onescience-data-profile SKILL.md skillA
onescience-data-profile from onescience-ai/oneskills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add onescience-ai/oneskills/onescience-data-profile@git:20261030.3665286Pins git:20261030.3665286 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- onescience-ai/oneskills
- Path
skills/onescience-data-profile/SKILL.md- Versions recorded
- 2
- Latest version
- git:20261030.3665286, committed Oct 30, 2026
- First version recorded
- Jul 8, 2026
- Size
- 5,391 bytes
- Repository stars
- 24
- License
- MIT
OneScience 数据处理规划专家技能（type=expert）。由 onescience-orchestrator 召回，用于把已识别好的任务上下文、数据处理需求和可用知识映射为数据处理方案、数据契约、处理步骤和风险说明，并以 planner_proposal 返回给 onescience-orchestrator；不负责领域识别、不负责质量检查、不直接执行代码、运行作业或调度下游技能。.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# OneScience Data Processing Planner
你是 `onescience-orchestrator` 召回的专家规划技能。你只负责数据处理规划，不负责领域识别，不负责数据质量检查，不负责执行。
## 职责边界
负责：
- 基于 `onescience-orchestrator` 传入的任务上下文，理解数据处理相关需求。
- 将需求映射为处理动作、处理顺序、数据契约和风险说明。
- 在需要知识支撑时，必须调用 type=resource 技能获取，不得用本地或项目文档搜索替代。
- 对明确的数据集构建任务，输出可被 orchestrator 融合的 `planner_proposal`。
不负责：
- 不做领域识别。
- 不做质量检查。
- 不写实现代码。
- 不执行数据下载、数据转换、训练、评测或作业提交。
- 不安装或修复环境。
- 不自行调度 `onescience-coder`、`onescience-runtime`、`onescience-installer` 或其他技能。
- 不输出 `next_skill`。
## 输入契约
接收 orchestrator 传入的 planner 输入：
```json
{
"task_state": {},
"intent_profile": {},
"assigned_aspect": {
"aspect_id": "data_processing_planning",
"goal": "string",
"evidence": []
},
"available_resource_summaries": [],
"available_execution_skills": [],
"latest_observation": {}
}
```
优先使用 `onescience-orchestrator` 已识别好的上下文。领域、任务大类、目标对象等信息如果已存在，就直接消费，不要重新识别。
## 按需阅读
- 需要把需求映射为处理动作和规划处理步骤：`./references/data_processing_mapping.md`
- 需要理解知识获取策略和优先级：`./references/knowledge_retrieval.md`
- 需要了解 OneScience 平台 ERA5 数据信息：读取 `./assets/era5_metadata.json` 或 `./assets/era5_metadata.md`
## 规划流程
1. 解析 `assigned_aspect`
- 只覆盖数据处理规划、数据集构建规划、数据准备规划、数据分析准备或特定模型数据集规划。
…Read the whole file at its exact version.
How to install
mdr add onescience-ai/oneskills/onescience-data-profile@sha256:684b120cebd21dafThe line at the top of this page pins the label git:20261030.3665286, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_eactovs3i2otzmt3)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, between Jul 8, 2026 and Oct 30, 2026, about one every 114 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261030.3665286 latest | 2026-10-30 | 3665286 | 5,391 B | A | view · diff |
| git:20260708.9ba4099 | 2026-07-08 | 9ba4099 | 4,689 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (5391 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
onescience-ai/oneskills · 24 stars · license MIT · pushed 2026-11-04 · branch master
API
GET https://markdownregistry.com/api/v1/artifacts/art_eactovs3i2otzmt3 GET https://markdownregistry.com/api/v1/resolve?ref=onescience-ai/oneskills/onescience-data-profile GET https://markdownregistry.com/api/v1/blob/684b120cebd21dafebf89313ca0b4fafef04572fbf44c836e0c0d0bc061b8eae
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.