bug-hunter
Searches code specifically for potential bugs, edge cases, race conditions, and incorrect assumptions rather than general style/quality. Use when the goal is finding what's broken, not improving what already works.
Supply asset profile
Coding and developer agents
Code review, repo analysis, testing, CI, GitHub, DevOps, and developer workflow skills.
Scenario
Coding agents
I need a coding agent that can understand a repository, edit code, and review pull requests.
Agent fit
Claude Code + CLI + Codex
Codex, Claude Code, Cursor, CLI, or custom agents.
Install
Ready
npx skills add codebygarv/Ai-skills --skill bug-hunter
Maintenance
fresh
3d since push
Risk
Needs review
Low GitHub adoption signal
GitHub quality
21
60/100 Quality · 75/100 Trust
Coverage tags
Review notes
Low GitHub adoption signal · Quality score needs review
Agent adoption scorecard
Trust, audit, and install readiness at a glance
These scores combine public repository metadata, OpenAgentSkill review signals, maintenance freshness, and install readiness. They are a shortlist signal, not a replacement for human review.
Quality
PromisingUseful candidate, but compare it with alternatives before adopting.
Trust
Sandbox onlyUseful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.
Audit
Needs reviewA machine-readable review of install readiness, security metadata, maintenance, and adoption risk.
OpenAgentSkill Trust Score v5
Human review before install
Run only in a sandbox and compare close alternatives before using it for real work.
Stars
21 GitHub stars
Repo activity
21 stars, 1 forks
Maintenance
3d since push
License
MIT
Install
npx skills add codebygarv/Ai-skills --skill bug-hunter
Install safety
standard package or runtime install path
Permission surface
filesystem or document access
Agent outcomes
No agent outcome data yet
Docs
Usable metadata, review docs
Risk summary
Review before production
- Low GitHub adoption signal
- Quality score needs review
- GitHub adoption: 21 GitHub stars
- Stars/forks activity: 21 stars, 1 forks; issue activity unavailable in current metadata
Install readiness
Install path available
- Install path is available
- Repository evidence is available
- License is declared
- No Agent Proven outcome evidence yet
Agent-readable metadata
Machine-readable decision data for this skill.
Use this block or the embedded JSON to decide whether an agent should install this skill, choose an alternative, or ask for human review first.
Suited tasks
- Coding agents workflows
- Claude Code teams
- builders willing to evaluate younger projects
- Inspect source files
Suited agents
Install decision
- Command
- npx skills add codebygarv/Ai-skills --skill bug-hunter
- Policy
- review
- Human review
- yes
Trust and risk
- Trust
- 67/100
- Audit
- 78/100
- Risk level
- Needs review
Outcome loop
- Endpoint
- /api/agent/outcome
- Event ID
- resolve
- Outcomes
- 5
Install command
npx skills add codebygarv/Ai-skills --skill bug-hunterDo not use when
- teams that need a vendor-supported SLA
- production agents without a repository review
- Low GitHub adoption signal
- Quality score needs review
- GitHub adoption: 21 GitHub stars
Alternative
Last30days Skill
53.5K Stars
npx skills add mvanhorn/last30days-skill -g
Alternative
Academic Research Skills
38.4K Stars
npx skills add Imbad0202/academic-research-skills
Alternative
GPT Researcher
28.0K Stars
npx skills add assafelovic/gpt-researcher
Alternative
DeepResearch
19.8K Stars
npx skills add Alibaba-NLP/DeepResearch
Agent safety v2
62/100 · Review before install
Usable candidate, but the agent should surface permission and audit notes before installation.
Require human approval before installing into a real workspace.
medium
Network access
Skill likely fetches remote pages, APIs, repositories, or external services.
medium
Filesystem access
Skill may read or write project files, documents, generated artifacts, or local workspace state.
- Low GitHub adoption signal
Install targets
Install this skill in your agent workflow
Use the public install endpoint to fetch the command, safety checklist, target prompts, and canonical links for this skill.
OpenAgentSkill CLI
Resolve policy, run the source installer safely, and report a verified install receipt.
$ npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.2.1/openagentskill-0.2.1.tgz install codebygarv-bug-hunterAgent resolve plan
Let an agent verify fit before installing.
The Resolve API returns the selected skill, alternatives, safety policy, audit notes, install target, and copy-paste prompt an agent can follow without scraping this page.
Open JSON
/api/agent/resolve?task=Use%20bug-hunter%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Resolve text
/api/agent/resolve?task=Use%20bug-hunter%20for%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text
Install handoff
/api/skills/codebygarv-bug-hunter/install
Agent should check
- Task fit and alternatives from Resolve API.
- Audit score, trust score, and safety policy warnings.
- Install target compatibility for Codex, Claude Code, Cursor, or CLI.
Copy prompt
Task: Use bug-hunter in this workspace.
