of failures.
ArabelaTso/Skills-4-SE
Automatically migrate Spring MVC applications to Spring Boot.
ArabelaTso/Skills-4-SE
Instrument programs (Python, C/C++, Java) to capture snapshots of key program states at runtime, including variables, memory, and call stacks.
Categories
Analyze source code statically to detect potential functional bugs including null dereferences, incorrect condition checks, unreachable code, inconsistent state updates, logic errors, resource…. Static Bug Detector is an agent skill from ArabelaTso/Skills-4-SE. Analyze source code statically to detect potential functional bugs including null dereferences, incorrect condition checks, unreachable code, inconsistent state updates, logic errors, resource leaks, and type mismatches.
Static Bug Detector fits situations like: reviewing code for bugs; performing code audits; the user asks to find bugs; analyze code for problems.
Run `npx skills add ArabelaTso/Skills-4-SE --skill static-bug-detector -a claude-code`. Or copy the skill folder (skills/static-bug-detector in ArabelaTso/Skills-4-SE) into .claude/skills/static-bug-detector in your project. Claude Code loads it when a task matches its description.
Run `npx skills add ArabelaTso/Skills-4-SE --skill static-bug-detector -a codex`. Or copy the skill folder (skills/static-bug-detector in ArabelaTso/Skills-4-SE) into .agents/skills/static-bug-detector 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 ArabelaTso/Skills-4-SE --skill static-bug-detector -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/static-bug-detector, .gemini/skills/static-bug-detector, .github/skills/static-bug-detector and .opencode/skills/static-bug-detector in your project.
SKILL.md names no scripts, command-line tools or credentials: Static Bug Detector is instructions for the agent only. 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. Review the folder before installing.
Static Bug Detector is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 3.4k tokens (SKILL.md is roughly 14k 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 4.1k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Static Bug Detector: Codexqa Rootcause Analyzer (openqa-cn/codexqa, 152 stars), New Rule for sonar-java (SonarSource/sonar-java, 1.2k stars), Golang Continuous Integration (samber/cc-skills-golang, 3.4k stars) and Arandu Doctor Findings (arandu-io/arandu, 281 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
ArabelaTso (a GitHub user) maintains it in ArabelaTso/Skills-4-SE, which has 253 GitHub stars. The repository holds 150 skills in this directory. The repository was last updated on August 21, 2026.
Source: ArabelaTso/Skills-4-SE on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.