--- title: "athina-evals vs parea-sdk-py" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/athina-ai-athina-evals-vs-parea-ai-parea-sdk-py" tools: ["athina-ai-athina-evals", "parea-ai-parea-sdk-py"] --- # athina-evals vs parea-sdk-py *GraphCanon updated Sep 20, 2026* ## Verdict Pick athina-evals if athina-evals is a Python SDK developed for facilitating the evaluation of outputs from large language models through predefined metrics and frameworks; pick parea-sdk-py if parea SDK Py is a Python library specializing in LLM app development tasks such as experimentation, testing, evaluation, and monitoring. [athina-evals](https://docs.athina.ai) reports 301 GitHub stars, 22 forks, and 4 open issues, last pushed Jun 6, 2025. [parea-sdk-py](https://docs.parea.ai/sdk/python) has 82 stars, 13 forks, and 59 open issues, last pushed Feb 13, 2025. Figures are from public GitHub metadata via [athina-evals's repository](https://github.com/athina-ai/athina-evals) and [parea-sdk-py's repository](https://github.com/parea-ai/parea-sdk-py). | | [athina-evals](/tools/athina-ai-athina-evals.md) | [parea-sdk-py](/tools/parea-ai-parea-sdk-py.md) | | --- | --- | --- | | Tagline | Python SDK for evaluating LLM generated responses | Python SDK for experimenting, testing, evaluating and monitoring LLM-powered applications. | | Stars | 301 | 82 | | Forks | 22 | 13 | | Open issues | 4 | 59 | | Language | Python | Python | | Adopt for | athina-evals is a Python SDK developed for facilitating the evaluation of outputs from large language models through predefined metrics and frameworks. | Parea SDK Py is a Python library specializing in LLM app development tasks such as experimentation, testing, evaluation, and monitoring. | | Persona | - | - | | Runtime | - | - | | License | - | Apache-2.0 | | Categories | Evaluation & Observability | Evaluation & Observability, Model Training | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [athina-evals](/tools/athina-ai-athina-evals.md) | [parea-sdk-py](/tools/parea-ai-parea-sdk-py.md) | | --- | --- | --- | | Days since push | 470d | 572d | | Open issues (now) | 4 | 59 | | Full report | [trust report](/tools/athina-ai-athina-evals/trust.md) | [trust report](/tools/parea-ai-parea-sdk-py/trust.md) | ## Decision facts: athina-evals - **Adopt for:** athina-evals is a Python SDK developed for facilitating the evaluation of outputs from large language models through predefined metrics and frameworks. ## Decision facts: parea-sdk-py - **Adopt for:** Parea SDK Py is a Python library specializing in LLM app development tasks such as experimentation, testing, evaluation, and monitoring. ## Choose when ### Choose athina-evals if… - Tags unique to athina-evals: evaluation, evaluation-framework, evaluation-metrics, llm-evaluation-toolkit. - When comprehensive evaluation of LLM responses is required, leveraging athina's specific tools and metrics - More GitHub stars (301 vs 82) - visibility, not fit. ### Choose parea-sdk-py if… - Tags unique to parea-sdk-py: prompt-engineering. - Also covers Model Training. - For teams prioritizing metrics-driven benchmarking of prompt-engineered applications ## When NOT to use athina-evals - If open-source alternatives with transparent customization options are preferred over athina-evals' approach - In scenarios where API access requirements limit the ability to perform evaluations offline or in private environments ## When NOT to use parea-sdk-py - If requiring a tool focused solely on model training without evaluation and monitoring features - Teams that prefer frameworks exclusively tailored to non-LLM AI application development might find Parea SDK Py less suitable as it focuses heavily on LLM applications ## Common questions ### What is the difference between athina-evals and parea-sdk-py? athina-evals: Python SDK for evaluating LLM generated responses. parea-sdk-py: Python SDK for experimenting, testing, evaluating and monitoring LLM-powered applications.. See the comparison table for live GitHub stats and shared categories. ### When should I choose athina-evals over parea-sdk-py? Choose athina-evals over parea-sdk-py when Tags unique to athina-evals: evaluation, evaluation-framework, evaluation-metrics, llm-evaluation-toolkit; When comprehensive evaluation of LLM responses is required, leveraging athina's specific tools and metrics; More GitHub stars (301 vs 82) - visibility, not fit. ### When should I choose parea-sdk-py over athina-evals? Choose parea-sdk-py over athina-evals when Tags unique to parea-sdk-py: prompt-engineering; Also covers Model Training; For teams prioritizing metrics-driven benchmarking of prompt-engineered applications. ### When should I avoid athina-evals? If open-source alternatives with transparent customization options are preferred over athina-evals' approach In scenarios where API access requirements limit the ability to perform evaluations offline or in private environments ### When should I avoid parea-sdk-py? If requiring a tool focused solely on model training without evaluation and monitoring features Teams that prefer frameworks exclusively tailored to non-LLM AI application development might find Parea SDK Py less suitable as it focuses heavily on LLM applications ### Is athina-evals or parea-sdk-py more popular on GitHub? athina-evals has more GitHub stars (301 vs 82). Stars measure visibility, not whether either tool fits your constraints. ### Are athina-evals and parea-sdk-py open source? Yes - both are open-source projects on GitHub. ### Where can I find alternatives to athina-evals or parea-sdk-py? GraphCanon lists graph-backed alternatives at [athina-evals alternatives](/tools/athina-ai-athina-evals/alternatives) and [parea-sdk-py alternatives](/tools/parea-ai-parea-sdk-py/alternatives) ([athina-evals markdown twin](/tools/athina-ai-athina-evals/alternatives.md), [parea-sdk-py markdown twin](/tools/parea-ai-parea-sdk-py/alternatives.md)), ranked by typed relationship edges rather than popularity votes. ### Is there a machine-readable version of this comparison? Yes. The markdown twin at [this comparison](/compare/athina-ai-athina-evals-vs-parea-ai-parea-sdk-py.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, athina-evals or parea-sdk-py? athina-evals: Dormant. parea-sdk-py: Dormant. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance. ### Where are the full trust reports for athina-evals and parea-sdk-py? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [athina-evals trust report](/tools/athina-ai-athina-evals/trust); [parea-sdk-py trust report](/tools/parea-ai-parea-sdk-py/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=athina-ai-athina-evals`](/api/graphcanon/graph?tool=athina-ai-athina-evals) - LLM index: [/llms.txt](/llms.txt) - Full corpus: [/llms-full.txt](/llms-full.txt) _GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_