Creator · a5c-ai
Last updated · Sep 2, 2026
Root cause analysis frameworks including log-first investigation, git bisect correlation, and pattern-based diagnosis with confidence scoring.
Creator · a5c-ai
Last updated · Sep 2, 2026
Root cause analysis frameworks including log-first investigation, git bisect correlation, and pattern-based diagnosis with confidence scoring.
Creator · a5c-ai
Last updated · Sep 2, 2026
Root cause analysis frameworks including log-first investigation, git bisect correlation, and pattern-based diagnosis with confidence scoring.
Creator · a5c-ai
Last updated · Sep 2, 2026
Root cause analysis frameworks including log-first investigation, git bisect correlation, and pattern-based diagnosis with confidence scoring.
Sandbox only
Install targets
Codex install prompt
Install the "debugging-patterns" agent skill from https://github.com/a5c-ai/babysitter/tree/main/library/methodologies/cc10x/skills/debugging-patterns. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Root cause analysis frameworks including log-first investigation, git bisect correlation, and pattern-based diagnosis with confidence scoring. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {"event_id":"install_<unique-id>","skill_slug":"a5c-ai-debugging-patterns","task":"Install debugging-patterns","agent":"codex","outcome":"success","install_used":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.Supply asset profile
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 a5c-ai/babysitter --skill debugging-patterns
Maintenance
fresh
3d since push
Risk
Safe to try
Quality score needs review
GitHub quality
1.8K
79/100 Quality · 81/100 Trust
Coverage tags
Review notes
Quality score needs review
Agent adoption scorecard
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
StrongSolid option that is likely worth shortlisting for production workflows.
Trust
Sandbox onlyUseful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.
Audit
Safe to tryA machine-readable review of install readiness, security metadata, maintenance, and adoption risk.
OpenAgentSkill Trust Score v5
Run only in a sandbox and compare close alternatives before using it for real work.
Stars
1.8K GitHub stars
Repo activity
1.8K stars, 103 forks
Maintenance
3d since push
License
MIT
Install
npx skills add a5c-ai/babysitter --skill debugging-patterns
Install safety
Agent-readable metadata
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
Suited agents
Install decision
Trust and risk
Outcome loop
Install command
npx skills add a5c-ai/babysitter --skill debugging-patternsDo not use when
Alternative
168.6K Stars
npx skills add mattpocock/skills --skill code-review
Alternative
40.8K Stars
npx skills add appsmithorg/appsmith
Alternative
175.7K Stars
npx skills add mattpocock/skills --skill implement
Alternative
30.9K Stars
npx skills add vercel-labs/agent-skills --skill vercel-react-best-practices
Agent safety v2
Sparse or mixed signals. Useful for discovery, but not for autonomous installation.
Test manually in an isolated workspace and compare against safer alternatives.
high
Skill metadata references terminal, CLI, shell, subprocess, or command execution workflows.
medium
Skill may drive a browser or interact with web pages.
medium
Skill likely fetches remote pages, APIs, repositories, or external services.
medium
Skill may read or write project files, documents, generated artifacts, or local workspace state.
Agent resolve plan
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%20debugging-patterns%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Resolve text
/api/agent/resolve?task=Use%20debugging-patterns%20for%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text
Install handoff
/api/skills/a5c-ai-debugging-patterns/install
Agent should check
Copy prompt
Task: Use debugging-patterns in this workspace.
Resolve first: https://www.openagentskill.com/api/agent/resolve?task=Use%20debugging-patterns%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Review install handoff: https://www.openagentskill.com/api/skills/a5c-ai-debugging-patterns/install
Install command: npx skills add a5c-ai/babysitter --skill debugging-patterns
Before running it, summarize audit warnings, required permissions, and the fallback skill if install is risky.Agent handoff
Use the public install endpoint to fetch the command, safety checklist, target prompts, and canonical links for this skill.
Install handoff
/api/skills/a5c-ai-debugging-patterns/install
LLM text format
/api/skills/a5c-ai-debugging-patterns/install?format=text
Find alternatives
/api/skills/search?q=debugging-patterns&limit=3
Agent prompt
Use debugging-patterns for this task. Review https://www.openagentskill.com/api/skills/a5c-ai-debugging-patterns/install, then install with: npx skills add a5c-ai/babysitter --skill debugging-patternsRegistry metadata
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/a5c-ai-debugging-patterns
LLM text
/api/registry/manifest/a5c-ai-debugging-patterns?format=text
Install alias
/api/registry/install/a5c-ai-debugging-patterns
Recommend
/api/registry/recommend?task=Use%20debugging-patterns%20in%20an%20agent%20workflow&limit=3
Agent fit
Coding agents
Use-case tags
Platforms
Claude Code
Audit report
A machine-readable review of install readiness, security metadata, maintenance, and adoption risk.
