Excel and CSV Data Analysis
bytedance/deer-flow
Analyzes uploaded Excel and CSV files with SQL through DuckDB, producing schema inspections, statistical summaries and exports to CSV, JSON or Markdown.
Keep structured information in the shared database that every OpenBot agent reads and writes.
Custom licenceAuto-check: warnings
Install Openbot Data
The automated check flagged lines worth reading first. See the safety section below.
$ npx skills add nightly-labs/openbot --skill openbot-data -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install nightly-labs/openbot openbot-data --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/nightly-labs/openbot.git skills-src && mkdir -p .claude/skills && cp -r skills-src/resources/managed-skills/openbot-data .claude/skills/openbot-data && 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 "openbot-data" agent skill from https://github.com/nightly-labs/openbot/tree/main/resources/managed-skills/openbot-data into .claude/skills/openbot-data/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "openbot-data", 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/nightly-labs/openbot/tree/main/resources/managed-skills/openbot-dataType 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 nightly-labs/openbot --skill openbot-data -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install nightly-labs/openbot openbot-data --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/nightly-labs/openbot.git skills-src && mkdir -p .agents/skills && cp -r skills-src/resources/managed-skills/openbot-data .agents/skills/openbot-data && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "openbot-data" agent skill from https://github.com/nightly-labs/openbot/tree/main/resources/managed-skills/openbot-data into .agents/skills/openbot-data/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "openbot-data", 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 nightly-labs/openbot --skill openbot-data -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install nightly-labs/openbot openbot-data --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/nightly-labs/openbot.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/resources/managed-skills/openbot-data .cursor/skills/openbot-data && 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 "openbot-data" agent skill from https://github.com/nightly-labs/openbot/tree/main/resources/managed-skills/openbot-data into .cursor/skills/openbot-data/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "openbot-data", 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/nightly-labs/openbot.git --path resources/managed-skills/openbot-data--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 nightly-labs/openbot --skill openbot-data -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install nightly-labs/openbot openbot-data --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/nightly-labs/openbot.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/resources/managed-skills/openbot-data .gemini/skills/openbot-data && 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 "openbot-data" agent skill from https://github.com/nightly-labs/openbot/tree/main/resources/managed-skills/openbot-data into .gemini/skills/openbot-data/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "openbot-data", 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 nightly-labs/openbot openbot-dataInstalls 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 nightly-labs/openbot --skill openbot-data -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/nightly-labs/openbot.git skills-src && mkdir -p .github/skills && cp -r skills-src/resources/managed-skills/openbot-data .github/skills/openbot-data && 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 "openbot-data" agent skill from https://github.com/nightly-labs/openbot/tree/main/resources/managed-skills/openbot-data into .github/skills/openbot-data/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "openbot-data", 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 nightly-labs/openbot --skill openbot-data -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install nightly-labs/openbot openbot-data --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/nightly-labs/openbot.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/resources/managed-skills/openbot-data .opencode/skills/openbot-data && 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 "openbot-data" agent skill from https://github.com/nightly-labs/openbot/tree/main/resources/managed-skills/openbot-data into .opencode/skills/openbot-data/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "openbot-data", 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.
Facts
- Skill name
openbot-data- GitHub stars
- 473
- Token cost
- ~873 tokens
- SKILL.md length
- 562 words
- Files
- 1
- Skills in repo
- 14
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Keep structured information in the shared database that every OpenBot agent reads and writes.
- Works in 4 steps: openbot.list_tables first. It gives each… → Add to a table that already holds this… → openbot.execute_data to create a table… → …
- You must look up
- SKILL.md covers Order of work, Talking to the user, Writing SQL and Safety
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Openbot Data is an agent skill from nightly-labs/openbot. Keep structured information in the shared database that every OpenBot agent reads and writes. Use when you must look up, update, or count records such as people, tasks, messages, or results across turns.
Its SKILL.md is about 870 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It works with SQL. The repository describes itself as: A local-first desktop workspace for persistent AI teammates. Run Codex, Claude, and Grok with dedicated workspaces, task queues, file sharing, browser control, and agent-to-agent…
When your agent uses it
- You must look up
- Count records such as people
- Results across turns
Example prompts
- “/openbot-data”
Workflow steps
4 steps, taken from the first numbered list in SKILL.md.
