エンドツーエンドでPRを完結させる、自律的なAIソフトウェアエンジニアです。
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GitHub Spark vs Sweepwhich AI code agent should you pick in 2026?
GitHub's natural-language micro-app builder — describe a personal app, get a deployed working version.
CodeTool useMemory
GitHub Spark vs Sweep — specs
| Spec | GitHub Spark | Sweep |
|---|---|---|
| Agent Rank | 68 / 100 (B) | 60 / 100 (B) |
| Autonomy | Autonomous | Autonomous |
| Pricing | Subscription · from $21 | Freemium · from $30 |
| Open source | No | Yes |
| Capabilities | Code, Tool use, Memory | Code, Tool use, Memory |
| Integrations | 1 apps | 1 apps |
| Verified | Verified | — |
| Released | May 2025 | Mar 2025 |
Agent Rank breakdown
GitHub Spark
Agent Rank
68/ 100
- 自律性
- 9
- 機能
- 6
- 連携
- 2
- 料金
- 8
- 完成度
- 6
- 検証性
- 10
自律性、機能、連携、料金、成熟度、編集部の検証を基に自動算出。デプロイごとに更新されます。 どのように算出されているか?
Sweep
Agent Rank
60/ 100
- 自律性
- 9
- 機能
- 6
- 連携
- 2
- 料金
- 7
- 完成度
- 6
- 検証性
- 6
自律性、機能、連携、料金、成熟度、編集部の検証を基に自動算出。デプロイごとに更新されます。 どのように算出されているか?
Pros & cons
GitHub Spark
メリット
- +Native GitHub integration — apps deploy with one click
- +Bundled with Pro+ subscription — no separate billing relationship
- +Best for "personal apps" use case (Slack tools, side-project utilities)
デメリット
- −Newer than Lovable/Bolt — fewer templates and patterns
- −Less flexible than dedicated builders for production apps
- −Limited to specific app shapes — not a general-purpose builder yet
Sweep
メリット
- +Issue-to-PR turnaround in minutes for well-described bugs
- +GitHub-native — authenticates as a GitHub App, no extension needed
- +Great on TypeScript / Python / Go codebases with reasonable test coverage
デメリット
- −Struggles when issues are vague or codebase is messy
- −No interactive mode — you describe, it ships
- −Less effective on closed languages or proprietary frameworks
Pricing
GitHub Spark
GitHub Pro+
$21/月
Individual builders
- +Spark included with Pro+
- +Generate + deploy micro-apps
- +GitHub-native hosting
Business / Enterprise
カスタム
Teams
- +Org policies
- +Custom domains
- +SSO
Sweep
Free
無料
Personal repos
- +Up to 5 issue-to-PR runs/month
- +Public repos only
おすすめ
Starter
$30/月
Small teams
- +Unlimited runs
- +Private repos
- +Configurable rules
Enterprise
カスタム
Larger orgs
- +Self-hosted option
- +SAML SSO
- +Dedicated support
Which one should you pick?
GitHub Spark
Pick GitHub Spark if cost is the main constraint or if you want a vendor we've verified for accessibility and pricing accuracy.
Try GitHub Spark →Affiliate links. We may earn a commission at no extra cost to you.
Frequently asked
Should I pick GitHub Spark or Sweep in 2026?+
Pick GitHub Spark if cost is the main constraint or if you want a vendor we've verified for accessibility and pricing accuracy. Pick Sweep if auditability or self-hosting matters. Most working teams running both can use GitHub Spark for primary work and Sweep for the workflows where its specific strengths matter.
What's the price difference between GitHub Spark and Sweep?+
GitHub Spark starts at Subscription · from $21; Sweep starts at Freemium · from $30. GitHub Spark is the cheaper entry option. For team deployments the TCO can differ — use the AI Agent Rank TCO calculator for your specific volume.
Which is more autonomous, GitHub Spark or Sweep?+
Both GitHub Spark and Sweep are Autonomous agents — neither has a meaningful autonomy advantage over the other. The decision should hinge on capabilities and pricing instead.
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Adjacent agents in the same category with overlapping capabilities — worth a side-by-side glance before you commit.
単一のプロンプトから完全なアプリケーションをビルドしてリリース — Replit クラウド上で動作します。
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See more alternatives: alternatives to GitHub Spark · alternatives to Sweep
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