Agent decision cockpit
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Role in stack
Primary pick
Primary fit
Coding agents
Trust label
Production-ready
Install path
Command ready
Use when
Evidence
review first
Implementation path
Trust profile
Useful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.
GitHub adoption
PASS1.8K GitHub stars
Stars/forks activity
INFO1.8K stars, 103 forks; issue activity unavailable in current metadata
Recent maintenance
PASS3d since push
License clarity
PASSMIT
Good signals
Review before install
Recommended action
Run only in a sandbox and compare close alternatives before using it for real work.
Quality profile
Solid option that is likely worth shortlisting for production workflows.
Workflow fit
Build and ship code
I need a coding agent that can understand a repository, edit code, and review pull requests.
Operate web apps
I need my agent to control a browser, fill forms, and verify web app workflows.
Investigate faster
I need my agent to research a topic, compare sources, and produce a concise report.
Workflow fit
Inspect, patch, and verify code
A workflow for software agents that inspect repositories, review pull requests, generate tests, and turn findings into shippable patches.
Operate and verify web apps
A workflow for agents that navigate products, fill forms, take screenshots, and verify real user flows across web applications.
Find, compare, and synthesize
A workflow for agents that gather sources, compare claims, summarize long material, and draft useful research briefs.
Alternative shortlist
Similar skills that may fit this task.
Review a branch or diff against repository standards and the originating spec in two independent analysis passes.
Platform to build admin panels, internal tools, and dashboards. Integrates with 25+ databases and any API.
Implement work from an approved spec or ticket set, run focused and full tests, invoke code review, and commit the result to the current branch.
React and Next.js performance guidance for writing, reviewing, and refactoring production UI code.
--- name: debugging-patterns description: Root cause analysis frameworks including log-first investigation, git bisect correlation, and pattern-based diagnosis with confidence scoring. allowed-tools: Read, Bash, Grep, Glob, WebSearch graph: domains: [domain:software-engineering] skillAreas: [skill-area:agentic-loops, skill-area:orchestration-loop] workflows: [workflow:feature-development] topics: [topic:developer-experience] roles: [role:tech-lead, role:backend-engineer] 2. DO NOT form hypotheses before reading evidence 3. Identify the exact error: message, file, line, call stack 4. Determine reproduction steps from evidence 5. Check git log for recent changes correlating with bug introduction
---
## Pattern-Based Diagnosis
- Check patterns.md for known gotchas matching the error - Cross-reference with common patterns: null pointer, race condition, resource leak, config error - Rate root cause confidence (>=80% to proceed with fix)
## Evidence Collection
- Stack traces with full call chain - Error messages with context - Exit codes from reproduction attempts - Git blame/log for change correlation - Environment differences (if applicable)
## When to Use
- During DEBUG workflow investigation phase - When BUILD tests fail unexpectedly - When reviewing error handling gaps
## Agents Used
- `bug-investigator` (primary consumer) - `silent-failure-hunter` (pattern reference)
Source provenance
Decision snapshot
1,759 GitHub stars
Audit
Install and adoption review
Agent-proven evidence
Outcome reports after resolve, review, install, and one narrow run.
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
Free and open source. Review the report before installing into production agents.
Growth loop
Scenario-led draft for debugging-patterns, ready for a manual X post.
debugging-patterns: Root cause analysis frameworks including log-first investigation, git bisect correlation, and... 1.8K stars https://www.openagentskill.com/skills/a5c-ai-debugging-patterns?ref=x
Listing + install path for debugging-patterns: https://www.openagentskill.com/skills/a5c-ai-debugging-patterns?ref=x Install: npx skills add a5c-ai/babysitter --skill debugging-patterns
Listing source
This listing was indexed from public sources and is not marked official until a maintainer claim is approved.
Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals.
Claim this skillOwner claim
This Registry indexed listing is attributed to a5c-ai 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
Show the canonical listing, current trust and audit signals, and real Agent-Proven evidence where developers evaluate the repository.
[](https://www.openagentskill.com/skills/a5c-ai-debugging-patterns?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)
[](https://www.openagentskill.com/skills/a5c-ai-debugging-patterns?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)
[](https://www.openagentskill.com/skills/a5c-ai-debugging-patterns/audit)
[](https://www.openagentskill.com/skills/a5c-ai-debugging-patterns?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)a5c-ai
@a5c-ai
Share whether this skill looks useful for your agent workflow. Aggregated feedback improves rankings over time.
Sandbox only
Code Review
Review a branch or diff against repository standards and the originating spec in two independent analysis passes.
