Alternatives hub · graph-backed
simple-evals alternatives
In short
Top alternatives to simple-evals are agent-learning-kit and athina-evals, ranked by typed graph edges - evaluation-observability.
Not a popularity vote. Each alternative is a typed graph neighbor of simple-evals in Evaluation & Observability - ranked by edge type and constraint overlap, with live GitHub stats shown for context.
simple-evals trust report - maintenance, provenance, and scan signals for simple-evals.
GraphCanon updated 2w · GitHub pushed 4mo
simple-evals alternatives (markdown)
Evaluation Framework for all your AI related Workflows
Python SDK for evaluating LLM generated responses
A lightweight evaluation tool for question-answering using Langchain
auto-evaluator
Automated evaluation of LLMs and RAG systems
A curated library of resources for building and evaluating AI agents
A framework for evaluating autoregressive code generation language models.
Score any document. Prove every claim.
Framework for Evaluating Security in LLM Plugin Ecosystems
Run evaluation on LLMs using human-eval benchmark.
Evaluating LLMs with CommonGen-Lite
LLM Evaluation Framework.
A Comprehensive Benchmark for Software Development
Regression testing for AI agents
Rigorous evaluation of LLM-synthesized code
Framework for evaluating LLMs and LLM systems with an open-source registry of benchmarks.
Shared schema and crowdsourced eval database
An open-source ML and LLM observability framework.
Multilingual benchmark for evaluating LLMs in full-stack coding
Production-grade AI evaluation, prompt management & observability SDK
Open-Source Evaluation & Testing library for LLM Agents
Source Evaluation scripts for Humanity's Last Code Exam
Quantitative evaluation for instruction-tuned language models
Python package for language model jailbreak evaluation
When NOT to use simple-evals
Constraint-first guidance from category fit and live maintenance signals - not marketing copy.
- For evaluating models released or significantly updated after July 2025, as this tool does not include future benchmarks
- When you need a tool that will adapt and expand its benchmark set with emerging model releases and evaluation tasks beyond 2025
Related alternatives hubs
High-intent OSS-vs-OSS alternatives pages elsewhere in the graph (including vector-DB picks for Pinecone-style queries).
Head-to-head comparisons
Common questions
- What are the best alternatives to simple-evals?
- Graph-backed alternatives to simple-evals include agent-learning-kit, athina-evals, auto-evaluator, auto-evaluator, autoarena. GraphCanon ranks them by typed relationship edges and constraint overlap from decision_facts - not marketing votes or raw star sort.
- How does GraphCanon rank simple-evals alternatives?
- Direct alternative and successor edges from the knowledge graph come first, ordered by edge type and shared constraint facets (persona, runtime, hosting). Category neighbours fill the list only after curated edges. Stars are shown for context, not as the primary sort.
- When should I avoid simple-evals?
- For evaluating models released or significantly updated after July 2025, as this tool does not include future benchmarks When you need a tool that will adapt and expand its benchmark set with emerging model releases and evaluation tasks beyond 2025
- Is simple-evals open source?
- Yes. simple-evals is an open-source project on GitHub under the MIT license, with 4,595 stars.
- What is simple-evals used for?
- This repository hosts reference implementations for benchmarking language models including HealthBench, BrowseComp, and SimpleQA. It provides tools to evaluate model performance across various tasks but will not receive updates for new models or benchmark results beyond July 2025.
- What category is simple-evals in?
- simple-evals is categorized under Evaluation & Observability in the GraphCanon knowledge graph.
- How do simple-evals alternatives compare head-to-head?
- Each alternative has a neutral compare page against simple-evals, for example agent-learning-kit vs simple-evals, athina-evals vs simple-evals, auto-evaluator vs simple-evals. Stats come from live GitHub metadata.
- Is there a machine-readable alternatives list?
- Yes. The markdown twin at simple-evals alternatives lists direct alternatives and same-category tools with internal links to each tool markdown page.
- Where are other high-intent alternatives hubs?
- Related P0 OSS-vs-OSS hubs: LangChain alternatives, LlamaIndex alternatives, Qdrant alternatives, FinRobot alternatives, free-llm-api-resources alternatives, caveman alternatives, rtk alternatives, unsloth alternatives, ollama alternatives. Vector-database intent (including Pinecone-style queries) is covered at Qdrant alternatives.
- Where can I see maintenance and security signals for simple-evals?
- GraphCanon publishes a sourced trust report for simple-evals at simple-evals trust report - maintenance posture, fork provenance, and dependency/MCP scan status with methodology tags. Not a safety grade.