Creator · decodingai-magazine
Last updated · Sep 3, 2026
Demo skill that fans out three parallel read-only Explore subagents to review three decode modules, then merges their findings into one severity-ranked verdict with health scores and a diagram per module, written to review-verdict.md.
Creator · decodingai-magazine
Last updated · Sep 3, 2026
Demo skill that fans out three parallel read-only Explore subagents to review three decode modules, then merges their findings into one severity-ranked verdict with health scores and a diagram per module, written to review-verdict.md.
Creator · decodingai-magazine
Last updated · Sep 3, 2026
Demo skill that fans out three parallel read-only Explore subagents to review three decode modules, then merges their findings into one severity-ranked verdict with health scores and a diagram per module, written to review-verdict.md.
Creator · decodingai-magazine
Last updated · Sep 3, 2026
Demo skill that fans out three parallel read-only Explore subagents to review three decode modules, then merges their findings into one severity-ranked verdict with health scores and a diagram per module, written to review-verdict.md.
Sandbox only
Install targets
Codex install prompt
Install the "demo-4-review-swarm" agent skill from https://github.com/decodingai-magazine/building-a-coding-agent-from-scratch-course/tree/main/.decode/skills/demo-4-review-swarm. 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: Demo skill that fans out three parallel read-only Explore subagents to review three decode modules, then merges their findings into one severity-ranked verdict with health scores and a diagram per module, written to review-verdict.md. 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":"decodingai-magazine-demo-4-review-swarm","task":"Install demo-4-review-swarm","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 decodingai-magazine/building-a-coding-agent-from-scratch-course --skill demo-4-review-swarm
Maintenance
fresh
2d since push
Risk
Needs review
Quality score needs review
GitHub quality
347
72/100 Quality · 76/100 Trust
Coverage tags
Review notes
Quality score needs review · 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
Needs reviewA 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
347 GitHub stars
Repo activity
347 stars, 88 forks
Maintenance
2d since push
License
Apache-2.0
Install
npx skills add decodingai-magazine/building-a-coding-agent-from-scratch-course --skill demo-4-review-swarm
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 decodingai-magazine/building-a-coding-agent-from-scratch-course --skill demo-4-review-swarmDo 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 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%20demo-4-review-swarm%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Resolve text
/api/agent/resolve?task=Use%20demo-4-review-swarm%20for%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text
Install handoff
/api/skills/decodingai-magazine-demo-4-review-swarm/install
Agent should check
Copy prompt
Task: Use demo-4-review-swarm in this workspace.
Resolve first: https://www.openagentskill.com/api/agent/resolve?task=Use%20demo-4-review-swarm%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Review install handoff: https://www.openagentskill.com/api/skills/decodingai-magazine-demo-4-review-swarm/install
Install command: npx skills add decodingai-magazine/building-a-coding-agent-from-scratch-course --skill demo-4-review-swarm
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/decodingai-magazine-demo-4-review-swarm/install
LLM text format
/api/skills/decodingai-magazine-demo-4-review-swarm/install?format=text
Find alternatives
/api/skills/search?q=demo-4-review-swarm&limit=3
Agent prompt
Use demo-4-review-swarm for this task. Review https://www.openagentskill.com/api/skills/decodingai-magazine-demo-4-review-swarm/install, then install with: npx skills add decodingai-magazine/building-a-coding-agent-from-scratch-course --skill demo-4-review-swarmRegistry 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/decodingai-magazine-demo-4-review-swarm
LLM text
/api/registry/manifest/decodingai-magazine-demo-4-review-swarm?format=text
Install alias
/api/registry/install/decodingai-magazine-demo-4-review-swarm
Recommend
/api/registry/recommend?task=Use%20demo-4-review-swarm%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
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
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
INFO347 GitHub stars
Stars/forks activity
INFO347 stars, 88 forks; issue activity unavailable in current metadata
Recent maintenance
PASS2d since push
License clarity
PASSApache-2.0
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.
Investigate faster
I need my agent to research a topic, compare sources, and produce a concise report.
Manage repositories
I need my agent to triage GitHub issues, review pull requests, and summarize repository changes.
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.