Resolve first: https://www.openagentskill.com/api/agent/resolve?task=Use%20bug-hunter%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Review install handoff: https://www.openagentskill.com/api/skills/codebygarv-bug-hunter/install
Install command: npx skills add codebygarv/Ai-skills --skill bug-hunter
Before running it, summarize audit warnings, required permissions, and the fallback skill if install is risky.Agent handoff
Give an agent the install path, not another directory page.
Use the public install endpoint to fetch the command, safety checklist, target prompts, and canonical links for this skill.
Install handoff
/api/skills/codebygarv-bug-hunter/install
LLM text format
/api/skills/codebygarv-bug-hunter/install?format=text
Find alternatives
/api/skills/search?q=bug-hunter&limit=3
Agent prompt
Use bug-hunter for this task. Review https://www.openagentskill.com/api/skills/codebygarv-bug-hunter/install, then install with: npx skills add codebygarv/Ai-skills --skill bug-hunterRegistry metadata
Agent-readable profile for automatic skill selection.
This page exposes the same decision, trust, audit, use-case, and install signals through the Registry API, so agents can rank this skill without scraping the UI.
Manifest
/api/registry/manifest/codebygarv-bug-hunter
LLM text
/api/registry/manifest/codebygarv-bug-hunter?format=text
Install alias
/api/registry/install/codebygarv-bug-hunter
Recommend
/api/registry/recommend?task=Use%20bug-hunter%20in%20an%20agent%20workflow&limit=3
Agent fit
Coding agents
Use-case tags
Platforms
Claude Code
Audit report
Needs review · 78/100
A machine-readable review of install readiness, security metadata, maintenance, and adoption risk.
Agent decision cockpit
Fallback candidate for Coding agents
Prototype with this skill first; keep a fallback candidate ready.
Role in stack
Fallback candidate
Primary fit
Coding agents
Trust label
Prototype first
Install path
Command ready
Use when
- Coding agents workflows
- Claude Code teams
- builders willing to evaluate younger projects
Evidence
- recent repository activity
- install command or GitHub repo available
- 60/100 quality profile
- 2 OpenAgentSkill engagement events
review first
- Low GitHub adoption signal
Implementation path
- 1Install it in a sandbox agent and run one Coding agents task end to end.
- 2Compare output quality, latency, and failure behavior against at least one alternative.
- 3Promote it into production only after reviewing repository permissions, license, and maintenance signals.
Trust profile
Sandbox only
Useful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.
GitHub adoption
FIX21 GitHub stars
Stars/forks activity
FIX21 stars, 1 forks; issue activity unavailable in current metadata
Recent maintenance
PASS3d since push
License clarity
PASSMIT
Good signals
- AI review approved
- Install path is available
- Repository evidence is available
- Recently maintained repository
- Install command has no obvious high-risk pattern
- Outcome loop is ready but needs first real agent run
Review before install
- Low GitHub adoption signal
- Quality score needs review
- GitHub adoption: 21 GitHub stars
- Stars/forks activity: 21 stars, 1 forks; issue activity unavailable in current metadata
- No real agent outcome reports yet
- Human review required before unattended installation
Recommended action
Run only in a sandbox and compare close alternatives before using it for real work.
Quality profile
Promising candidate for agent workflows
Useful candidate, but compare it with alternatives before adopting.
Workflow fit
Use this skill in these scenarios
Build and ship code
Coding agents
I need a coding agent that can understand a repository, edit code, and review pull requests.
Investigate faster
Research agents
I need my agent to research a topic, compare sources, and produce a concise report.
Manage repositories
GitHub automation
I need my agent to triage GitHub issues, review pull requests, and summarize repository changes.
Workflow fit
Add it to a complete workflow
Inspect, patch, and verify code
Coding review agent
A workflow for software agents that inspect repositories, review pull requests, generate tests, and turn findings into shippable patches.
Find, compare, and synthesize
Research report agent
A workflow for agents that gather sources, compare claims, summarize long material, and draft useful research briefs.
Ingest, retrieve, and cite
RAG knowledge base
A workflow for document-heavy agents that ingest files, create searchable knowledge, retrieve relevant context, and answer with grounded sources.
Alternative shortlist
Compare before you install
Similar skills that may fit this task.
Last30days Skill
Research the last 30 days across Reddit, X, YouTube, Hacker News, Polymarket, GitHub, and the web, then synthesize a grounded brief for an AI agent.
Academic Research Skills
Academic Research Skills for Claude Code: research → write → review → revise → finalize
GPT Researcher
Run autonomous deep research over web and local sources
DeepResearch
Tongyi Deep Research, the Leading Open-source Deep Research Agent
Overview
--- name: bug-hunter description: Searches code specifically for potential bugs, edge cases, race conditions, and incorrect assumptions rather than general style/quality. Use when the goal is finding what's broken, not improving what already works. ---
## Purpose
Hunt specifically for defects — not style, not maintainability, not architecture. The single question driving this skill is: "under what real input or timing, does this code produce a wrong result or crash?"
