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#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.

93 records
Tagged “evaluation”Ranked by health index
PyPI
84Excellenthealth index
BrainLesion/panoptica
panoptica -- instance-wise evaluation of 3D semantic and instance segmentation maps
Python · Jupyter Notebook★ 34↓ 855/moSep 14, 2026
Apache-2.0Sep 14, 2026 · metrics 2.10.0
npm · crates.io · PyPI
84Excellenthealth index
PSU3D0/formualizer
Embeddable spreadsheet engine - parse, evaluate & mutate Excel workbooks from Rust, Python, or the browser. Arrow-powered, 400+ functions.
Rust★ 177↓ 10.9K/moSep 5, 2026
Apache-2.0Sep 5, 2026 · metrics 2.10.0
PyPI
83Excellenthealth index
Toloka/tolokaforge
Universal LLM benchmarking harness for tool use, browser, mobile, coding, and long-horizon evals
Python★ 17↓ 7,406/moSep 25, 2026
Custom licenseSep 25, 2026 · metrics 2.10.0
PyPI
83Excellenthealth index
VectorInstitute/cyclops
A toolkit for evaluating and monitoring AI models in clinical settings
Python★ 96↓ 664/moOct 19, 2026
Custom licenseOct 19, 2026 · metrics 2.10.0
PyPI · crates.io
83Excellenthealth index
derekallman/hotcoco
Perception evaluation toolkit in Rust with Python bindings. A pycocotools drop-in for COCO, LVIS, and Open Images detection metrics, up to 36× faster, plus TIDE error analysis, confusion matrices, calibration, model comparison, and a dataset browser.
Rust · Python★ 16↓ 27.4K/moOct 7, 2026
MITOct 7, 2026 · metrics 2.10.0
PyPI
81Excellenthealth index
SuperagenticAI/superqode
The harness interoperability layer for coding agent. Agent to Agent connect over ACP, A2A and UHP
Python★ 44↓ 6,161/moSep 11, 2026
Apache-2.0Sep 11, 2026 · metrics 2.10.0
PyPI · npm
81Excellenthealth index
awslabs/llm-evaluation-system
Agentic AI-guided evaluation system for comparing LLMs with multi-judge jury scoring
Python · TypeScript★ 23Sep 19, 2026
Apache-2.0Sep 19, 2026 · metrics 2.10.0
npm
80Excellenthealth index
mattapperson/noetic
No repository description published.
TypeScript · MDX★ 17↓ 3,928/moSep 18, 2026
Apache-2.0Sep 18, 2026 · metrics 2.10.0
npm
78Goodhealth index
Kromatic-Innovation/panelist
Synthetic user panels for any artifact, run across multiple model providers to correct for self-preference bias — models the exact point a persona quits, dismisses, or refuses to click, not a warmth score.
JavaScript★ 0↓ 498/moOct 20, 2026
Apache-2.0Oct 20, 2026 · metrics 2.10.0
npm · PyPI · Go
78Goodhealth index
memoturn/memoturn
Open-source AI engineering platform — LLM observability, evals, metrics, prompt management, playground, and datasets. OpenTelemetry-native, self-hostable. Because "it worked when I tried it" is not an eval.
TypeScript★ 1↓ 646/moOct 3, 2026
Apache-2.0Oct 3, 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
PyPI
77Goodhealth index
digline/digline
Regression testing for LLM applications — with the baseline in your repository, not on someone's server.
Python★ 5Sep 18, 2026
Apache-2.0Sep 18, 2026 · metrics 2.10.0
NuGet
77Goodhealth index
elbruno/ElBruno.MarkItDotNet
.NET library that converts file formats to Markdown for AI pipelines
C#★ 56Oct 19, 2026
MITOct 19, 2026 · metrics 2.10.0
npm · PyPI
77Goodhealth index
hue-run/hue-sdk
Hue TypeScript and Python SDKs for OpenTelemetry tracing and local evaluations
TypeScript · Python★ 1↓ 5,372/moSep 23, 2026
MITSep 23, 2026 · metrics 2.10.0
PyPI
75Goodhealth index
OpenAdaptAI/openadapt-evals
Windows Agent Arena and GUI-agent evaluation for OpenAdapt. Live support surface. Install the product with pip install openadapt; this repo is the eval harness, including WAA.