Find, compare, and synthesize
A workflow for agents that gather sources, compare claims, summarize long material, and draft useful research briefs.
Turn skills into distribution
A workflow for turning newly indexed skills into SEO briefs, social drafts, comparison pages, and reusable publishing workflows.
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: demo-4-review-swarm description: Demo skill that fans out three parallel read-only Explore subagents to review three decode modules, then merges their findings into one severity-ranked verdict with health scores and a diagram per module, written to review-verdict.md. ---
Run a parallel code-review swarm over decode's own source: three read-only Explore subagents review three modules at once, and you fold their reports into a single severity-ranked verdict with a health scorecard.
This is a showcase of the `agent` tool's native parallel fan-out (ADR-0013): N `agent(...)` calls in one response run concurrently, each an Explore subagent whose toolset is read-only by construction (`read` / `glob` / `grep` / `lsp` — no `write`, `edit`, or `bash`). Nothing the subagents do mutates the repo.
## Fan out — three subagents in ONE response
Spawn all three Explore subagents in a single model turn (so they run in parallel, not one after the other), one per module:
- **Subagent A → `src/decode/permissions/`** — the allow/ask/deny gate, rules, and permission modes. - **Subagent B → `src/decode/sandbox/`** — the executor seam, docker/modal backends, workspace, and hand-back. - **Subagent C → `src/decode/context/`** — compaction and the JSONL session log.
Give each subagent the same brief: read every file in its module and report, as a read-only reviewer, on correctness, clarity, error handling, and any risky edges. Ask each one to return:
1. A short prose summary of what the module does and how its files fit together. 2. A **text-based diagram** of the module's structure — a Mermaid `flowchart` showing the files and how they call each other. 3. A flat list of findings, each tagged with a severity: **Critical**, **Major**, or **Minor** — each naming the `file:line` it refers to. 4. A **health score from 1 to 10** with a one-sentence justification.
## Merge — one severity-ranked verdict
When all three reports come back, fold them into ONE verdict — do NOT paste the three reports verbatim:
- A **health scorecard** up top: one row per module with its score /10 and the one-line justification. - A single findings table across all three modules, **ranked by severity**: every **Critical** first, then every **Major**, then every **Minor** — each row naming the module and the `file:line` it refers to. - The three modules' **Mermaid diagrams**, one per module, each under its own heading. - A two-or-three-line closing judgement: is the reviewed code healthy, and what is the single most important thing to fix first?
## Ship the artifact
Write the merged verdict to `.decode/outputs/review-verdict.md` (unless the human named a different path) — this is the one file the swarm produces, and GitHub renders its Mermaid diagrams natively, so it doubles as a shareable review artifact.
Reply with the scorecard, the count of findings per severity, and the closing judgement — and point the human at `.decode/outputs/review-verdict.md` for the full verdict. Note in one line that the whole review was read-only: the only file the run created is the verdict itself.
Source provenance
Decision snapshot
recent repository activity
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 demo-4-review-swarm, ready for a manual X post.
demo-4-review-swarm: Demo skill that fans out three parallel read-only Explore subagents to review three decode mo... 347 stars https://www.openagentskill.com/skills/decodingai-magazine-demo-4-review-swarm?ref=x
Listing + install path for demo-4-review-swarm: https://www.openagentskill.com/skills/decodingai-magazine-demo-4-review-swarm?ref=x Install: npx skills add decodingai-magazine/building-a-coding-agent-from-scratch-course --...
