Data Quality Frameworks
wshobson/agents
Sets up data quality checks with Great Expectations, dbt tests and data contracts, with checkpoints and pass-fail reports for pipelines.
Guidance for the Microsoft Purview Unified Catalog (data catalog) — business-friendly discovery, governance domains, data products, glossary terms, and data quality on top of the Data Map.
$ npx skills add Kilo-Org/kilo-marketplace --skill purview-data-catalog -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install Kilo-Org/kilo-marketplace purview-data-catalog --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/Kilo-Org/kilo-marketplace.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/purview-data-catalog .claude/skills/purview-data-catalog && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "purview-data-catalog" agent skill from https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/purview-data-catalog into .claude/skills/purview-data-catalog/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "purview-data-catalog", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/purview-data-catalogType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add Kilo-Org/kilo-marketplace --skill purview-data-catalog -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install Kilo-Org/kilo-marketplace purview-data-catalog --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Kilo-Org/kilo-marketplace.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/purview-data-catalog .agents/skills/purview-data-catalog && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "purview-data-catalog" agent skill from https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/purview-data-catalog into .agents/skills/purview-data-catalog/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "purview-data-catalog", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add Kilo-Org/kilo-marketplace --skill purview-data-catalog -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install Kilo-Org/kilo-marketplace purview-data-catalog --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Kilo-Org/kilo-marketplace.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/purview-data-catalog .cursor/skills/purview-data-catalog && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "purview-data-catalog" agent skill from https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/purview-data-catalog into .cursor/skills/purview-data-catalog/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "purview-data-catalog", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/Kilo-Org/kilo-marketplace.git --path skills/purview-data-catalog--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add Kilo-Org/kilo-marketplace --skill purview-data-catalog -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install Kilo-Org/kilo-marketplace purview-data-catalog --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Kilo-Org/kilo-marketplace.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/purview-data-catalog .gemini/skills/purview-data-catalog && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "purview-data-catalog" agent skill from https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/purview-data-catalog into .gemini/skills/purview-data-catalog/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "purview-data-catalog", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install Kilo-Org/kilo-marketplace purview-data-catalogInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add Kilo-Org/kilo-marketplace --skill purview-data-catalog -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/Kilo-Org/kilo-marketplace.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/purview-data-catalog .github/skills/purview-data-catalog && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "purview-data-catalog" agent skill from https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/purview-data-catalog into .github/skills/purview-data-catalog/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "purview-data-catalog", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add Kilo-Org/kilo-marketplace --skill purview-data-catalog -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install Kilo-Org/kilo-marketplace purview-data-catalog --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Kilo-Org/kilo-marketplace.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/purview-data-catalog .opencode/skills/purview-data-catalog && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "purview-data-catalog" agent skill from https://github.com/Kilo-Org/kilo-marketplace/tree/main/skills/purview-data-catalog into .opencode/skills/purview-data-catalog/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "purview-data-catalog", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
purview-data-catalogGuidance for the Microsoft Purview Unified Catalog (data catalog) — business-friendly discovery, governance domains, data products, glossary terms, and data quality on top of the Data Map.
Purview Data Catalog is an agent skill from Kilo-Org/kilo-marketplace. Guidance for the Microsoft Purview Unified Catalog (data catalog) — business-friendly discovery, governance domains, data products, glossary terms, and data quality on top of the Data Map. Covers governance domains, data products, and curation. WHEN: Purview data catalog, unified catalog, data products, governance domain, business glossary, data quality, data discovery for analysts, curate data assets, data stewardship.
Its SKILL.md is about 2.1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 1 other file.
It sits in Data & Analytics, covering Data governance and Data cleaning. The repository describes itself as: Kilo Marketplace - A curated collection of Skills, MCP Servers, and Modes for enhancing AI agent capabilities across the Kilo ecosystem—including Kilo Code (VS Code extension)… The licence is MIT.
8 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit ff51758. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
Links to these hosts (documentation or services it may open):
learn.microsoft.comFrom URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Purview Data Catalog loads about 2.1k tokens when it runs. Until then it costs about 111 tokens; SKILL.md has 1,049 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from Kilo-Org/kilo-marketplace at commit ff51758, republished under its MIT licence (© Kilo-Org). 1,049 words, ~2,134 tokens.
.claude/skills/purview-data-catalog/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.The Unified Catalog provides business-friendly data discovery and governance on top of the
Data Map: organising assets into governance domains and data products with glossary
terms, ownership, and data quality. This skill is the catalog/business layer; the Data
Map (purview-data-map) is the technical scanning layer underneath.
Use this skill when the user wants analysts and data consumers to find, trust, and request data - not when they want to scan sources (that is the Data Map's job).
Do not use this skill for:
purview-data-map)purview-data-classification)purview-data-lifecycle)purview-dspm-ai)| If you want to... | Object | Owned by |
|---|---|---|
| Define a business area with accountability (Finance, HR, Supply Chain) | Governance domain | Domain owner (business) |
| Bundle related assets into something an analyst can request and consume | Data product | Data product owner (business) |
| Give a business term a shared definition tied to data assets | Glossary term | Domain steward |
| Measure trustworthiness of a critical data element | Data quality rule + score | Data steward |
| Show how a column flows from source to report | Lineage (auto, from Data Map scans) | System-generated |
| Grant a consumer access to a data product | Access policy / request workflow | Data product owner |
Rule of thumb: start with 1-2 governance domains and 5-10 data products. A catalog with 200 thinly-curated products is less useful than one with 10 great ones. Curation depth beats catalog breadth, every time.
A catalog rollout dies when IT "loads everything" without business ownership. Follow the order; each step gates the next.