Python★ 4↓ 3,043/moSep 14, 2026
MITSep 14, 2026 · metrics 2.10.0
npm
75Goodhealth index
crewhaus/factory
Open-source compiler for AI agents. Write one crewhaus.yaml; compile it to a CLI, a Slack bot, and an eval harness from the same spec. Apache-2.0.
TypeScript★ 3↓ 13.6K/moSep 13, 2026
Apache-2.0Sep 13, 2026 · metrics 2.10.0
PyPI
75Goodhealth index
huggingface/evaluate
🤗 Evaluate: A library for easily evaluating machine learning models and datasets.
Python★ 2,480↓ 3.7M/moSep 10, 2026
Apache-2.0Sep 10, 2026 · metrics 2.10.0
npm
75Goodhealth index
o-stepper/graphorin
Project Graphorin is a TypeScript framework for personal AI assistants and long-living agents with rich memory, durable workflow, and observability out of the box.
TypeScript★ 3↓ 2,359/moSep 15, 2026
MITSep 15, 2026 · metrics 2.10.0
npm
73Goodhealth index
JudgmentLabs/judgeval-js
The open source post-building layer for agents.
TypeScript★ 5↓ 110.3K/moSep 15, 2026
No licenseSep 15, 2026 · metrics 2.10.0
npm
73Goodhealth index
axl-sdk/axl
TypeScript SDK for orchestrating Agentic Systems — concurrency, structured output, cost control, and consensus as first-class primitives.
TypeScript★ 2↓ 5,510/moSep 14, 2026
Apache-2.0Sep 14, 2026 · metrics 2.10.0
npm
73Goodhealth index
baabakk/llm-ports
TypeScript LLM Abstraction Layer for Multi-Provider AI Systems. Multi-provider routing, fallback chains, USD cost gating, capability factories, tool-use security.
TypeScript★ 2↓ 10.6K/moSep 15, 2026
MITSep 15, 2026 · metrics 2.10.0
PyPI
73Goodhealth index
ianarawjo/ChainForge
An open-source visual programming environment for battle-testing prompts to LLMs.
TypeScript · Python★ 3,032↓ 2,565/moOct 1, 2026
MITOct 1, 2026 · metrics 2.10.0
PyPI
73Goodhealth index
mjpost/sacrebleu
Reference BLEU implementation that auto-downloads test sets and reports a version string to facilitate cross-lab comparisons
Python★ 1,259↓ 4.3M/moAug 27, 2026
Apache-2.0Aug 27, 2026 · metrics 2.10.0
PyPI
71Goodhealth index
AgentX-ai/AgentX-Python
AgentX python SDK. Build multi-agent AI workforce. Run evaluation. Trace your agent. Full Observability.
Python★ 68↓ 6,342/moSep 16, 2026
Apache-2.0Sep 16, 2026 · metrics 2.10.0
npm
71Goodhealth index
agenticklabs/agentick
The component framework for AI.
TypeScript★ 7↓ 9,011/moSep 18, 2026
MITSep 18, 2026 · metrics 2.10.0
PyPI
69Goodhealth index
bullpeng72/Agent-Evaluator
LLM agent evaluation framework with 7 Harness Gates (A–G) and 58 metrics. Supports LangChain, CrewAI, AutoGen, DSPy, PydanticAI. Native LLM-as-Judge, OTEL tracing, FastAPI dashboard.
Python · Jinja★ 1↓ 1,305/moOct 18, 2026
MITOct 18, 2026 · metrics 2.10.0
PyPI
69Goodhealth index
danthedeckie/simpleeval
Simple Safe Sandboxed Extensible Expression Evaluator for Python
Python★ 611↓ 11.1M/moSep 12, 2026
Custom licenseSep 12, 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
PyPI
67Goodhealth index
datalab-to/omni_extract_bench
A consistent, fair, benchmark for structured extraction.
Python★ 34↓ 10.1K/moOct 16, 2026
Apache-2.0Oct 16, 2026 · metrics 2.10.0
PyPI · crates.io · npm +1
67Goodhealth index
nickderobertis/onejudge
A simulated interaction and evaluation loop over oneharness: drive a harness through a multi-turn conversation and score the transcript.
Rust★ 1↓ 11.1K/moOct 20, 2026
MITOct 20, 2026 · metrics 2.10.0