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 decodingai-magazine 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/decodingai-magazine-demo-4-review-swarm?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)
[](https://www.openagentskill.com/skills/decodingai-magazine-demo-4-review-swarm?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)
[](https://www.openagentskill.com/skills/decodingai-magazine-demo-4-review-swarm/audit)
[](https://www.openagentskill.com/skills/decodingai-magazine-demo-4-review-swarm?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)decodingai-magazine
@decodingai-magazine
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 "demo-4-review-swarm" agent skill from https://github.com/decodingai-magazine/building-a-coding-agent-from-scratch-course/tree/main/.decode/skills/demo-4-review-swarm. 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: Demo skill that fans out three parallel read-only Explore subagents to review three decode modules, then merges their findings into one severity-ranked verdict with health scores and a diagram per module, written to review-verdict.md. 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":"decodingai-magazine-demo-4-review-swarm","task":"Install demo-4-review-swarm","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 decodingai-magazine/building-a-coding-agent-from-scratch-course --skill demo-4-review-swarm
Maintenance
fresh
2d since push
Risk
Needs review
Quality score needs review
GitHub quality
347
72/100 Quality · 76/100 Trust
Coverage tags
Review notes
Quality score needs review · 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
Needs reviewA 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
347 GitHub stars
Repo activity
347 stars, 88 forks
Maintenance
2d since push
License
Apache-2.0
Install
npx skills add decodingai-magazine/building-a-coding-agent-from-scratch-course --skill demo-4-review-swarm
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 decodingai-magazine/building-a-coding-agent-from-scratch-course --skill demo-4-review-swarmDo 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 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%20demo-4-review-swarm%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Resolve text
/api/agent/resolve?task=Use%20demo-4-review-swarm%20for%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text
Install handoff
/api/skills/decodingai-magazine-demo-4-review-swarm/install
Agent should check
Copy prompt
Task: Use demo-4-review-swarm in this workspace.
Resolve first: https://www.openagentskill.com/api/agent/resolve?task=Use%20demo-4-review-swarm%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Review install handoff: https://www.openagentskill.com/api/skills/decodingai-magazine-demo-4-review-swarm/install
Install command: npx skills add decodingai-magazine/building-a-coding-agent-from-scratch-course --skill demo-4-review-swarm
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/decodingai-magazine-demo-4-review-swarm/install
LLM text format
/api/skills/decodingai-magazine-demo-4-review-swarm/install?format=text
Find alternatives
/api/skills/search?q=demo-4-review-swarm&limit=3
Agent prompt
Use demo-4-review-swarm for this task. Review https://www.openagentskill.com/api/skills/decodingai-magazine-demo-4-review-swarm/install, then install with: npx skills add decodingai-magazine/building-a-coding-agent-from-scratch-course --skill demo-4-review-swarmRegistry 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/decodingai-magazine-demo-4-review-swarm
LLM text
/api/registry/manifest/decodingai-magazine-demo-4-review-swarm?format=text
Install alias
/api/registry/install/decodingai-magazine-demo-4-review-swarm
Recommend
/api/registry/recommend?task=Use%20demo-4-review-swarm%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
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
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
INFO347 GitHub stars
Stars/forks activity
INFO347 stars, 88 forks; issue activity unavailable in current metadata
Recent maintenance
PASS2d since push
License clarity
PASSApache-2.0
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.
Investigate faster
I need my agent to research a topic, compare sources, and produce a concise report.
Manage repositories
I need my agent to triage GitHub issues, review pull requests, and summarize repository changes.
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.
Find, compare, and synthesize
A workflow for agents that gather sources, compare claims, summarize long material, and draft useful research briefs.
Turn skills into distribution
A workflow for turning newly indexed skills into SEO briefs, social drafts, comparison pages, and reusable publishing workflows.
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: demo-4-review-swarm description: Demo skill that fans out three parallel read-only Explore subagents to review three decode modules, then merges their findings into one severity-ranked verdict with health scores and a diagram per module, written to review-verdict.md. ---
Run a parallel code-review swarm over decode's own source: three read-only Explore subagents review three modules at once, and you fold their reports into a single severity-ranked verdict with a health scorecard.
This is a showcase of the `agent` tool's native parallel fan-out (ADR-0013): N `agent(...)` calls in one response run concurrently, each an Explore subagent whose toolset is read-only by construction (`read` / `glob` / `grep` / `lsp` — no `write`, `edit`, or `bash`). Nothing the subagents do mutates the repo.
## Fan out — three subagents in ONE response
Spawn all three Explore subagents in a single model turn (so they run in parallel, not one after the other), one per module:
- **Subagent A → `src/decode/permissions/`** — the allow/ask/deny gate, rules, and permission modes. - **Subagent B → `src/decode/sandbox/`** — the executor seam, docker/modal backends, workspace, and hand-back. - **Subagent C → `src/decode/context/`** — compaction and the JSONL session log.
