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.
Edit an output-port ODCS file under models/outputports/v<N/, run the contract test against the live data, and classify any failures as breaking or non-breaking changes — with suggested fixes.
$ npx skills add hashgraph-online/awesome-codex-plugins --skill datacontract-edit -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install hashgraph-online/awesome-codex-plugins datacontract-edit --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/hashgraph-online/awesome-codex-plugins.git skills-src && mkdir -p .claude/skills && cp -r skills-src/plugins/entropy-data/dataproduct-builder-dbt/skills/datacontract-edit .claude/skills/datacontract-edit && 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 "datacontract-edit" agent skill from https://github.com/hashgraph-online/awesome-codex-plugins/tree/main/plugins/entropy-data/dataproduct-builder-dbt/skills/datacontract-edit into .claude/skills/datacontract-edit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "datacontract-edit", 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/hashgraph-online/awesome-codex-plugins/tree/main/plugins/entropy-data/dataproduct-builder-dbt/skills/datacontract-editType 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 hashgraph-online/awesome-codex-plugins --skill datacontract-edit -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install hashgraph-online/awesome-codex-plugins datacontract-edit --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/hashgraph-online/awesome-codex-plugins.git skills-src && mkdir -p .agents/skills && cp -r skills-src/plugins/entropy-data/dataproduct-builder-dbt/skills/datacontract-edit .agents/skills/datacontract-edit && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "datacontract-edit" agent skill from https://github.com/hashgraph-online/awesome-codex-plugins/tree/main/plugins/entropy-data/dataproduct-builder-dbt/skills/datacontract-edit into .agents/skills/datacontract-edit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "datacontract-edit", 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 hashgraph-online/awesome-codex-plugins --skill datacontract-edit -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install hashgraph-online/awesome-codex-plugins datacontract-edit --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/hashgraph-online/awesome-codex-plugins.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/plugins/entropy-data/dataproduct-builder-dbt/skills/datacontract-edit .cursor/skills/datacontract-edit && 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 "datacontract-edit" agent skill from https://github.com/hashgraph-online/awesome-codex-plugins/tree/main/plugins/entropy-data/dataproduct-builder-dbt/skills/datacontract-edit into .cursor/skills/datacontract-edit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "datacontract-edit", 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/hashgraph-online/awesome-codex-plugins.git --path plugins/entropy-data/dataproduct-builder-dbt/skills/datacontract-edit--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 hashgraph-online/awesome-codex-plugins --skill datacontract-edit -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install hashgraph-online/awesome-codex-plugins datacontract-edit --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/hashgraph-online/awesome-codex-plugins.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/plugins/entropy-data/dataproduct-builder-dbt/skills/datacontract-edit .gemini/skills/datacontract-edit && 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 "datacontract-edit" agent skill from https://github.com/hashgraph-online/awesome-codex-plugins/tree/main/plugins/entropy-data/dataproduct-builder-dbt/skills/datacontract-edit into .gemini/skills/datacontract-edit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "datacontract-edit", 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 hashgraph-online/awesome-codex-plugins datacontract-editInstalls 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 hashgraph-online/awesome-codex-plugins --skill datacontract-edit -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/hashgraph-online/awesome-codex-plugins.git skills-src && mkdir -p .github/skills && cp -r skills-src/plugins/entropy-data/dataproduct-builder-dbt/skills/datacontract-edit .github/skills/datacontract-edit && 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 "datacontract-edit" agent skill from https://github.com/hashgraph-online/awesome-codex-plugins/tree/main/plugins/entropy-data/dataproduct-builder-dbt/skills/datacontract-edit into .github/skills/datacontract-edit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "datacontract-edit", 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 hashgraph-online/awesome-codex-plugins --skill datacontract-edit -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install hashgraph-online/awesome-codex-plugins datacontract-edit --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/hashgraph-online/awesome-codex-plugins.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/plugins/entropy-data/dataproduct-builder-dbt/skills/datacontract-edit .opencode/skills/datacontract-edit && 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 "datacontract-edit" agent skill from https://github.com/hashgraph-online/awesome-codex-plugins/tree/main/plugins/entropy-data/dataproduct-builder-dbt/skills/datacontract-edit into .opencode/skills/datacontract-edit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "datacontract-edit", 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.
datacontract-editEdit an output-port ODCS file under models/outputports/v<N/, run the contract test against the live data, and classify any failures as breaking or non-breaking changes — with suggested fixes.
