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#llm-evaluation

Every repository in the public record carrying this tag — from its GitHub topics or the keywords its package registries publish. Health is measured under the same versioned methodology as the rest of the record.

38 records
Tagged “llm-evaluation”Ranked by health index
PyPI · npm
100Exceptionalhealth index
Arize-ai/phoenix
AI Observability & Evaluation
Python · TypeScript★ 11.2KAug 28, 2026
Custom licenseAug 28, 2026 · metrics 2.10.0
PyPI · npm
99Exceptionalhealth index
mlflow/mlflow
The open source AI engineering platform for agents, LLMs, and ML models. MLflow enables teams of all sizes to debug, evaluate, monitor, and optimize production-quality AI applications while controlling costs and managing access to models and data.
Python · TypeScript★ 28K↓ 28.6M/moSep 16, 2026
Apache-2.0Sep 16, 2026 · metrics 2.10.0
npm · PyPI
98Exceptionalhealth index
comet-ml/opik
Debug, evaluate, and monitor your LLM applications, RAG systems, and agentic workflows with comprehensive tracing, automated evaluations, and production-ready dashboards.
Python · TypeScript★ 22.1K↓ 175.4K/moSep 16, 2026
Apache-2.0Sep 16, 2026 · metrics 2.10.0
PyPI
97Exceptionalhealth index
Giskard-AI/giskard-oss
🐢 Open-Source Evaluation & Testing library for LLM Agents
Python★ 5,775Aug 28, 2026
Apache-2.0Aug 28, 2026 · metrics 2.10.0
npm
97Exceptionalhealth index
promptfoo/promptfoo
Test your prompts, agents, and RAGs. Red teaming/pentesting/vulnerability scanning for AI. Compare performance of GPT, Claude, Gemini, DeepSeek, and more. Simple declarative configs with command line and CI/CD integration. Used by OpenAI and Anthropic.
TypeScript★ 25.2K↓ 2.6M/moSep 16, 2026
MITSep 16, 2026 · metrics 2.10.0
PyPI · npm
96Exceptionalhealth index
NVIDIA/garak
the LLM vulnerability scanner
Python · HTML★ 9,609↓ 39.2K/moOct 19, 2026
Apache-2.0Oct 19, 2026 · metrics 2.10.0
npm · crates.io
96Exceptionalhealth index
langfuse/langfuse
🪢 Open source agent evals & observability: Trace, evaluate, and improve LLM applications with one open platform.
TypeScript★ 34.7K↓ 7.2M/moSep 16, 2026
Custom licenseSep 16, 2026 · metrics 2.10.0
PyPI
95Exceptionalhealth index
Q00/ouroboros
Agent OS: the agent gets smarter on its own. We just hold the line: Interview-gated, staged evaluation, budgeted evolution loop. MCP server, 14 runtimes: Claude Code, Codex CLI, Gemini CLI, OpenCode, Copilot, Kiro and more.
Python★ 6,008Sep 18, 2026
MITSep 18, 2026 · metrics 2.10.0
PyPI · npm
94Exceptionalhealth index
NuGuardAI/nuguard
AI red-teaming tool and LLM security framework to evaluate agentic AI applications. Tests prompt injections, handles vulnerability assessment, SBOM generation, and static analysis.
Python★ 44↓ 2,415/moSep 10, 2026
Custom licenseSep 10, 2026 · metrics 2.10.0
PyPI · npm
94Exceptionalhealth index
confident-ai/deepeval
The LLM Evaluation Framework
Python · TypeScript★ 18.3K↓ 6.3M/moSep 16, 2026
Apache-2.0Sep 16, 2026 · metrics 2.10.0
Go
94Exceptionalhealth index
praetorian-inc/julius
Simple LLM service identification - translate IP:Port to Ollama, vLLM, LiteLLM, or 60+ other AI services in seconds
Go★ 236Sep 17, 2026
Apache-2.0Sep 17, 2026 · metrics 2.10.0
PyPI
94Exceptionalhealth index
truera/trulens
Evaluation and Tracking for LLM Experiments and AI Agents
Python★ 3,561Sep 17, 2026
MITSep 17, 2026 · metrics 2.10.0
PyPI · npm
93Exceptionalhealth index
overmind-core/overmind
The platform for continuously improving AI agents.
Python · TypeScript★ 669Oct 19, 2026
AGPL-3.0Oct 19, 2026 · metrics 2.10.0
PyPI · npm
92Excellenthealth index
UiPath/coder_eval
Playwright for coding agents. Test that your skills, MCP servers, and CLIs actually work when an agent uses them — sandboxed YAML suites, A/B experiments, CI gates.
Python · TypeScript★ 152↓ 7,982/moOct 19, 2026
Apache-2.0Oct 19, 2026 · metrics 2.10.0
PyPI
92Excellenthealth index
cvs-health/uqlm
[JMLR 2026] "UQLM: A Python Package for Uncertainty Quantification in Large Language Models"
Python★ 1,200↓ 1,591/moSep 19, 2026
Apache-2.0Sep 19, 2026 · metrics 2.10.0
PyPI
91Excellenthealth index
JudgmentLabs/judgeval
The Continuous-Improvement Stack for Agents. Our environment data and evals power agent improvement and monitoring.