Give each subagent the same brief: read every file in its module and report, as a read-only reviewer, on correctness, clarity, error handling, and any risky edges. Ask each one to return:
1. A short prose summary of what the module does and how its files fit together. 2. A **text-based diagram** of the module's structure — a Mermaid `flowchart` showing the files and how they call each other. 3. A flat list of findings, each tagged with a severity: **Critical**, **Major**, or **Minor** — each naming the `file:line` it refers to. 4. A **health score from 1 to 10** with a one-sentence justification.
## Merge — one severity-ranked verdict
When all three reports come back, fold them into ONE verdict — do NOT paste the three reports verbatim:
- A **health scorecard** up top: one row per module with its score /10 and the one-line justification. - A single findings table across all three modules, **ranked by severity**: every **Critical** first, then every **Major**, then every **Minor** — each row naming the module and the `file:line` it refers to. - The three modules' **Mermaid diagrams**, one per module, each under its own heading. - A two-or-three-line closing judgement: is the reviewed code healthy, and what is the single most important thing to fix first?
## Ship the artifact
Write the merged verdict to `.decode/outputs/review-verdict.md` (unless the human named a different path) — this is the one file the swarm produces, and GitHub renders its Mermaid diagrams natively, so it doubles as a shareable review artifact.
Reply with the scorecard, the count of findings per severity, and the closing judgement — and point the human at `.decode/outputs/review-verdict.md` for the full verdict. Note in one line that the whole review was read-only: the only file the run created is the verdict itself.
Source provenance
Decision snapshot
recent repository activity
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 demo-4-review-swarm, ready for a manual X post.
demo-4-review-swarm: Demo skill that fans out three parallel read-only Explore subagents to review three decode mo... 347 stars https://www.openagentskill.com/skills/decodingai-magazine-demo-4-review-swarm?ref=x
Listing + install path for demo-4-review-swarm: https://www.openagentskill.com/skills/decodingai-magazine-demo-4-review-swarm?ref=x Install: npx skills add decodingai-magazine/building-a-coding-agent-from-scratch-course --...
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 decodingai-magazine 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/decodingai-magazine-demo-4-review-swarm?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)
[](https://www.openagentskill.com/skills/decodingai-magazine-demo-4-review-swarm?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)
[](https://www.openagentskill.com/skills/decodingai-magazine-demo-4-review-swarm/audit)
[](https://www.openagentskill.com/skills/decodingai-magazine-demo-4-review-swarm?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)decodingai-magazine
@decodingai-magazine
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 "demo-4-review-swarm" agent skill from https://github.com/decodingai-magazine/building-a-coding-agent-from-scratch-course/tree/main/.decode/skills/demo-4-review-swarm. 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: Demo skill that fans out three parallel read-only Explore subagents to review three decode modules, then merges their findings into one severity-ranked verdict with health scores and a diagram per module, written to review-verdict.md. 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":"decodingai-magazine-demo-4-review-swarm","task":"Install demo-4-review-swarm","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 decodingai-magazine/building-a-coding-agent-from-scratch-course --skill demo-4-review-swarm
Maintenance
fresh
2d since push
Risk
Needs review
Quality score needs review
GitHub quality
347
72/100 Quality · 76/100 Trust
Coverage tags
Review notes
Quality score needs review · 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
Needs reviewA 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
347 GitHub stars
Repo activity
347 stars, 88 forks
Maintenance
2d since push
License
Apache-2.0
Install
npx skills add decodingai-magazine/building-a-coding-agent-from-scratch-course --skill demo-4-review-swarm
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 decodingai-magazine/building-a-coding-agent-from-scratch-course --skill demo-4-review-swarmDo 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 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%20demo-4-review-swarm%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Resolve text
/api/agent/resolve?task=Use%20demo-4-review-swarm%20for%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text
Install handoff
/api/skills/decodingai-magazine-demo-4-review-swarm/install
Agent should check
Copy prompt
Task: Use demo-4-review-swarm in this workspace.