168.6K StarsAppsmith
Platform to build admin panels, internal tools, and dashboards. Integrates with 25+ databases and any API.
40.8K StarsImplement
Implement work from an approved spec or ticket set, run focused and full tests, invoke code review, and commit the result to the current branch.
175.7K StarsVercel React Best Practices
React and Next.js performance guidance for writing, reviewing, and refactoring production UI code.
30.9K StarsSandbox only
Install targets
Codex install prompt
Install the "debugging-patterns" agent skill from https://github.com/a5c-ai/babysitter/tree/main/library/methodologies/cc10x/skills/debugging-patterns. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Root cause analysis frameworks including log-first investigation, git bisect correlation, and pattern-based diagnosis with confidence scoring. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {"event_id":"install_<unique-id>","skill_slug":"a5c-ai-debugging-patterns","task":"Install debugging-patterns","agent":"codex","outcome":"success","install_used":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.Supply asset profile
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 a5c-ai/babysitter --skill debugging-patterns
Maintenance
fresh
3d since push
Risk
Safe to try
Quality score needs review
GitHub quality
1.8K
79/100 Quality · 81/100 Trust
Coverage tags
Review notes
Quality score needs review
Agent adoption scorecard
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
StrongSolid option that is likely worth shortlisting for production workflows.
Trust
Sandbox onlyUseful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.
Audit
Safe to tryA machine-readable review of install readiness, security metadata, maintenance, and adoption risk.
OpenAgentSkill Trust Score v5
Run only in a sandbox and compare close alternatives before using it for real work.
Stars
1.8K GitHub stars
Repo activity
1.8K stars, 103 forks
Maintenance
3d since push
License
MIT
Install
npx skills add a5c-ai/babysitter --skill debugging-patterns
Install safety
Agent-readable metadata
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
Suited agents
Install decision
Trust and risk
Outcome loop
Install command
npx skills add a5c-ai/babysitter --skill debugging-patternsDo not use when
Alternative
168.6K Stars
npx skills add mattpocock/skills --skill code-review
Alternative
40.8K Stars
npx skills add appsmithorg/appsmith
Alternative
175.7K Stars
npx skills add mattpocock/skills --skill implement
Alternative
30.9K Stars
npx skills add vercel-labs/agent-skills --skill vercel-react-best-practices
Agent safety v2
Sparse or mixed signals. Useful for discovery, but not for autonomous installation.
Test manually in an isolated workspace and compare against safer alternatives.
high
Skill metadata references terminal, CLI, shell, subprocess, or command execution workflows.
medium
Skill may drive a browser or interact with web pages.
medium
Skill likely fetches remote pages, APIs, repositories, or external services.
medium
Skill may read or write project files, documents, generated artifacts, or local workspace state.
Agent resolve plan
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%20debugging-patterns%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Resolve text
/api/agent/resolve?task=Use%20debugging-patterns%20for%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text
Install handoff
/api/skills/a5c-ai-debugging-patterns/install
Agent should check
Copy prompt
Task: Use debugging-patterns in this workspace.
Resolve first: https://www.openagentskill.com/api/agent/resolve?task=Use%20debugging-patterns%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Review install handoff: https://www.openagentskill.com/api/skills/a5c-ai-debugging-patterns/install
Install command: npx skills add a5c-ai/babysitter --skill debugging-patterns
Before running it, summarize audit warnings, required permissions, and the fallback skill if install is risky.Agent handoff
Use the public install endpoint to fetch the command, safety checklist, target prompts, and canonical links for this skill.
Install handoff
/api/skills/a5c-ai-debugging-patterns/install
LLM text format
/api/skills/a5c-ai-debugging-patterns/install?format=text
Find alternatives
/api/skills/search?q=debugging-patterns&limit=3
Agent prompt
Use debugging-patterns for this task. Review https://www.openagentskill.com/api/skills/a5c-ai-debugging-patterns/install, then install with: npx skills add a5c-ai/babysitter --skill debugging-patternsRegistry metadata
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/a5c-ai-debugging-patterns
LLM text
/api/registry/manifest/a5c-ai-debugging-patterns?format=text
Install alias
/api/registry/install/a5c-ai-debugging-patterns
Recommend
/api/registry/recommend?task=Use%20debugging-patterns%20in%20an%20agent%20workflow&limit=3
Agent fit
Coding agents
Use-case tags
Platforms
Claude Code
Audit report
A machine-readable review of install readiness, security metadata, maintenance, and adoption risk.
Agent decision cockpit
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Role in stack
Primary pick
Primary fit
Coding agents
Trust label
Production-ready
Install path
Command ready
Use when
Evidence
review first
Implementation path
Trust profile
Useful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.