Python★ 1,063↓ 233.1K/moSep 17, 2026
Apache-2.0Sep 17, 2026 · metrics 2.10.0
npm
91Excellenthealth index
microsoft/prompty
Prompty makes it easy to create, manage, debug, and evaluate LLM prompts for your AI applications. Prompty is an asset class and format for LLM prompts designed to enhance observability, understandability, and portability for developers.
Rust · C# · Java★ 1,267Sep 17, 2026
MITSep 17, 2026 · metrics 2.10.0
PyPI · npm
90Excellenthealth index
Marker-Inc-Korea/AutoRAG
AutoRAG: Now your agent can find anything in your computer. It gets smarter if you are using it frequently.
TypeScript · Python★ 5,073↓ 2,320/moSep 15, 2026
Custom licenseSep 15, 2026 · metrics 2.10.0
Go · Maven · npm
84Excellenthealth index
hugalafutro/model-hotel
Multi-Provider AI Gateway - No personal logs by design. Model autodiscovery, Failover groups, High availability, Android companion app, and more - "Because we have LiteLLM at home"
Go · TypeScript★ 52Sep 10, 2026
MITSep 10, 2026 · metrics 2.10.0
Hex · npm
83Excellenthealth index
ccarvalho-eng/aludel
Phoenix-native LLM evaluation, prompt testing, model comparison, red teaming, and observability for Elixir
Elixir · JavaScript · HTML★ 36↓ 1,387/moSep 9, 2026
Apache-2.0Sep 9, 2026 · metrics 2.10.0
PyPI · npm
80Excellenthealth index
alizahidraja/isnad
Grade every agent, scraper and model in a claim's chain — provenance, trust scoring and audit evidence for LLM pipelines
Python★ 53↓ 2,089/moOct 21, 2026
Apache-2.0Oct 21, 2026 · metrics 2.10.0
PyPI
80Excellenthealth index
b7n0de/proofbundle
Offline cryptographic receipts for AI evaluation results — Ed25519 + RFC 6962 Merkle + optional SD-JWT. Integrity, not truth
Python★ 2↓ 1,203/moSep 13, 2026
MITSep 13, 2026 · metrics 2.10.0
PyPI
78Goodhealth index
Sahil170595/quantfit
Quantize an LLM and check it still refuses what it should — a GPU-aware quantization CLI that measures the safety drift of the quantization it just performed.
Python★ 1↓ 2,468/moOct 12, 2026
Apache-2.0Oct 12, 2026 · metrics 2.10.0
PyPI
78Goodhealth index
scaleapi/agentenv-framework
Creating realistic RL environments requires collaboration between researchers, engineers, and domain experts across many dimensions: artifacts, environments tools, dynamism of the environment, reproducibility, and more. There is no open source framework for building these environments effectively. Until now.
Python · TypeScript★ 27↓ 3,086/moOct 6, 2026
Apache-2.0Oct 6, 2026 · metrics 2.10.0
npm
77Goodhealth index
Precisa-Saude/medbench-brasil
Leaderboard reproduzível de LLMs em provas médicas brasileiras (Revalida, INEP) — zero-shot, 3 execuções, análise de contaminação
TypeScript★ 2↓ 2,553/moOct 18, 2026
Custom licenseOct 18, 2026 · metrics 2.10.0
npm
73Goodhealth index
huggingface/aisheets
Build, enrich, and transform datasets using AI models with no code
TypeScript★ 1,643Sep 19, 2026
Apache-2.0Sep 19, 2026 · metrics 2.10.0
PyPI
73Goodhealth index
phierceweb/pf-core
Python foundation for LLM apps whose prompts and spend you can actually see — versioned prompts, every call recorded and replayable, budgets, evals, jobs.
Python★ 2↓ 1,160/moSep 5, 2026
MITSep 5, 2026 · metrics 2.10.0
PyPI · npm
71Goodhealth index
fastaifoundry/fastaiagent-sdk
No repository description published.
Python · TypeScript★ 1↓ 2,637/moSep 10, 2026
Apache-2.0Sep 10, 2026 · metrics 2.10.0
RubyGems
69Goodhealth index
homemade-software-inc/completion-kit
Your prompts need tests too. Run prompts against real datasets, score outputs with LLM judges, version everything, and compare runs to see what got better.
Ruby · HTML★ 3Sep 10, 2026
Custom licenseSep 10, 2026 · metrics 2.10.0
PyPI
67Goodhealth index
HarperZ9/flywheel
Flywheel runs AI tasks with a model you choose and keeps a receipt anyone can recheck offline.
Python · Dart★ 3↓ 2,756/moOct 15, 2026
Custom licenseOct 15, 2026 · metrics 2.10.0