- openbot.list_tables first. It gives each table, its CREATE statement, its row count, and the agent that created it.
- Add to a table that already holds this kind of record. Make a new one only when nothing fits.
- openbot.execute_data to create a table and to write rows. A table you create is yours.
- openbot.query_data to read rows.
What it can do on your machine
Read from SKILL.md and the folder at commit 4231c65. 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.
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
Openbot Data loads about 873 tokens when it runs. Until then it costs about 54 tokens; SKILL.md has 562 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.
Safety
Auto-check: warnings
The automated check found patterns that need a careful read before installing.
- WarningTells the agent its actions are pre-authorized / not to stop for confirmationSKILL.md:25
that you are about to make a table, and do not ask permission to use one. The user asked for the result.
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 562 words (~873 tokens).
“Keep anything you will later look up, update, or count in a table, not in a JSON or CSV file. A file forces you to read and rewrite the whole thing to change one row, and it loses data when…”
- name
- openbot-data
Files
Just SKILL.md in resources/managed-skills/openbot-data of nightly-labs/openbot.
Open the folder on GitHubat commit 4231c65
Compare with similar skills
Openbot Data 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 |
|---|---|---|---|---|---|---|
| Openbot Data this skillnightly-labs/openbot | 473 | — | ~873 | Automated safety check: Warn | Custom licence | |
| Excel and CSV Data Analysisbytedance/deer-flow | 84k | 4 repos | ~2.2k | Automated safety check: Pass | MIT | |
| Clickhouse Logs Queriessupabase/supabase | 111k | — | ~2.4k | Automated safety check: Pass | Apache-2.0 | |
| Review PRapache/shardingsphere | 21k | — | ~6.4k | Automated safety check: Pass | Apache-2.0 | |
| Django Filter Benchmarksaleor/saleor | 23k | — | ~2.3k | Automated safety check: Pass | BSD-3-Clause | |
| Citus Check Style Reindentcitusdata/citus | 13k | — | ~1.5k | Automated safety check: Notes | AGPL-3.0 |
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Questions about Openbot Data
What does Openbot Data do?
Keep structured information in the shared database that every OpenBot agent reads and writes. Openbot Data is an agent skill from nightly-labs/openbot. Keep structured information in the shared database that every OpenBot agent reads and writes.
When should I use Openbot Data?
Openbot Data fits situations like: you must look up; count records such as people; results across turns.
How do I install Openbot Data in Claude Code?
Run `npx skills add nightly-labs/openbot --skill openbot-data -a claude-code`. Or copy the skill folder (resources/managed-skills/openbot-data in nightly-labs/openbot) into .claude/skills/openbot-data in your project. Claude Code loads it when a task matches its description.
How do I install Openbot Data in Codex?
Run `npx skills add nightly-labs/openbot --skill openbot-data -a codex`. Or copy the skill folder (resources/managed-skills/openbot-data in nightly-labs/openbot) into .agents/skills/openbot-data in your project. Codex loads it when a task matches its description.
Can I use Openbot Data 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 nightly-labs/openbot --skill openbot-data -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/openbot-data, .gemini/skills/openbot-data, .github/skills/openbot-data and .opencode/skills/openbot-data in your project.
What does Openbot Data need to run?
SKILL.md names no scripts, command-line tools or credentials: Openbot Data is instructions for the agent only.
Does Openbot Data 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 Openbot Data safe to install?
Our automated static check of SKILL.md flagged 1 warning(s): tells the agent its actions are pre-authorized / not to stop for confirmation. Read the flagged lines before installing; the check is not a guarantee either way.
What licence does Openbot Data use?
Openbot Data 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 Openbot Data use?
About 873 tokens (SKILL.md is roughly 3.5k 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 Openbot Data?
Skills that share tags, products or a category with Openbot Data: Excel and CSV Data Analysis (bytedance/deer-flow, 84k stars), Clickhouse Logs Queries (supabase/supabase, 111k stars), Review PR (apache/shardingsphere, 21k stars) and Django Filter Benchmark (saleor/saleor, 23k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Openbot Data?
nightly-labs (a GitHub organization) maintains it in nightly-labs/openbot, which has 473 GitHub stars. The repository holds 14 skills in this directory. The repository was last updated on October 9, 2026.
Source: nightly-labs/openbot on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.