GitHub adoption
PASS1.8K GitHub stars
Stars/forks activity
INFO1.8K stars, 103 forks; issue activity unavailable in current metadata
Recent maintenance
PASS3d since push
License clarity
PASSMIT
Good signals
Review before install
Recommended action
Run only in a sandbox and compare close alternatives before using it for real work.
Quality profile
Solid option that is likely worth shortlisting for production workflows.
Workflow fit
Build and ship code
I need a coding agent that can understand a repository, edit code, and review pull requests.
Operate web apps
I need my agent to control a browser, fill forms, and verify web app workflows.
Investigate faster
I need my agent to research a topic, compare sources, and produce a concise report.
Workflow fit
Inspect, patch, and verify code
A workflow for software agents that inspect repositories, review pull requests, generate tests, and turn findings into shippable patches.
Operate and verify web apps
A workflow for agents that navigate products, fill forms, take screenshots, and verify real user flows across web applications.
Find, compare, and synthesize
A workflow for agents that gather sources, compare claims, summarize long material, and draft useful research briefs.
Alternative shortlist
Similar skills that may fit this task.
Review a branch or diff against repository standards and the originating spec in two independent analysis passes.
Platform to build admin panels, internal tools, and dashboards. Integrates with 25+ databases and any API.
Implement work from an approved spec or ticket set, run focused and full tests, invoke code review, and commit the result to the current branch.
React and Next.js performance guidance for writing, reviewing, and refactoring production UI code.
--- name: debugging-patterns description: Root cause analysis frameworks including log-first investigation, git bisect correlation, and pattern-based diagnosis with confidence scoring. allowed-tools: Read, Bash, Grep, Glob, WebSearch graph: domains: [domain:software-engineering] skillAreas: [skill-area:agentic-loops, skill-area:orchestration-loop] workflows: [workflow:feature-development] topics: [topic:developer-experience] roles: [role:tech-lead, role:backend-engineer] 2. DO NOT form hypotheses before reading evidence 3. Identify the exact error: message, file, line, call stack 4. Determine reproduction steps from evidence 5. Check git log for recent changes correlating with bug introduction
---
## Pattern-Based Diagnosis
- Check patterns.md for known gotchas matching the error - Cross-reference with common patterns: null pointer, race condition, resource leak, config error - Rate root cause confidence (>=80% to proceed with fix)
## Evidence Collection
- Stack traces with full call chain - Error messages with context - Exit codes from reproduction attempts - Git blame/log for change correlation - Environment differences (if applicable)
## When to Use
- During DEBUG workflow investigation phase - When BUILD tests fail unexpectedly - When reviewing error handling gaps
## Agents Used
- `bug-investigator` (primary consumer) - `silent-failure-hunter` (pattern reference)
Source provenance
Decision snapshot
1,759 GitHub stars
Audit
Install and adoption review
Agent-proven evidence
Outcome reports after resolve, review, install, and one narrow run.
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
Free and open source. Review the report before installing into production agents.
Growth loop
Scenario-led draft for debugging-patterns, ready for a manual X post.
debugging-patterns: Root cause analysis frameworks including log-first investigation, git bisect correlation, and... 1.8K stars https://www.openagentskill.com/skills/a5c-ai-debugging-patterns?ref=x
Listing + install path for debugging-patterns: https://www.openagentskill.com/skills/a5c-ai-debugging-patterns?ref=x Install: npx skills add a5c-ai/babysitter --skill debugging-patterns
Listing source
This listing was indexed from public sources and is not marked official until a maintainer claim is approved.
Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals.
Claim this skillOwner claim
This Registry indexed listing is attributed to a5c-ai 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
Show the canonical listing, current trust and audit signals, and real Agent-Proven evidence where developers evaluate the repository.
[](https://www.openagentskill.com/skills/a5c-ai-debugging-patterns?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)
[](https://www.openagentskill.com/skills/a5c-ai-debugging-patterns?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)
[](https://www.openagentskill.com/skills/a5c-ai-debugging-patterns/audit)
[](https://www.openagentskill.com/skills/a5c-ai-debugging-patterns?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)a5c-ai
@a5c-ai
Share whether this skill looks useful for your agent workflow. Aggregated feedback improves rankings over time.
Sandbox only
Code Review
Review a branch or diff against repository standards and the originating spec in two independent analysis passes.
168.6K StarsAppsmith
Platform to build admin panels, internal tools, and dashboards. Integrates with 25+ databases and any API.
40.8K StarsImplement
Implement work from an approved spec or ticket set, run focused and full tests, invoke code review, and commit the result to the current branch.
175.7K StarsVercel React Best Practices
React and Next.js performance guidance for writing, reviewing, and refactoring production UI code.