Resolve first: https://www.openagentskill.com/api/agent/resolve?task=Use%20demo-4-review-swarm%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Review install handoff: https://www.openagentskill.com/api/skills/decodingai-magazine-demo-4-review-swarm/install
Install command: npx skills add decodingai-magazine/building-a-coding-agent-from-scratch-course --skill demo-4-review-swarm
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/decodingai-magazine-demo-4-review-swarm/install
LLM text format
/api/skills/decodingai-magazine-demo-4-review-swarm/install?format=text
Find alternatives
/api/skills/search?q=demo-4-review-swarm&limit=3
Agent prompt
Use demo-4-review-swarm for this task. Review https://www.openagentskill.com/api/skills/decodingai-magazine-demo-4-review-swarm/install, then install with: npx skills add decodingai-magazine/building-a-coding-agent-from-scratch-course --skill demo-4-review-swarmRegistry 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/decodingai-magazine-demo-4-review-swarm
LLM text
/api/registry/manifest/decodingai-magazine-demo-4-review-swarm?format=text
Install alias
/api/registry/install/decodingai-magazine-demo-4-review-swarm
Recommend
/api/registry/recommend?task=Use%20demo-4-review-swarm%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
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
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
INFO347 GitHub stars
Stars/forks activity
INFO347 stars, 88 forks; issue activity unavailable in current metadata
Recent maintenance
PASS2d since push
License clarity
PASSApache-2.0
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.
Investigate faster
I need my agent to research a topic, compare sources, and produce a concise report.
Manage repositories
I need my agent to triage GitHub issues, review pull requests, and summarize repository changes.
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.
Find, compare, and synthesize
A workflow for agents that gather sources, compare claims, summarize long material, and draft useful research briefs.
Turn skills into distribution
A workflow for turning newly indexed skills into SEO briefs, social drafts, comparison pages, and reusable publishing workflows.
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: demo-4-review-swarm description: Demo skill that fans out three parallel read-only Explore subagents to review three decode modules, then merges their findings into one severity-ranked verdict with health scores and a diagram per module, written to review-verdict.md. ---
Run a parallel code-review swarm over decode's own source: three read-only Explore subagents review three modules at once, and you fold their reports into a single severity-ranked verdict with a health scorecard.
This is a showcase of the `agent` tool's native parallel fan-out (ADR-0013): N `agent(...)` calls in one response run concurrently, each an Explore subagent whose toolset is read-only by construction (`read` / `glob` / `grep` / `lsp` — no `write`, `edit`, or `bash`). Nothing the subagents do mutates the repo.
## Fan out — three subagents in ONE response
Spawn all three Explore subagents in a single model turn (so they run in parallel, not one after the other), one per module:
- **Subagent A → `src/decode/permissions/`** — the allow/ask/deny gate, rules, and permission modes. - **Subagent B → `src/decode/sandbox/`** — the executor seam, docker/modal backends, workspace, and hand-back. - **Subagent C → `src/decode/context/`** — compaction and the JSONL session log.
Give each subagent the same brief: read every file in its module and report, as a read-only reviewer, on correctness, clarity, error handling, and any risky edges. Ask each one to return:
1. A short prose summary of what the module does and how its files fit together. 2. A **text-based diagram** of the module's structure — a Mermaid `flowchart` showing the files and how they call each other. 3. A flat list of findings, each tagged with a severity: **Critical**, **Major**, or **Minor** — each naming the `file:line` it refers to. 4. A **health score from 1 to 10** with a one-sentence justification.
## Merge — one severity-ranked verdict
When all three reports come back, fold them into ONE verdict — do NOT paste the three reports verbatim:
- A **health scorecard** up top: one row per module with its score /10 and the one-line justification. - A single findings table across all three modules, **ranked by severity**: every **Critical** first, then every **Major**, then every **Minor** — each row naming the module and the `file:line` it refers to. - The three modules' **Mermaid diagrams**, one per module, each under its own heading. - A two-or-three-line closing judgement: is the reviewed code healthy, and what is the single most important thing to fix first?
## Ship the artifact
Write the merged verdict to `.decode/outputs/review-verdict.md` (unless the human named a different path) — this is the one file the swarm produces, and GitHub renders its Mermaid diagrams natively, so it doubles as a shareable review artifact.
