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analytics

Improve LLMs with deepeval

Get reliable evaluation metrics for your language models with deepeval, used by founders, backed by 17k+ GitHub stars
16,747 stars1,638 forksPythonQuality 9/10Updated 7/10/2026100% free ยท open source
What it does

Deepeval provides reliable evaluation metrics for language models, allowing founders to assess their model's performance accurately.

Install / run
pip install deepeval
When to use it
  • โ€ขWhen you need to compare the performance of different language models
  • โ€ขWhen you want to evaluate your language model's performance on a specific task or dataset
  • โ€ขWhen you need to identify areas for improvement in your language model
Quick start
  1. 1 Clone the deepeval repository using `git clone https://github.com/confident-ai/deepeval.git`
  2. 2Navigate to the deepeval directory using `cd deepeval`
  3. 3Install the required dependencies using `pip install -r requirements.txt`
  4. 4 Run the example evaluation script using `python examples/eval_example.py`
  5. 5Configure your evaluation task by modifying the `tasks.json` file
Ready-to-paste prompt
python -m deepeval.examples.eval_example --model-name bert-base-uncased --task-name sentiment-analysis --dataset-name imdb
Heads up: Deepeval requires the `transformers` library, which can be installed using `pip install transformers`, and also requires a GPU with at least 8 GB of VRAM for large-scale evaluations
Saves to your device

Topics

evaluation-framework
evaluation-metrics
llm-evaluation
llm-evaluation-framework
llm-evaluation-metrics
python
What's inside โ€” free to inspect
No purchase needed

Read the entire source before you build โ€” unlike paid marketplaces that hide it behind a buy button.

14
top-level files
14
folders
120.4M
repo size
Apache-2.0
license
Key files
.pre-commit-config.yaml
MAINTAINERS.md
README.md
test_agentcore_agent.py
test_pydantic_agent.py
File tree
.claude-plugin/
.cursor-plugin/
.github/
.scripts/
.vscode/
assets/
deepeval/
demo_trace_scope/
docs/
examples/
scripts/
skills/
tests/
typescript/
.env.example
.gitignore
.pre-commit-config.yaml
CITATION.cff
CONTRIBUTING.md
LICENSE.md
MAINTAINERS.md
MANIFEST.in
manual_after_evals_iterator.py
poetry.lock
Quick Actions
Details
Creator
confident-ai
Language
Python
Category
analytics
Published
8/10/2023

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