LangGraph / Deep Agents
company · langchain.com
- Boards
- 7
- Facts
- 14
- Sources
- 1
- Mean confidence
- 100%
Published head-to-head · verified data
LangGraph / Deep Agents vs Pydantic AI
A current comparison across 7 published leaderboards and 14 source-linked metrics.
Pydantic AI
company · pydantic.dev
- Boards
- 7
- Facts
- 14
- Sources
- 1
- Mean confidence
- 100%
Shared + unique leaderboards
Rank head-to-head
7 published boards across the pair
| Leaderboard | LangGraph / Deep Agents | Pydantic AI | Same-board read | As of |
|---|---|---|---|---|
| AI Agent Framework Rank | #137.5 score | #712.5 score | LangGraph / Deep Agents leads | Sep 14, 2026 |
| Agent Frameworks Brands in Anthropic Model API Answers | #125 score | #412.5 score | LangGraph / Deep Agents leads | Sep 14, 2026 |
| Agent Frameworks Citation Share | #136.36 score | #56.06 score | LangGraph / Deep Agents leads | Sep 14, 2026 |
| Agent Frameworks Engine Breadth | #13 score | #43 score | LangGraph / Deep Agents leads | Sep 14, 2026 |
| Agent Frameworks Brands in Gemini Model API Answers | #150 score | #712.5 score | LangGraph / Deep Agents leads | Sep 14, 2026 |
| Agent Frameworks Brands in OpenAI Model API Answers | #137.5 score | #712.5 score | LangGraph / Deep Agents leads | Sep 14, 2026 |
| Agent Frameworks Brand Visibility | #136.11 score | #78.33 score | LangGraph / Deep Agents leads | Sep 14, 2026 |
Latest verified by metric
Fact + evidence matrix
14 source-linked metrics
| Metric | LangGraph / Deep Agents | Pydantic AI | Evidence date |
|---|---|---|---|
| public_prompt_benchmarkAnthropic citation share | 0 percent100% · Rank.ai Agent Frameworks Prompt Benchmark ↗ | 33.33 percent100% · Rank.ai Agent Frameworks Prompt Benchmark ↗ | Sep 14, 2026 |
| public_prompt_benchmarkAnthropic mention coverage | 16.67 percent100% · Rank.ai Agent Frameworks Prompt Benchmark ↗ | 8.33 percent100% · Rank.ai Agent Frameworks Prompt Benchmark ↗ | Sep 14, 2026 |
| public_prompt_benchmarkAnthropic recommendation-prompt presence | 25 percent100% · Rank.ai Agent Frameworks Prompt Benchmark ↗ | 12.5 percent100% · Rank.ai Agent Frameworks Prompt Benchmark ↗ | Sep 14, 2026 |
| public_prompt_benchmarkCitation share | 36.36 percent100% · Rank.ai Agent Frameworks Prompt Benchmark ↗ | 6.06 percent100% · Rank.ai Agent Frameworks Prompt Benchmark ↗ | Sep 14, 2026 |
| public_prompt_benchmarkEngine breadth | 3 engines100% · Rank.ai Agent Frameworks Prompt Benchmark ↗ | 3 engines100% · Rank.ai Agent Frameworks Prompt Benchmark ↗ | Sep 14, 2026 |
| public_prompt_benchmarkGemini citation share | 41.67 percent100% · Rank.ai Agent Frameworks Prompt Benchmark ↗ | 0 percent100% · Rank.ai Agent Frameworks Prompt Benchmark ↗ | Sep 14, 2026 |
| public_prompt_benchmarkGemini mention coverage | 50 percent100% · Rank.ai Agent Frameworks Prompt Benchmark ↗ | 8.33 percent100% · Rank.ai Agent Frameworks Prompt Benchmark ↗ | Sep 14, 2026 |
| public_prompt_benchmarkGemini recommendation-prompt presence | 50 percent100% · Rank.ai Agent Frameworks Prompt Benchmark ↗ | 12.5 percent100% · Rank.ai Agent Frameworks Prompt Benchmark ↗ | Sep 14, 2026 |
| public_prompt_benchmarkMention coverage | 36.11 percent100% · Rank.ai Agent Frameworks Prompt Benchmark ↗ | 8.33 percent100% · Rank.ai Agent Frameworks Prompt Benchmark ↗ | Sep 14, 2026 |
| public_prompt_benchmarkOpenAI citation share | 38.89 percent100% · Rank.ai Agent Frameworks Prompt Benchmark ↗ | 5.56 percent100% · Rank.ai Agent Frameworks Prompt Benchmark ↗ | Sep 14, 2026 |
| public_prompt_benchmarkOpenAI mention coverage | 41.67 percent100% · Rank.ai Agent Frameworks Prompt Benchmark ↗ | 8.33 percent100% · Rank.ai Agent Frameworks Prompt Benchmark ↗ | Sep 14, 2026 |
| public_prompt_benchmarkOpenAI recommendation-prompt presence | 37.5 percent100% · Rank.ai Agent Frameworks Prompt Benchmark ↗ | 12.5 percent100% · Rank.ai Agent Frameworks Prompt Benchmark ↗ | Sep 14, 2026 |
| public_prompt_benchmarkRecommendation-prompt presence | 37.5 percent100% · Rank.ai Agent Frameworks Prompt Benchmark ↗ | 12.5 percent100% · Rank.ai Agent Frameworks Prompt Benchmark ↗ | Sep 14, 2026 |
| public_prompt_benchmarkReviewed-brand presence share | 25.49 percent100% · Rank.ai Agent Frameworks Prompt Benchmark ↗ | 5.88 percent100% · Rank.ai Agent Frameworks Prompt Benchmark ↗ | Sep 14, 2026 |