Reply with the scorecard, the count of findings per severity, and the closing judgement — and point the human at `.decode/outputs/review-verdict.md` for the full verdict. Note in one line that the whole review was read-only: the only file the run created is the verdict itself.
Source provenance
Decision snapshot
recent repository activity
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 demo-4-review-swarm, ready for a manual X post.
demo-4-review-swarm: Demo skill that fans out three parallel read-only Explore subagents to review three decode mo... 347 stars https://www.openagentskill.com/skills/decodingai-magazine-demo-4-review-swarm?ref=x
Listing + install path for demo-4-review-swarm: https://www.openagentskill.com/skills/decodingai-magazine-demo-4-review-swarm?ref=x Install: npx skills add decodingai-magazine/building-a-coding-agent-from-scratch-course --...
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 decodingai-magazine 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/decodingai-magazine-demo-4-review-swarm?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)
[](https://www.openagentskill.com/skills/decodingai-magazine-demo-4-review-swarm?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)
[](https://www.openagentskill.com/skills/decodingai-magazine-demo-4-review-swarm/audit)
[](https://www.openagentskill.com/skills/decodingai-magazine-demo-4-review-swarm?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)decodingai-magazine
@decodingai-magazine
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 "demo-4-review-swarm" agent skill from https://github.com/decodingai-magazine/building-a-coding-agent-from-scratch-course/tree/main/.decode/skills/demo-4-review-swarm. 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: Demo skill that fans out three parallel read-only Explore subagents to review three decode modules, then merges their findings into one severity-ranked verdict with health scores and a diagram per module, written to review-verdict.md. 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":"decodingai-magazine-demo-4-review-swarm","task":"Install demo-4-review-swarm","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 decodingai-magazine/building-a-coding-agent-from-scratch-course --skill demo-4-review-swarm
Maintenance
fresh
2d since push
Risk
Needs review
Quality score needs review
GitHub quality
347
72/100 Quality · 76/100 Trust
Coverage tags
Review notes
Quality score needs review · 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
Needs reviewA 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
347 GitHub stars
Repo activity
347 stars, 88 forks
Maintenance
2d since push
License
Apache-2.0
Install
npx skills add decodingai-magazine/building-a-coding-agent-from-scratch-course --skill demo-4-review-swarm
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 decodingai-magazine/building-a-coding-agent-from-scratch-course --skill demo-4-review-swarmDo 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 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%20demo-4-review-swarm%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Resolve text
/api/agent/resolve?task=Use%20demo-4-review-swarm%20for%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text
Install handoff
/api/skills/decodingai-magazine-demo-4-review-swarm/install
Agent should check
Copy prompt
Task: Use demo-4-review-swarm in this workspace.
Resolve first: https://www.openagentskill.com/api/agent/resolve?task=Use%20demo-4-review-swarm%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Review install handoff: https://www.openagentskill.com/api/skills/decodingai-magazine-demo-4-review-swarm/install
Install command: npx skills add decodingai-magazine/building-a-coding-agent-from-scratch-course --skill demo-4-review-swarm
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/decodingai-magazine-demo-4-review-swarm/install
LLM text format
/api/skills/decodingai-magazine-demo-4-review-swarm/install?format=text
Find alternatives
/api/skills/search?q=demo-4-review-swarm&limit=3
Agent prompt
Use demo-4-review-swarm for this task. Review https://www.openagentskill.com/api/skills/decodingai-magazine-demo-4-review-swarm/install, then install with: npx skills add decodingai-magazine/building-a-coding-agent-from-scratch-course --skill demo-4-review-swarmRegistry 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/decodingai-magazine-demo-4-review-swarm
LLM text
/api/registry/manifest/decodingai-magazine-demo-4-review-swarm?format=text
Install alias
/api/registry/install/decodingai-magazine-demo-4-review-swarm
Recommend
/api/registry/recommend?task=Use%20demo-4-review-swarm%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
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
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
INFO347 GitHub stars
Stars/forks activity
INFO347 stars, 88 forks; issue activity unavailable in current metadata
Recent maintenance
PASS2d since push
License clarity
PASSApache-2.0
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.
Investigate faster
I need my agent to research a topic, compare sources, and produce a concise report.
