Comparison
LangGraph / Deep Agents vs Pydantic AI
Where LangGraph / Deep Agents and Pydantic AI rank on 7 published boards, and the latest sourced figure for each of 14 metrics.
LangGraph / Deep Agents
company · langchain.com
- Boards
- 7
- Figures
- 14
- Sources
- 1
- Mean confidence
- 100%
Pydantic AI
company · pydantic.dev
- Boards
- 7
- Figures
- 14
- Sources
- 1
- Mean confidence
- 100%
Ranks
Where each ranks
7 published boards across the pair. The higher rank on a shared board is amber.
| Board | LangGraph / Deep Agents | Pydantic AI | Ranks higher | As of |
|---|---|---|---|---|
| AI agent framework rank | #1score 37.5 | #7score 12.5 | LangGraph / Deep Agents | Sep 14, 2026 |
| Agent frameworks in Anthropic model API answers | #1score 25 | #4score 12.5 | LangGraph / Deep Agents | Sep 14, 2026 |
| AI agent framework citation share | #1score 36.36 | #5score 6.06 | LangGraph / Deep Agents | Sep 14, 2026 |
| AI agent framework engine breadth | #1score 3 | #4score 3 | LangGraph / Deep Agents | Sep 14, 2026 |
| Agent frameworks in Gemini model API answers | #1score 50 | #7score 12.5 | LangGraph / Deep Agents | Sep 14, 2026 |
| Agent frameworks in OpenAI model API answers | #1score 37.5 | #7score 12.5 | LangGraph / Deep Agents | Sep 14, 2026 |
| AI agent framework presence | #1score 36.11 | #7score 8.33 | LangGraph / Deep Agents | Sep 14, 2026 |
Figures
The latest figure for each
14 sourced metrics, each with its confidence and source.
| Metric | LangGraph / Deep Agents | Pydantic AI | As of |
|---|---|---|---|
| Public prompt benchmarkAnthropic citation share | 0%100% confidence · Rank.ai Agent Frameworks Prompt Benchmark | 33.3%100% confidence · Rank.ai Agent Frameworks Prompt Benchmark | Sep 14, 2026 |
| Public prompt benchmarkAnthropic mention coverage | 16.7%100% confidence · Rank.ai Agent Frameworks Prompt Benchmark | 8.3%100% confidence · Rank.ai Agent Frameworks Prompt Benchmark | Sep 14, 2026 |
| Public prompt benchmarkAnthropic recommendation-prompt presence | 25%100% confidence · Rank.ai Agent Frameworks Prompt Benchmark | 12.5%100% confidence · Rank.ai Agent Frameworks Prompt Benchmark | Sep 14, 2026 |
| Public prompt benchmarkCitation share | 36.4%100% confidence · Rank.ai Agent Frameworks Prompt Benchmark | 6.1%100% confidence · Rank.ai Agent Frameworks Prompt Benchmark | Sep 14, 2026 |
| Public prompt benchmarkEngine breadth | 3 engines100% confidence · Rank.ai Agent Frameworks Prompt Benchmark | 3 engines100% confidence · Rank.ai Agent Frameworks Prompt Benchmark | Sep 14, 2026 |
| Public prompt benchmarkGemini citation share | 41.7%100% confidence · Rank.ai Agent Frameworks Prompt Benchmark | 0%100% confidence · Rank.ai Agent Frameworks Prompt Benchmark | Sep 14, 2026 |
| Public prompt benchmarkGemini mention coverage | 50%100% confidence · Rank.ai Agent Frameworks Prompt Benchmark | 8.3%100% confidence · Rank.ai Agent Frameworks Prompt Benchmark | Sep 14, 2026 |
| Public prompt benchmarkGemini recommendation-prompt presence | 50%100% confidence · Rank.ai Agent Frameworks Prompt Benchmark | 12.5%100% confidence · Rank.ai Agent Frameworks Prompt Benchmark | Sep 14, 2026 |
| Public prompt benchmarkMention coverage | 36.1%100% confidence · Rank.ai Agent Frameworks Prompt Benchmark | 8.3%100% confidence · Rank.ai Agent Frameworks Prompt Benchmark | Sep 14, 2026 |
| Public prompt benchmarkOpenAI citation share | 38.9%100% confidence · Rank.ai Agent Frameworks Prompt Benchmark | 5.6%100% confidence · Rank.ai Agent Frameworks Prompt Benchmark | Sep 14, 2026 |
| Public prompt benchmarkOpenAI mention coverage | 41.7%100% confidence · Rank.ai Agent Frameworks Prompt Benchmark | 8.3%100% confidence · Rank.ai Agent Frameworks Prompt Benchmark | Sep 14, 2026 |
| Public prompt benchmarkOpenAI recommendation-prompt presence | 37.5%100% confidence · Rank.ai Agent Frameworks Prompt Benchmark | 12.5%100% confidence · Rank.ai Agent Frameworks Prompt Benchmark | Sep 14, 2026 |
| Public prompt benchmarkRecommendation-prompt presence | 37.5%100% confidence · Rank.ai Agent Frameworks Prompt Benchmark | 12.5%100% confidence · Rank.ai Agent Frameworks Prompt Benchmark | Sep 14, 2026 |
| Public prompt benchmarkReviewed-brand presence share | 25.5%100% confidence · Rank.ai Agent Frameworks Prompt Benchmark | 5.9%100% confidence · Rank.ai Agent Frameworks Prompt Benchmark | Sep 14, 2026 |
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