30.9K StarsSandbox only
Install targets
Codex install prompt
Install the "debugging-patterns" agent skill from https://github.com/a5c-ai/babysitter/tree/main/library/methodologies/cc10x/skills/debugging-patterns. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Root cause analysis frameworks including log-first investigation, git bisect correlation, and pattern-based diagnosis with confidence scoring. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {"event_id":"install_<unique-id>","skill_slug":"a5c-ai-debugging-patterns","task":"Install debugging-patterns","agent":"codex","outcome":"success","install_used":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.Supply asset profile
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 a5c-ai/babysitter --skill debugging-patterns
Maintenance
fresh
3d since push
Risk
Safe to try
Quality score needs review
GitHub quality
1.8K
79/100 Quality · 81/100 Trust
Coverage tags
Review notes
Quality score needs review
Agent adoption scorecard
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
StrongSolid option that is likely worth shortlisting for production workflows.
Trust
Sandbox onlyUseful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.
Audit
Safe to tryA machine-readable review of install readiness, security metadata, maintenance, and adoption risk.
OpenAgentSkill Trust Score v5
Run only in a sandbox and compare close alternatives before using it for real work.
Stars
1.8K GitHub stars
Repo activity
1.8K stars, 103 forks
Maintenance
3d since push
License
MIT
Install
npx skills add a5c-ai/babysitter --skill debugging-patterns
Install safety
Agent-readable metadata
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
Suited agents
Install decision
Trust and risk
Outcome loop
Install command
npx skills add a5c-ai/babysitter --skill debugging-patternsDo not use when
Alternative
168.6K Stars
npx skills add mattpocock/skills --skill code-review
Alternative
40.8K Stars
npx skills add appsmithorg/appsmith
Alternative
175.7K Stars
npx skills add mattpocock/skills --skill implement
Alternative
30.9K Stars
npx skills add vercel-labs/agent-skills --skill vercel-react-best-practices
Agent safety v2
Sparse or mixed signals. Useful for discovery, but not for autonomous installation.
Test manually in an isolated workspace and compare against safer alternatives.
high
Skill metadata references terminal, CLI, shell, subprocess, or command execution workflows.
medium
Skill may drive a browser or interact with web pages.
medium
Skill likely fetches remote pages, APIs, repositories, or external services.
medium
Skill may read or write project files, documents, generated artifacts, or local workspace state.
Agent resolve plan
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%20debugging-patterns%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Resolve text
/api/agent/resolve?task=Use%20debugging-patterns%20for%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text
Install handoff
/api/skills/a5c-ai-debugging-patterns/install
Agent should check
Copy prompt
Task: Use debugging-patterns in this workspace.
Resolve first: https://www.openagentskill.com/api/agent/resolve?task=Use%20debugging-patterns%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Review install handoff: https://www.openagentskill.com/api/skills/a5c-ai-debugging-patterns/install
Install command: npx skills add a5c-ai/babysitter --skill debugging-patterns
Before running it, summarize audit warnings, required permissions, and the fallback skill if install is risky.Agent handoff
Use the public install endpoint to fetch the command, safety checklist, target prompts, and canonical links for this skill.
Install handoff
/api/skills/a5c-ai-debugging-patterns/install
LLM text format
/api/skills/a5c-ai-debugging-patterns/install?format=text
Find alternatives
/api/skills/search?q=debugging-patterns&limit=3
Agent prompt
Use debugging-patterns for this task. Review https://www.openagentskill.com/api/skills/a5c-ai-debugging-patterns/install, then install with: npx skills add a5c-ai/babysitter --skill debugging-patternsRegistry metadata
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/a5c-ai-debugging-patterns
LLM text
/api/registry/manifest/a5c-ai-debugging-patterns?format=text
Install alias
/api/registry/install/a5c-ai-debugging-patterns
Recommend
/api/registry/recommend?task=Use%20debugging-patterns%20in%20an%20agent%20workflow&limit=3
Agent fit
Coding agents
Use-case tags
Platforms
Claude Code
Audit report
A machine-readable review of install readiness, security metadata, maintenance, and adoption risk.
Agent decision cockpit
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Role in stack
Primary pick
Primary fit
Coding agents
Trust label
Production-ready
Install path
Command ready
Use when
Evidence
review first
Implementation path
Trust profile
Useful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.
GitHub adoption
PASS1.8K GitHub stars
Stars/forks activity
INFO1.8K stars, 103 forks; issue activity unavailable in current metadata
Recent maintenance
PASS3d since push
License clarity
PASSMIT
Good signals
Review before install
Recommended action
Run only in a sandbox and compare close alternatives before using it for real work.