Manage repositories
I need my agent to triage GitHub issues, review pull requests, and summarize repository changes.
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.
Find, compare, and synthesize
A workflow for agents that gather sources, compare claims, summarize long material, and draft useful research briefs.
Turn skills into distribution
A workflow for turning newly indexed skills into SEO briefs, social drafts, comparison pages, and reusable publishing workflows.
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: demo-4-review-swarm description: Demo skill that fans out three parallel read-only Explore subagents to review three decode modules, then merges their findings into one severity-ranked verdict with health scores and a diagram per module, written to review-verdict.md. ---
Run a parallel code-review swarm over decode's own source: three read-only Explore subagents review three modules at once, and you fold their reports into a single severity-ranked verdict with a health scorecard.
This is a showcase of the `agent` tool's native parallel fan-out (ADR-0013): N `agent(...)` calls in one response run concurrently, each an Explore subagent whose toolset is read-only by construction (`read` / `glob` / `grep` / `lsp` — no `write`, `edit`, or `bash`). Nothing the subagents do mutates the repo.
## Fan out — three subagents in ONE response
Spawn all three Explore subagents in a single model turn (so they run in parallel, not one after the other), one per module:
- **Subagent A → `src/decode/permissions/`** — the allow/ask/deny gate, rules, and permission modes. - **Subagent B → `src/decode/sandbox/`** — the executor seam, docker/modal backends, workspace, and hand-back. - **Subagent C → `src/decode/context/`** — compaction and the JSONL session log.
Give each subagent the same brief: read every file in its module and report, as a read-only reviewer, on correctness, clarity, error handling, and any risky edges. Ask each one to return:
1. A short prose summary of what the module does and how its files fit together. 2. A **text-based diagram** of the module's structure — a Mermaid `flowchart` showing the files and how they call each other. 3. A flat list of findings, each tagged with a severity: **Critical**, **Major**, or **Minor** — each naming the `file:line` it refers to. 4. A **health score from 1 to 10** with a one-sentence justification.
## Merge — one severity-ranked verdict
When all three reports come back, fold them into ONE verdict — do NOT paste the three reports verbatim:
- A **health scorecard** up top: one row per module with its score /10 and the one-line justification. - A single findings table across all three modules, **ranked by severity**: every **Critical** first, then every **Major**, then every **Minor** — each row naming the module and the `file:line` it refers to. - The three modules' **Mermaid diagrams**, one per module, each under its own heading. - A two-or-three-line closing judgement: is the reviewed code healthy, and what is the single most important thing to fix first?
## Ship the artifact
Write the merged verdict to `.decode/outputs/review-verdict.md` (unless the human named a different path) — this is the one file the swarm produces, and GitHub renders its Mermaid diagrams natively, so it doubles as a shareable review artifact.
Reply with the scorecard, the count of findings per severity, and the closing judgement — and point the human at `.decode/outputs/review-verdict.md` for the full verdict. Note in one line that the whole review was read-only: the only file the run created is the verdict itself.
Source provenance
Decision snapshot
recent repository activity
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 demo-4-review-swarm, ready for a manual X post.
demo-4-review-swarm: Demo skill that fans out three parallel read-only Explore subagents to review three decode mo... 347 stars https://www.openagentskill.com/skills/decodingai-magazine-demo-4-review-swarm?ref=x
Listing + install path for demo-4-review-swarm: https://www.openagentskill.com/skills/decodingai-magazine-demo-4-review-swarm?ref=x Install: npx skills add decodingai-magazine/building-a-coding-agent-from-scratch-course --...
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 decodingai-magazine 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/decodingai-magazine-demo-4-review-swarm?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)
[](https://www.openagentskill.com/skills/decodingai-magazine-demo-4-review-swarm?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)
[](https://www.openagentskill.com/skills/decodingai-magazine-demo-4-review-swarm/audit)
[](https://www.openagentskill.com/skills/decodingai-magazine-demo-4-review-swarm?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)decodingai-magazine
@decodingai-magazine
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 Starsstandard package or runtime install path
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
standard package or runtime install path
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
standard package or runtime install path
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
standard package or runtime install path
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