Datacontract Edit is an agent skill from hashgraph-online/awesome-codex-plugins. Edit an output-port ODCS file under models/outputports/v<N/, run the contract test against the live data, and classify any failures as breaking or non-breaking changes — with suggested fixes. Only edits output-port contracts (the spec this data product commits to); input-port contracts under models/inputports/ are upstream's responsibility and refreshed by dataproduct-implement. Trigger when the user asks to "add/remove/change a column in the data contract", "update the data contract", or "test contract changes".
Its SKILL.md is about 2k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Data & Analytics, covering Data governance and Integration testing. The repository describes itself as: A curated list of awesome OpenAI Codex / ChatGPT plugins, skills, and resources. The 1 Codex Marketplace. See live plugins at: https://hol.org/plugins/best-codex-plugins. The licence is Apache-2.0.
5 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 78497e5. 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.
Shell commands in SKILL.md call:
uvFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md. Its commands use uv, which can reach the network depending on how they are called.
From URLs in SKILL.md, links to its own repository left out.
Names these keys or tokens, usually read from environment variables:
DATACONTRACT_DATABRICKS_TOKENFrom names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Datacontract Edit loads about 2k tokens when it runs. Until then it costs about 135 tokens; SKILL.md has 1,086 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 hashgraph-online/awesome-codex-plugins at commit 78497e5, republished under its Apache-2.0 licence (© hashgraph-online). 1,086 words, ~2,045 tokens.
.claude/skills/datacontract-edit/SKILL.md (or your agent's skills folder).Change an output-port models/output_ports/v<N>/*.odcs.yaml file, run the contract test, and tell the user whether the change breaks consumers.
This skill operates only on output-port contracts — the spec this data product commits to. Input-port contracts under models/input_ports/ are cached snapshots of upstream's spec and are not editable here; if you want to refresh one (because upstream changed it), run dataproduct-implement instead.
${PLUGIN_ROOT}below refers to the root of this plugin — the directory that containsskills/. On Claude Code it is set automatically as${CLAUDE_PLUGIN_ROOT}— use that. On any other agent (Codex, Copilot CLI, etc.) it is unset; resolve it as../..relative to thisSKILL.mdfile's directory (i.e. the grandparent ofskills/<this-skill>/).
Before running Step 0, print this plan to the user verbatim:
Running datacontract-edit. I'll:
- Locate the output-port contract file under
models/output_ports/v<N>/that matches your request.- Apply the edit in place and show you a unified diff.
- Run
datacontract testagainst the live server to check the change.- Classify each failure as breaking-schema, breaking-quality, additive, or unrelated.
- Report and suggest concrete fixes (no version bump, no v2 directory, no dbt model changes).
Then proceed.
models/output_ports/**/*.odcs.yaml — never models/input_ports/. If the user names an input-port contract, stop and explain it can't be edited here (refresh via dataproduct-implement instead).models/output_ports/.models block as BEFORE.Edit the ODCS YAML in place using the user's instruction. Keep the change minimal — do not reformat unrelated fields.
Common edits and the right shape:
| User says | What to change |
|---|---|
| "add column X" | Append a field under the relevant model with at least type; set required: false by default unless the user says it's required |
| "remove column X" | Delete the field; this is breaking — flag in Step 4 |
| "rename X to Y" | Rename the field; this is breaking — flag |
| "make X required" | Add required: true; breaking if existing rows can be null |
| "change X type from int to string" | Update type; breaking unless the new type is a strict superset (e.g. int → bigint) |
| "add a unique/not_null/enum check" | Add to the field's quality rules; breaking iff existing data violates the new rule — only Step 2 can tell |
After editing, remember the new models block as AFTER and show the user a unified diff before continuing.