Quality profile
Solid option that is likely worth shortlisting for production workflows.
Workflow fit
Build and ship code
I need a coding agent that can understand a repository, edit code, and review pull requests.
Operate web apps
I need my agent to control a browser, fill forms, and verify web app workflows.
Investigate faster
I need my agent to research a topic, compare sources, and produce a concise report.
Workflow fit
Inspect, patch, and verify code
A workflow for software agents that inspect repositories, review pull requests, generate tests, and turn findings into shippable patches.
Operate and verify web apps
A workflow for agents that navigate products, fill forms, take screenshots, and verify real user flows across web applications.
Find, compare, and synthesize
A workflow for agents that gather sources, compare claims, summarize long material, and draft useful research briefs.
Alternative shortlist
Similar skills that may fit this task.
Review a branch or diff against repository standards and the originating spec in two independent analysis passes.
Platform to build admin panels, internal tools, and dashboards. Integrates with 25+ databases and any API.
Implement work from an approved spec or ticket set, run focused and full tests, invoke code review, and commit the result to the current branch.
React and Next.js performance guidance for writing, reviewing, and refactoring production UI code.
--- name: debugging-patterns description: Root cause analysis frameworks including log-first investigation, git bisect correlation, and pattern-based diagnosis with confidence scoring. allowed-tools: Read, Bash, Grep, Glob, WebSearch graph: domains: [domain:software-engineering] skillAreas: [skill-area:agentic-loops, skill-area:orchestration-loop] workflows: [workflow:feature-development] topics: [topic:developer-experience] roles: [role:tech-lead, role:backend-engineer] 2. DO NOT form hypotheses before reading evidence 3. Identify the exact error: message, file, line, call stack 4. Determine reproduction steps from evidence 5. Check git log for recent changes correlating with bug introduction
---
## Pattern-Based Diagnosis
- Check patterns.md for known gotchas matching the error - Cross-reference with common patterns: null pointer, race condition, resource leak, config error - Rate root cause confidence (>=80% to proceed with fix)
## Evidence Collection
- Stack traces with full call chain - Error messages with context - Exit codes from reproduction attempts - Git blame/log for change correlation - Environment differences (if applicable)
## When to Use
- During DEBUG workflow investigation phase - When BUILD tests fail unexpectedly - When reviewing error handling gaps
## Agents Used
- `bug-investigator` (primary consumer) - `silent-failure-hunter` (pattern reference)
Source provenance
Decision snapshot
1,759 GitHub stars
Audit
Install and adoption review
Agent-proven evidence
Outcome reports after resolve, review, install, and one narrow run.
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
Free and open source. Review the report before installing into production agents.
Growth loop
Scenario-led draft for debugging-patterns, ready for a manual X post.
debugging-patterns: Root cause analysis frameworks including log-first investigation, git bisect correlation, and... 1.8K stars https://www.openagentskill.com/skills/a5c-ai-debugging-patterns?ref=x
Listing + install path for debugging-patterns: https://www.openagentskill.com/skills/a5c-ai-debugging-patterns?ref=x Install: npx skills add a5c-ai/babysitter --skill debugging-patterns
Listing source
This listing was indexed from public sources and is not marked official until a maintainer claim is approved.
Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals.
Claim this skillOwner claim
This Registry indexed listing is attributed to a5c-ai 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
Show the canonical listing, current trust and audit signals, and real Agent-Proven evidence where developers evaluate the repository.
[](https://www.openagentskill.com/skills/a5c-ai-debugging-patterns?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)
[](https://www.openagentskill.com/skills/a5c-ai-debugging-patterns?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)
[](https://www.openagentskill.com/skills/a5c-ai-debugging-patterns/audit)
[](https://www.openagentskill.com/skills/a5c-ai-debugging-patterns?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)a5c-ai
@a5c-ai
Share whether this skill looks useful for your agent workflow. Aggregated feedback improves rankings over time.
Sandbox only
Code Review
Review a branch or diff against repository standards and the originating spec in two independent analysis passes.
168.6K StarsAppsmith
Platform to build admin panels, internal tools, and dashboards. Integrates with 25+ databases and any API.
40.8K StarsImplement
Implement work from an approved spec or ticket set, run focused and full tests, invoke code review, and commit the result to the current branch.
175.7K StarsVercel React Best Practices
React and Next.js performance guidance for writing, reviewing, and refactoring production UI code.
