Agent skill

Climate Ds

by Hongjian01 in Hongjian01/ClimWorkflow

ClimWorkflow climate-data workflow: map a natural-language climate goal to Plan-Agent / Data-Agent / Coding-Agent roles, then call the 7-tool DAG (optional read-only validate after report).

Custom licenceAuto-check passedResearch & Science

Install Climate Ds

skills CLI
$ npx skills add Hongjian01/ClimWorkflow --skill climate-ds -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install Hongjian01/ClimWorkflow climate-ds --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/Hongjian01/ClimWorkflow.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.openharness/skills/climate-ds .claude/skills/climate-ds && rm -rf skills-src

Use ~/.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/

Facts

Skill name
climate-ds
GitHub stars
102
Token cost
~1.2k tokens
SKILL.md length
349 words
Files
1
Skills in repo
1
Repo updated
First seen
Licence
Custom licence

At a glance

ClimWorkflow climate-data workflow: map a natural-language climate goal to Plan-Agent / Data-Agent / Coding-Agent roles, then call the 7-tool DAG (optional read-only validate after report).

  • Works in 5 steps: climate_init_workflow.objective… → plan titles 写成「获取 2025-01-01 北京 2m… → climate_plan_steps… → …
  • Sample/local CSV
  • SKILL.md covers 论文角色如何落到本系统, 自然语言到四类动作, 七工具顺序 and 文档检索(可选第九工具), plus 7 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Climate Ds is an agent skill from Hongjian01/ClimWorkflow. ClimWorkflow climate-data workflow: map a natural-language climate goal to Plan-Agent / Data-Agent / Coding-Agent roles, then call the 7-tool DAG (optional read-only validate after report). Use for ERA5/CDS, sample/local CSV, disk Context recovery, and climate reports. Load this skill first.

Its SKILL.md is about 1.2k 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 Research & Science, covering Physical and earth sciences and Multi-agent orchestration. It works with Python. The repository describes itself as: 可恢复气候数据智能体:自然语言 → 获取 / 检查 / 绘图 / 报告.

When your agent uses it

  • Sample/local CSV
  • Disk Context recovery
  • Climate reports

Example prompts

  • “/climate-ds”

Workflow steps

5 steps, taken from the first numbered list in SKILL.md.

  1. climate_init_workflow.objective 写完整原句(含日期、区域、变量)。
  2. plan titles 写成「获取 2025-01-01 北京 2m 气温」「检查该数据集」「绘制 2m 气温直方图」「撰写含图表的报告」,而不是「获取数据」。
  3. climate_plan_steps 成功后必须用中文列出四步与拟定数据来源(CDS / sample / local),结束本轮,等待用户下一句。未确认不得 acquire。
  4. 用户确认或改口后,再次调用 climate_plan_steps:confirmed=true;改口须提交完整新 steps(整表替换,不 insert 单步)。确认后再下载。
  5. CDS 时 cds_request.variables 用目录内 CDS 长名(如 2m_temperature),不要发明变量,

What it can do on your machine

Read from SKILL.md and the folder at commit a3477fa. It shows what the files ask for, not the result of running them.

  • Tool permissions

    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.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md (its code samples are json).

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Climate Ds loads about 1.2k tokens when it runs. Until then it costs about 76 tokens; SKILL.md has 349 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~76
When it runs · the whole SKILL.md, loaded when a task matches
~1.2k

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.

Safety

Auto-check passed

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.

SKILL.md

Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 349 words (~1,217 tokens).

“本 Skill 只提供 Agent 指导,不承载业务实现。工具执行、状态机与产物写入由 Climate 工具完成。提示词合同与 openharness.climate.prompts 对齐。”

— opening of SKILL.md by Hongjian01, Custom licence
name
climate-ds

Read the full SKILL.md on GitHub

Files

Just SKILL.md in .openharness/skills/climate-ds of Hongjian01/ClimWorkflow.

Open the folder on GitHubat commit a3477fa

Compare with similar skills

Climate Ds 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.

Climate Ds compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Climate Ds this skillHongjian01/ClimWorkflow102—~1.2kAutomated safety check: PassCustom licence
AstropyzLanqing/codex-claude-academic-skills4.7k13 repos~2.9kAutomated safety check: PassBSD-3-Clause
Cantera Ignition DelayK-Dense-AI/scientific-agent-skills48k1 repos~2.2kAutomated safety check: PassMIT
DP-GEN Simplify Workflowjinzhezenggroup/computational-chemistry-agent-skills148—~2.7kAutomated safety check: PassLGPL-3.0-or-later
Chemgraphargonne-lcf/ChemGraph162—~743Automated safety check: PassApache-2.0
FluidSim CFD Simulationsdavila7/claude-code-templates33k9 repos~2.3kAutomated safety check: PassMIT

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Works with

Questions about Climate Ds

What does Climate Ds do?

ClimWorkflow climate-data workflow: map a natural-language climate goal to Plan-Agent / Data-Agent / Coding-Agent roles, then call the 7-tool DAG (optional read-only validate after report). Climate Ds is an agent skill from Hongjian01/ClimWorkflow. ClimWorkflow climate-data workflow: map a natural-language climate goal to Plan-Agent / Data-Agent / Coding-Agent roles, then call the 7-tool DAG (optional read-only validate after report).

When should I use Climate Ds?

Climate Ds fits situations like: sample/local CSV; disk Context recovery; climate reports.

How do I install Climate Ds in Claude Code?

Run `npx skills add Hongjian01/ClimWorkflow --skill climate-ds -a claude-code`. Or copy the skill folder (.openharness/skills/climate-ds in Hongjian01/ClimWorkflow) into .claude/skills/climate-ds in your project. Claude Code loads it when a task matches its description.

How do I install Climate Ds in Codex?

Run `npx skills add Hongjian01/ClimWorkflow --skill climate-ds -a codex`. Or copy the skill folder (.openharness/skills/climate-ds in Hongjian01/ClimWorkflow) into .agents/skills/climate-ds in your project. Codex loads it when a task matches its description.

Can I use Climate Ds in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add Hongjian01/ClimWorkflow --skill climate-ds -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/climate-ds, .gemini/skills/climate-ds, .github/skills/climate-ds and .opencode/skills/climate-ds in your project.

What does Climate Ds need to run?

SKILL.md names no scripts, command-line tools or credentials: Climate Ds is instructions for the agent only.

Does Climate Ds access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Climate Ds safe to install?

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.

What licence does Climate Ds use?

Climate Ds has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.

How many tokens does Climate Ds use?

About 1.2k tokens (SKILL.md is roughly 4.9k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Climate Ds?

Skills that share tags, products or a category with Climate Ds: Astropy (zLanqing/codex-claude-academic-skills, 4.7k stars), Cantera Ignition Delay (K-Dense-AI/scientific-agent-skills, 48k stars), DP-GEN Simplify Workflow (jinzhezenggroup/computational-chemistry-agent-skills, 148 stars) and Chemgraph (argonne-lcf/ChemGraph, 162 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Climate Ds?

Hongjian01 (a GitHub user) maintains it in Hongjian01/ClimWorkflow, which has 102 GitHub stars. The repository was last updated on September 18, 2026.

Source: Hongjian01/ClimWorkflow on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.