Run the test with the datacontract CLI against the local contract file:
datacontract test models/output_ports/v<N>/<file>.odcs.yaml --server <server> --logsproduction). Default to all only if the user explicitly asks.--logs so failure detail is in the output you read; otherwise the CLI only prints a summary.--output ./test-results/junit.xml --output-format junit.TEST_RESULT. Non-zero exit means at least one rule failed; the log section names the failing field/rule.Pre-reqs the CLI needs (verify before running, fail fast with a clear message if missing):
uv run --quiet datacontract --version succeeds from the project root. If it fails, run uv sync and retry. Invoke as uv run datacontract test … for every CLI invocation in this skill.DATACONTRACT_SNOWFLAKE_USERNAME / ..._PASSWORD, or DATACONTRACT_DATABRICKS_TOKEN). Tell the user which env vars are missing — do not try to source them yourself.Do not use the platform's server-side contract-test endpoint from this skill. The local datacontract CLI runs against the edited file and gives line-level failure detail; testing the published version on the server would test the previous contract, which defeats the point of testing the edit.
Group every failure into one of these buckets:
| Bucket | Examples | Severity |
|---|---|---|
| Breaking — schema | column removed, type narrowed, column renamed | High — bump major version, deprecate old port |
| Breaking — quality | new not_null/unique/enum rule violated by existing data | High — clean data first, then re-test |
| Non-breaking — additive | new optional column, widened type, loosened rule | Low — minor version bump |
| Test failure unrelated to the edit | flaky source, infra error, unchanged rule failing | Investigate separately |
For each failure, name the exact field/rule and which bucket it falls into. Don't lump them together.
End with this two-part recap. The Status column uses the shared enum (created, updated, already present, deferred, skipped), and below it a classification table covers any test failures.
Part 1 — outcome table.
| Artifact | Status | Details |
|---|---|---|
| Contract file | updated | models/output_ports/v<N>/<file>.odcs.yaml — show the unified diff inline |
| Contract test | … | pass, fail (<N> failures), or not run (missing creds) — name the server |
| Breaking — schema | … | count of failures in this bucket, or "—" |
| Breaking — quality | … | count of failures in this bucket, or "—" |
| Non-breaking — additive | … | count of changes in this bucket, or "—" |
| Test failures unrelated to the edit | … | count, or "—" |
| Recommended version bump | … | patch / minor / major based on the edit |
For the four "bucket" rows, leave Status = — and put the failure count + a one-line bucket description in Details.
Part 2 — next steps. Per failure, give a concrete fix suggestion:
models/output_ports/v2/), keep v1 alive, add a deprecation note in <id>.odps.yaml.version minor, no consumer impact.Do not auto-bump the contract version, do not create v2/ directories, and do not modify dbt models. Surface the recommendation; let the user decide.
dataproduct-implement after this skill.entropy-data datacontracts get <id> -o yaml redirected to the file).© hashgraph-online, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in plugins/entropy-data/dataproduct-builder-dbt/skills/datacontract-edit of hashgraph-online/awesome-codex-plugins.
Open the folder on GitHubat commit 78497e5
Datacontract Edit 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 |
|---|---|---|---|---|---|---|
| Datacontract Edit this skillhashgraph-online/awesome-codex-plugins | 1.2k | — | ~2k | Automated safety check: Pass | Apache-2.0 | |
| Data Quality Frameworkswshobson/agents | 40k | 11 repos | ~1.1k | Automated safety check: Pass | MIT | |
| Polar Testingchmonitor/chmonitor | 299 | — | ~2.8k | Automated safety check: Warn | GPL-3.0 | |
| Veomni New ModelByteDance-Seed/VeOmni | 2.2k | — | ~2k | Automated safety check: Pass | Apache-2.0 | |
| Jeecg Systemjeecgboot/skills | 239 | — | ~3.2k | Automated safety check: Pass | Apache-2.0 | |
| Openalgo Chart Indicatormarketcalls/openalgo-charts | 140 | — | ~3.4k | Automated safety check: Notes | 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.
chmonitor/chmonitor
Guide for testing Polar payment integrations using the sandbox environment.