30.9K StarsSandbox only
Install targets
Codex install prompt
Install the "debugging-patterns" agent skill from https://github.com/a5c-ai/babysitter/tree/main/library/methodologies/cc10x/skills/debugging-patterns. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Root cause analysis frameworks including log-first investigation, git bisect correlation, and pattern-based diagnosis with confidence scoring. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {"event_id":"install_<unique-id>","skill_slug":"a5c-ai-debugging-patterns","task":"Install debugging-patterns","agent":"codex","outcome":"success","install_used":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.Supply asset profile
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 a5c-ai/babysitter --skill debugging-patterns
Maintenance
fresh
3d since push
Risk
Safe to try
Quality score needs review
GitHub quality
1.8K
79/100 Quality · 81/100 Trust
Coverage tags
Review notes
Quality score needs review
Agent adoption scorecard
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
StrongSolid option that is likely worth shortlisting for production workflows.
Trust
Sandbox onlyUseful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.
Audit
Safe to tryA machine-readable review of install readiness, security metadata, maintenance, and adoption risk.
OpenAgentSkill Trust Score v5
Run only in a sandbox and compare close alternatives before using it for real work.
Stars
1.8K GitHub stars
Repo activity
1.8K stars, 103 forks
Maintenance
3d since push
License
MIT
Install
npx skills add a5c-ai/babysitter --skill debugging-patterns
Install safety
Agent-readable metadata
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
Suited agents
Install decision
Trust and risk
Outcome loop
Install command
npx skills add a5c-ai/babysitter --skill debugging-patternsDo not use when
Alternative
168.6K Stars
npx skills add mattpocock/skills --skill code-review
Alternative
40.8K Stars
npx skills add appsmithorg/appsmith
Alternative
175.7K Stars
npx skills add mattpocock/skills --skill implement
Alternative
30.9K Stars
npx skills add vercel-labs/agent-skills --skill vercel-react-best-practices
Agent safety v2
Sparse or mixed signals. Useful for discovery, but not for autonomous installation.
Test manually in an isolated workspace and compare against safer alternatives.
high
Skill metadata references terminal, CLI, shell, subprocess, or command execution workflows.
medium
Skill may drive a browser or interact with web pages.
medium
Skill likely fetches remote pages, APIs, repositories, or external services.
medium
Skill may read or write project files, documents, generated artifacts, or local workspace state.
Agent resolve plan
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%20debugging-patterns%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Resolve text
/api/agent/resolve?task=Use%20debugging-patterns%20for%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text
Install handoff
/api/skills/a5c-ai-debugging-patterns/install
Agent should check
Copy prompt
Task: Use debugging-patterns in this workspace.
Resolve first: https://www.openagentskill.com/api/agent/resolve?task=Use%20debugging-patterns%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Review install handoff: https://www.openagentskill.com/api/skills/a5c-ai-debugging-patterns/install
Install command: npx skills add a5c-ai/babysitter --skill debugging-patterns
Before running it, summarize audit warnings, required permissions, and the fallback skill if install is risky.Agent handoff
Use the public install endpoint to fetch the command, safety checklist, target prompts, and canonical links for this skill.
Install handoff
/api/skills/a5c-ai-debugging-patterns/install
LLM text format
/api/skills/a5c-ai-debugging-patterns/install?format=text
Find alternatives
/api/skills/search?q=debugging-patterns&limit=3
Agent prompt
Use debugging-patterns for this task. Review https://www.openagentskill.com/api/skills/a5c-ai-debugging-patterns/install, then install with: npx skills add a5c-ai/babysitter --skill debugging-patternsRegistry metadata
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/a5c-ai-debugging-patterns
LLM text
/api/registry/manifest/a5c-ai-debugging-patterns?format=text
Install alias
/api/registry/install/a5c-ai-debugging-patterns
Recommend
/api/registry/recommend?task=Use%20debugging-patterns%20in%20an%20agent%20workflow&limit=3
Agent fit
Coding agents
Use-case tags
Platforms
Claude Code
Audit report
A machine-readable review of install readiness, security metadata, maintenance, and adoption risk.
Agent decision cockpit
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Role in stack
Primary pick
Primary fit
Coding agents
Trust label
Production-ready
Install path
Command ready
Use when
Evidence
review first
Implementation path
Trust profile
Useful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.
GitHub adoption
PASS1.8K GitHub stars
Stars/forks activity
INFO1.8K stars, 103 forks; issue activity unavailable in current metadata
Recent maintenance
PASS3d since push
License clarity
PASSMIT
Good signals
Review before install
Recommended action
Run only in a sandbox and compare close alternatives before using it for real work.
Quality profile
Solid option that is likely worth shortlisting for production workflows.
Workflow fit
Build and ship code
I need a coding agent that can understand a repository, edit code, and review pull requests.
Operate web apps
I need my agent to control a browser, fill forms, and verify web app workflows.
Investigate faster
I need my agent to research a topic, compare sources, and produce a concise report.
