For data-quality frameworks, Great Expectations is the most direct fit: its GX Core open source framework tests, validates, and documents data quality across pipelines 1. Soda-style alternatives are not in the candidate set, so the remaining options cover adjacent needs such as code-quality analysis and quality audits 92.
- 1
- 2
Docker Pydeequdocker.comverified and signed
Its listed actions include data-quality and dataunittest entries, but the page does not describe a data-quality framework, so this is a weak fit 414.
official:SDK · pydeequ
for agents: data-quality · dataquality · dataunittest
- 3
SonarQube Cloudsonarsource.comverified and signed
A managed SaaS code analysis service that reviews source code for bugs, security issues and code smells before merge, a code-quality rather than data-quality tool 9.
+19 community tools built for it
for agents: SonarSource/sonarqube-quality-gate-action · sonarqube · SonarSource/sonarqube-scan-action
- 4
Sources
- 1GX Core: Open Source Data Quality Platform | Great Expectations • Great Expectationsgreatexpectations.io · read 2026-10-29
- 2GitHub · Change is constant. GitHub keeps you ahead. · GitHub · GitHubgithub.com · read 2026-10-29
- 4Docker | Secure Sandboxes for AI Agentsdocker.com · read 2026-10-29
- 5Robot Frameworkrobotframework.org · read 2026-10-29
- 9Homepage | SonarQube Cloud | Sonar Documentationdocs.sonarsource.com · read 2026-10-29
- 14pydeequ: declares "data-quality" (the record we read and signed)unfragile.ai · read 2026-10-24
- 15robotframework: declares "testing" (the record we read and signed)unfragile.ai · read 2026-10-24
For agents: the 10 actions behind this answer
dataquality · great-expectations verified and signed
quality-playbook · quality-playbook verified and signed
Run a complete quality engineering audit on any codebase. Derives behavioral requirements from the code, generates spec-traced functional tests, runs a three-pass code review with regression tests, executes a multi-model spec audit (Council of Three), and produces a consolidated bug report with TDD-
firecrawl-qa · firecrawl-qa verified and signed
QA test a live website with Firecrawl browser and scrape evidence. Use when the user wants exploratory QA, form testing, navigation/link checks, responsive checks, performance observations, bug reports, or a pre-launch quality review.
data-quality · pydeequ verified and signed
testing · robotframework verified and signed
mastra · mastra verified and signed
Comprehensive Mastra framework guide for building agents, workflows, tools, memory, workspaces, and storage with current APIs. Use for documentation lookup, API verification, TypeScript setup, common errors, migrations, and `mastra api` CLI tasks: inspect or call resources on local, Mastra platform,
inspection_reference · scrapy-mcp-official found in code, not yet checked
Reference for inspecting a live crawl: how it's wired and what's safe to read.
· SGLang website read, tools not yet checked
SGLang powers fast, scalable inference for large language and multimodal models. Open-source serving framework with state-of-the-art performance.
SonarSource/sonarqube-quality-gate-action · SonarQube Quality Gate Check verified and signed
Check if a project / analysis passed the Quality Gate check
laravel-best-practices · laravel-best-practices verified and signed
Apply this skill whenever writing, reviewing, or refactoring Laravel PHP code. This includes creating or modifying controllers, models, migrations, form requests, policies, jobs, scheduled commands, service classes, and Eloquent queries. Triggers for N+1 and query performance issues, caching strateg
Labels are the instruments' verdict and are never changed by ranking. Agents and robots get this same answer as JSON at /api/v1/find?q=…&answer=1 and through the MCP server.