ByteDance-Seed/VeOmni
A skill your agent uses when adding support for a new model to VeOmni.
jeecgboot/skills
JeecgBoot 系统主数据查询与管理。Use when user asks to query/create/manage system master data, or says "查询角色", "查询用户", "查询部门", "查询字典", "创建字典", "创建角色", "查岗位", "查职务", "查租户", "查数据源", "查定时任务", "系统主数据", "query…
marketcalls/openalgo-charts
Add a built-in openalgo-charts indicator, restyle it, build a settings UI from its descriptor, or author a custom indicator with registerIndicator or the Tier-2 external-data contract.
astronomer/agents
Trace downstream data lineage and impact analysis. An agent skill from astronomer/agents.
hashgraph-online/awesome-codex-plugins
Create original anime-style reaction stickers as looping GIFs and MP4 previews, using generated character pose sheets and timed key poses.
hashgraph-online/awesome-codex-plugins
Manage and query Calibre libraries with the calibredb CLI (local paths or Calibre Content server URLs).
hashgraph-online/awesome-codex-plugins
A skill your agent uses when adding, changing, testing, or debugging Rust HTTP APIs and services, especially when Codex needs black-box integration tests, random-port app startup, real database test…
hashgraph-online/awesome-codex-plugins
Make a studio's game look like something at build time — a cover from a real frame of the game (free), painted covers, backdrops, textures and character plates from image models through the…
hashgraph-online/awesome-codex-plugins
Balance game difficulty, resources, rewards, probability, progression, economies, and dominant strategies.
hashgraph-online/awesome-codex-plugins
Analyze nonfiction manuscripts for reader engagement signals, including heading-level word counts, slow starts, long slogs, weak takeaway titles, value pacing, beta-reader comment dropoff, and…
Categories
Edit an output-port ODCS file under models/outputports/v<N/, run the contract test against the live data, and classify any failures as breaking or non-breaking changes — with suggested fixes. Datacontract Edit is an agent skill from hashgraph-online/awesome-codex-plugins. Edit an output-port ODCS file under models/outputports/v<N/, run the contract test against the live data, and classify any failures as breaking or non-breaking changes — with suggested fixes.
Datacontract Edit fits situations like: the user asks to add/remove/change a column in the data contract; update the data contract; test contract changes.
Run `npx skills add hashgraph-online/awesome-codex-plugins --skill datacontract-edit -a claude-code`. Or copy the skill folder (plugins/entropy-data/dataproduct-builder-dbt/skills/datacontract-edit in hashgraph-online/awesome-codex-plugins) into .claude/skills/datacontract-edit in your project. Claude Code loads it when a task matches its description.
Run `npx skills add hashgraph-online/awesome-codex-plugins --skill datacontract-edit -a codex`. Or copy the skill folder (plugins/entropy-data/dataproduct-builder-dbt/skills/datacontract-edit in hashgraph-online/awesome-codex-plugins) into .agents/skills/datacontract-edit 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 hashgraph-online/awesome-codex-plugins --skill datacontract-edit -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/datacontract-edit, .gemini/skills/datacontract-edit, .github/skills/datacontract-edit and .opencode/skills/datacontract-edit in your project.
Going by SKILL.md and its folder, Datacontract Edit needs the command-line tools its instructions call (uv) and credentials named DATACONTRACT_DATABRICKS_TOKEN. Our summary lists: A credential in DATACONTRACT_DATABRICKS_TOKEN.
SKILL.md contains no URLs. Its commands use uv, which can reach the network depending on how they are called. 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.
Datacontract Edit is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 2k tokens (SKILL.md is roughly 8.2k 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 Datacontract Edit: Data Quality Frameworks (wshobson/agents, 40k stars), Polar Testing (chmonitor/chmonitor, 299 stars), Veomni New Model (ByteDance-Seed/VeOmni, 2.2k stars) and Jeecg System (jeecgboot/skills, 239 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
hashgraph-online (a GitHub organization) maintains it in hashgraph-online/awesome-codex-plugins, which has 1,242 GitHub stars. The repository holds 686 skills in this directory. The repository was last updated on October 8, 2026.
Source: hashgraph-online/awesome-codex-plugins on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.