Workflow fit
Inspect, patch, and verify code
A workflow for software agents that inspect repositories, review pull requests, generate tests, and turn findings into shippable patches.
Operate and verify web apps
A workflow for agents that navigate products, fill forms, take screenshots, and verify real user flows across web applications.
Find, compare, and synthesize
A workflow for agents that gather sources, compare claims, summarize long material, and draft useful research briefs.
Alternative shortlist
Similar skills that may fit this task.
Review a branch or diff against repository standards and the originating spec in two independent analysis passes.
Platform to build admin panels, internal tools, and dashboards. Integrates with 25+ databases and any API.
Implement work from an approved spec or ticket set, run focused and full tests, invoke code review, and commit the result to the current branch.
React and Next.js performance guidance for writing, reviewing, and refactoring production UI code.
--- name: debugging-patterns description: Root cause analysis frameworks including log-first investigation, git bisect correlation, and pattern-based diagnosis with confidence scoring. allowed-tools: Read, Bash, Grep, Glob, WebSearch graph: domains: [domain:software-engineering] skillAreas: [skill-area:agentic-loops, skill-area:orchestration-loop] workflows: [workflow:feature-development] topics: [topic:developer-experience] roles: [role:tech-lead, role:backend-engineer] 2. DO NOT form hypotheses before reading evidence 3. Identify the exact error: message, file, line, call stack 4. Determine reproduction steps from evidence 5. Check git log for recent changes correlating with bug introduction
---
## Pattern-Based Diagnosis
- Check patterns.md for known gotchas matching the error - Cross-reference with common patterns: null pointer, race condition, resource leak, config error - Rate root cause confidence (>=80% to proceed with fix)
## Evidence Collection
- Stack traces with full call chain - Error messages with context - Exit codes from reproduction attempts - Git blame/log for change correlation - Environment differences (if applicable)
## When to Use
- During DEBUG workflow investigation phase - When BUILD tests fail unexpectedly - When reviewing error handling gaps
## Agents Used
- `bug-investigator` (primary consumer) - `silent-failure-hunter` (pattern reference)
Source provenance
Decision snapshot
1,759 GitHub stars
Audit
Install and adoption review
Agent-proven evidence
Outcome reports after resolve, review, install, and one narrow run.
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
Free and open source. Review the report before installing into production agents.
Growth loop
Scenario-led draft for debugging-patterns, ready for a manual X post.
debugging-patterns: Root cause analysis frameworks including log-first investigation, git bisect correlation, and... 1.8K stars https://www.openagentskill.com/skills/a5c-ai-debugging-patterns?ref=x
Listing + install path for debugging-patterns: https://www.openagentskill.com/skills/a5c-ai-debugging-patterns?ref=x Install: npx skills add a5c-ai/babysitter --skill debugging-patterns
Listing source
This listing was indexed from public sources and is not marked official until a maintainer claim is approved.
Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals.
Claim this skillOwner claim
This Registry indexed listing is attributed to a5c-ai 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
Show the canonical listing, current trust and audit signals, and real Agent-Proven evidence where developers evaluate the repository.
[](https://www.openagentskill.com/skills/a5c-ai-debugging-patterns?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)
[](https://www.openagentskill.com/skills/a5c-ai-debugging-patterns?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)
[](https://www.openagentskill.com/skills/a5c-ai-debugging-patterns/audit)
[](https://www.openagentskill.com/skills/a5c-ai-debugging-patterns?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)a5c-ai
@a5c-ai
Share whether this skill looks useful for your agent workflow. Aggregated feedback improves rankings over time.
Sandbox only
Code Review
Review a branch or diff against repository standards and the originating spec in two independent analysis passes.
168.6K StarsAppsmith
Platform to build admin panels, internal tools, and dashboards. Integrates with 25+ databases and any API.
40.8K StarsImplement
Implement work from an approved spec or ticket set, run focused and full tests, invoke code review, and commit the result to the current branch.
175.7K StarsVercel React Best Practices
React and Next.js performance guidance for writing, reviewing, and refactoring production UI code.
30.9K StarsPermission surface
shell or command execution, filesystem or document access
Agent outcomes
No agent outcome data yet
Docs
Usable metadata, review docs
Risk summary
Install readiness
Permission surface
shell or command execution, filesystem or document access
Agent outcomes
No agent outcome data yet
Docs
Usable metadata, review docs
Risk summary
Install readiness
Permission surface
shell or command execution, filesystem or document access
Agent outcomes
No agent outcome data yet
Docs
Usable metadata, review docs
Risk summary
Install readiness
Permission surface
shell or command execution, filesystem or document access
Agent outcomes
No agent outcome data yet
Docs
Usable metadata, review docs
Risk summary
Install readiness