## When to Use
- The user wants bugs found, specifically — not a general quality review. - Before shipping code that handles money, user data, or concurrency, where a missed bug is expensive. - Debugging: the user suspects a bug exists somewhere in a file/module but hasn't found it yet.
## What to Analyze
1. **Boundary conditions** — empty collections, zero, negative numbers, max values, single-element cases. 2. **Null/undefined/missing data** — every place data is accessed, ask what happens if it's absent. 3. **Type coercion and comparison bugs** — loose equality, implicit conversions, unit mismatches (ms vs. seconds, cents vs. dollars). 4. **Concurrency/race conditions** — shared mutable state, async operations that assume ordering that isn't guaranteed, double-submit/double-click scenarios. 5. **Off-by-one and loop errors** — inclusive/exclusive bounds, iterator invalidation. 6. **Incorrect assumptions** — code that assumes an invariant (sorted input, unique IDs, non-empty list) that isn't actually enforced anywhere.
## Output Format
- Each bug as its own entry: **file/line**, **trigger condition** (the specific input/timing that causes it), **actual vs. expected behavior**, **suggested fix**. - Ordered by severity — data corruption/crash first, cosmetic/rare-edge-case issues last. - No entry without a concrete triggering scenario — "this looks risky" without a scenario isn't a finding, it's a hunch; say so separately if worth a mention.
## Avoid
- Reporting style or readability issues — that's [Code Reviewer](../code-reviewer/)'s job, not this skill's. - Vague findings without a reproducing scenario. - Flagging theoretical issues that the surrounding code already guards against (check the full context first).
Technical details
- Version
- 1.0.0
- License
- MIT
- Last updated
- Aug 20, 2026
- Published
- Aug 20, 2026
Decision snapshot
Fallback candidate
recent repository activity
Audit
Install review
Install and adoption review
- Security
- 86/100
- Maintenance
- 100/100
- Install
- 92/100
Agent-proven evidence
Agent-proven evidence
Outcome reports after resolve, review, install, and one narrow run.
- Success rate
- —
- Recent failure
- —
- Outcomes
- 0
- Output quality
- —
- Failed
- 0
- Not relevant
- 0
- Installs
- 0
- Risk blocked
- 0
- Setup needed
- 0
- Production
- 0
No agent outcome data yet. The first agent run can report success, setup needs, risk blocks, failure, or not-relevant through /api/agent/outcome.
Install
Add to agent workflow
Free and open source. Review the report before installing into production agents.
Growth loop
Share kit
Scenario-led draft for bug-hunter, ready for a manual X post.
A practical pick for source-backed research: bug-hunter: Searches code specifically for potential bugs, edge cases, race conditions, and incorrect assumptions rather than general s... 21 stars https://www.openagentskill.com/skills/codebygarv-bug-hunter?ref=x
Optional reply with install command
Listing + install path for bug-hunter: https://www.openagentskill.com/skills/codebygarv-bug-hunter?ref=x Install: npx skills add codebygarv/Ai-skills --skill bug-hunter
Listing source
Registry indexed
This listing was indexed from public sources and is not marked official until a maintainer claim is approved.
- Creator
- codebygarv
- Source
- codebygarv/Ai-skills
- Indexed by
- OpenAgentSkill community index
Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals.
Claim this skillOwner claim
Claim this skill listing
This Registry indexed listing is attributed to codebygarv but is not marked official yet. Claim it to add a verified owner signal and make future launch, install, and audit updates easier to trust.
Creator backlink kit
Add the evidence badges to your README
Show the canonical listing, current trust and audit signals, and real Agent-Proven evidence where developers evaluate the repository.
[](https://www.openagentskill.com/skills/codebygarv-bug-hunter)
[](https://www.openagentskill.com/skills/codebygarv-bug-hunter)
[](https://www.openagentskill.com/skills/codebygarv-bug-hunter/audit)
[](https://www.openagentskill.com/skills/codebygarv-bug-hunter)Author
codebygarv
@codebygarv
Tags
Platform fit
Health signals
- GitHub stars
- 21
- Quality score
- 33/100
- Last GitHub push
- Aug 20, 2026
- Framework hints
- Unknown
- OpenAgentSkill views
- 2
- Install copies
- 0
- Outbound clicks
- 0
Community signal
Share whether this skill looks useful for your agent workflow. Aggregated feedback improves rankings over time.
Trust & safety
Sandbox only
- GitHub adoption21 GitHub starsFIX
- Stars/forks activity21 stars, 1 forks; issue activity unavailable in current metadataFIX
- Recent maintenance3d since pushPASS
- License clarityMITPASS
- README/SKILL.md completenessPublic metadata needs stronger README/SKILL.md contextINFO
- Dependency/runtime riskno major dependency risk hints in public metadataPASS
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