Set up the Purview unified catalog with governance domains and data products.Which governance domains should I start with?Build a business glossary and data quality rules.How do analysts discover and curate data assets?Establish data stewardship in the data catalog.How many data products should one steward own?© Kilo-Org, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 1 other file in skills/purview-data-catalog of Kilo-Org/kilo-marketplace.
Open the folder on GitHubat commit ff51758
We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in Kilo-Org/kilo-marketplace, which our catalogue first saw on October 7, 2026.
Purview Data Catalog next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Purview Data Catalog this skillKilo-Org/kilo-marketplace | 190 | 1 repos | ~2.1k | Automated safety check: Pass | MIT | |
| Data Quality Frameworkswshobson/agents | 40k | 11 repos | ~1.1k | Automated safety check: Pass | MIT | |
| Research Data Feasibility and Leakage ChecksLight0305/Light-skills | 641 | — | ~4.9k | Automated safety check: Pass | MIT | |
| Datalineage Summarygoogle/skills | 21k | — | ~1.7k | Automated safety check: Pass | Apache-2.0 | |
| Monte Carlo Context Detectionsickn33/agentic-awesome-skills | 47k | 1 repos | ~2.6k | Automated safety check: Warn | MIT | |
| Querying AWS Sagemaker Catalogaws/agent-toolkit-for-aws | 2.8k | — | ~2.6k | Automated safety check: Pass | Apache-2.0 |
wshobson/agents
Sets up data quality checks with Great Expectations, dbt tests and data contracts, with checkpoints and pass-fail reports for pipelines.
Light0305/Light-skills
Finds usable public datasets, judges whether the data can support a research idea, and checks train and test splits for leakage before results are trusted.
google/skills
Summarizes Google Cloud Data Lineage graphs to help users debug data quality issues and understand data provenance for BQ/GCS.
sickn33/agentic-awesome-skills
Route data-related requests to the right Monte Carlo skill or workflow.
aws/agent-toolkit-for-aws
Runs SQL analytics on SageMaker Catalog asset metadata tables exported as Apache Iceberg in S3 Tables.
cbrock84/headcount
Establishes ownership, definitions, quality, access, and lineage for the organization's data.
Kilo-Org/kilo-marketplace
Sets up and maintains AzureML-ready Python projects as uv workspaces with devcontainers, a Makefile and job YAML, so local runs match cloud jobs and experiments stay reproducible.
Kilo-Org/kilo-marketplace
Creates, inspects, edits and runs Jupyter notebooks, scaffolding experiment or tutorial notebooks from templates and preferring a Jupyter MCP server over raw JSON edits.
Kilo-Org/kilo-marketplace
Takes a plain-language dashboard request through brand setup, data exploration, planning, an interactive HTML mock and a Tableau implementation spec.
Kilo-Org/kilo-marketplace
Ingest and transform data files (CSV/JSON/Parquet/Arrow IPC) into Elasticsearch with stream processing and custom transforms.
Kilo-Org/kilo-marketplace
A skill your agent uses when arranging Apache NiFi processors, process groups, ports, comments, numbering, crossing connections, dense fan-in/fan-out, or reusable readable canvas layouts.
Kilo-Org/kilo-marketplace
Render Cisco Data Fabric ingest-time routing workflows and Splunk Cloud Platform Ingest Processor setup plans with SPL2 pipelines, source types, destinations, lifecycle handoffs, queue and…
Categories
Guidance for the Microsoft Purview Unified Catalog (data catalog) — business-friendly discovery, governance domains, data products, glossary terms, and data quality on top of the Data Map. Purview Data Catalog is an agent skill from Kilo-Org/kilo-marketplace. Guidance for the Microsoft Purview Unified Catalog (data catalog) — business-friendly discovery, governance domains, data products, glossary terms, and data quality on top of the Data Map.
Purview Data Catalog fits situations like: tasks that involve Data governance; tasks that involve Data cleaning.
Run `npx skills add Kilo-Org/kilo-marketplace --skill purview-data-catalog -a claude-code`. Or copy the skill folder (skills/purview-data-catalog in Kilo-Org/kilo-marketplace) into .claude/skills/purview-data-catalog in your project. Claude Code loads it when a task matches its description.
Run `npx skills add Kilo-Org/kilo-marketplace --skill purview-data-catalog -a codex`. Or copy the skill folder (skills/purview-data-catalog in Kilo-Org/kilo-marketplace) into .agents/skills/purview-data-catalog in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add Kilo-Org/kilo-marketplace --skill purview-data-catalog -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/purview-data-catalog, .gemini/skills/purview-data-catalog, .github/skills/purview-data-catalog and .opencode/skills/purview-data-catalog in your project.
SKILL.md names no scripts, command-line tools or credentials: Purview Data Catalog is instructions for the agent only.
SKILL.md names 1 domain. As links in the text: learn.microsoft.com. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Purview Data Catalog is published under the MIT licence (from the LICENSE file in the skill folder). It allows redistribution, so the full SKILL.md is shown on this page.
About 2.1k tokens (SKILL.md is roughly 8.5k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Purview Data Catalog: Data Quality Frameworks (wshobson/agents, 40k stars), Research Data Feasibility and Leakage Checks (Light0305/Light-skills, 641 stars), Datalineage Summary (google/skills, 21k stars) and Monte Carlo Context Detection (sickn33/agentic-awesome-skills, 47k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Kilo-Org (a GitHub organization) maintains it in Kilo-Org/kilo-marketplace, which has 190 GitHub stars. The repository holds 85 skills in this directory. The repository was last updated on September 28, 2026.
Source: Kilo-Org/kilo-marketplace on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.