Analyzing Data
astronomer/agents
Queries the data warehouse with SQL and answers business questions about data.
A skill your agent uses when working on production DataFusion SQL FDD: sqlrules registry, central /api/fdd/run, parity with pandas oracle, no pandas in central.
Install Openfdd SQL Fdd
$ npx skills add bbartling/open-fdd --skill openfdd-sql-fdd -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install bbartling/open-fdd openfdd-sql-fdd --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/bbartling/open-fdd.git skills-src && mkdir -p .claude/skills && cp -r skills-src/openfdd_agent_spec/skills/openfdd-sql-fdd .claude/skills/openfdd-sql-fdd && 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 "openfdd-sql-fdd" agent skill from https://github.com/bbartling/open-fdd/tree/master/openfdd_agent_spec/skills/openfdd-sql-fdd into .claude/skills/openfdd-sql-fdd/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "openfdd-sql-fdd", 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/bbartling/open-fdd/tree/master/openfdd_agent_spec/skills/openfdd-sql-fddType 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 bbartling/open-fdd --skill openfdd-sql-fdd -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install bbartling/open-fdd openfdd-sql-fdd --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/bbartling/open-fdd.git skills-src && mkdir -p .agents/skills && cp -r skills-src/openfdd_agent_spec/skills/openfdd-sql-fdd .agents/skills/openfdd-sql-fdd && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "openfdd-sql-fdd" agent skill from https://github.com/bbartling/open-fdd/tree/master/openfdd_agent_spec/skills/openfdd-sql-fdd into .agents/skills/openfdd-sql-fdd/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "openfdd-sql-fdd", 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 bbartling/open-fdd --skill openfdd-sql-fdd -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install bbartling/open-fdd openfdd-sql-fdd --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/bbartling/open-fdd.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/openfdd_agent_spec/skills/openfdd-sql-fdd .cursor/skills/openfdd-sql-fdd && 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 "openfdd-sql-fdd" agent skill from https://github.com/bbartling/open-fdd/tree/master/openfdd_agent_spec/skills/openfdd-sql-fdd into .cursor/skills/openfdd-sql-fdd/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "openfdd-sql-fdd", 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/bbartling/open-fdd.git --path openfdd_agent_spec/skills/openfdd-sql-fdd--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 bbartling/open-fdd --skill openfdd-sql-fdd -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install bbartling/open-fdd openfdd-sql-fdd --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/bbartling/open-fdd.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/openfdd_agent_spec/skills/openfdd-sql-fdd .gemini/skills/openfdd-sql-fdd && 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 "openfdd-sql-fdd" agent skill from https://github.com/bbartling/open-fdd/tree/master/openfdd_agent_spec/skills/openfdd-sql-fdd into .gemini/skills/openfdd-sql-fdd/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "openfdd-sql-fdd", 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 bbartling/open-fdd openfdd-sql-fddInstalls 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 bbartling/open-fdd --skill openfdd-sql-fdd -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/bbartling/open-fdd.git skills-src && mkdir -p .github/skills && cp -r skills-src/openfdd_agent_spec/skills/openfdd-sql-fdd .github/skills/openfdd-sql-fdd && 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 "openfdd-sql-fdd" agent skill from https://github.com/bbartling/open-fdd/tree/master/openfdd_agent_spec/skills/openfdd-sql-fdd into .github/skills/openfdd-sql-fdd/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "openfdd-sql-fdd", 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 bbartling/open-fdd --skill openfdd-sql-fdd -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install bbartling/open-fdd openfdd-sql-fdd --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/bbartling/open-fdd.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/openfdd_agent_spec/skills/openfdd-sql-fdd .opencode/skills/openfdd-sql-fdd && 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 "openfdd-sql-fdd" agent skill from https://github.com/bbartling/open-fdd/tree/master/openfdd_agent_spec/skills/openfdd-sql-fdd into .opencode/skills/openfdd-sql-fdd/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "openfdd-sql-fdd", 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
openfdd-sql-fdd- GitHub stars
- 172
- Token cost
- ~514 tokens
- SKILL.md length
- 162 words
- Files
- 1
- Skills in repo
- 23
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
A skill your agent uses when working on production DataFusion SQL FDD: sqlrules registry, central /api/fdd/run, parity with pandas oracle, no pandas in central.
- Works in 6 steps: Never add silent pandas fallback in… → New production rules need SQL file +… → Pandas oracle may differ — document in… → …
- Working on production DataFusion SQL FDD: sqlrules registry
- SKILL.md covers Hard rules, Skill home and Related skills
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Openfdd SQL Fdd is an agent skill from bbartling/open-fdd. Use when working on production DataFusion SQL FDD: sqlrules registry, central /api/fdd/run, parity with pandas oracle, no pandas in central. Triggers on: sqlrules, DataFusion, registry.yaml, FDD engine, SQL cookbook.
Its SKILL.md is about 510 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 SQL and DataFrames. It works with SQL and pandas. The repository describes itself as: Fault Detection Diagnostics (FDD) for HVAC datasets.
When your agent uses it
- Working on production DataFusion SQL FDD: sqlrules registry
- Central /api/fdd/run
- Parity with pandas oracle
- No pandas in central
Example prompts
- “/openfdd-sql-fdd”
Workflow steps
6 steps, taken from the first numbered list in SKILL.md.
- Never add silent pandas fallback in central.
- New production rules need SQL file + registry + cookbook + parity row.
- Pandas oracle may differ — document in parity/gap matrices; do not paper over.
- UI production path calls central REST — not local pandas runner for “real” FDD.
- Series overlay (/api/fdd/.../series) must honor Lab/session_config
- SCHED-1: portable occupancy — numeric/false unoccupied and string
What it can do on your machine
Read from SKILL.md and the folder at commit b5c4e9c. 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
Openfdd SQL Fdd loads about 514 tokens when it runs. Until then it costs about 59 tokens; SKILL.md has 162 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 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 162 words (~514 tokens).
“confirm_min and typed params the same way /api/fdd/run does (prefer session-tuned detail over a stale empty results index when overrides exist).”
- name
- openfdd-sql-fdd
Files
Just SKILL.md in openfdd_agent_spec/skills/openfdd-sql-fdd of bbartling/open-fdd.
Open the folder on GitHubat commit b5c4e9c
Compare with similar skills
Openfdd SQL Fdd 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 |
|---|---|---|---|---|---|---|
| Openfdd SQL Fdd this skillbbartling/open-fdd | 172 | — | ~514 | Automated safety check: Pass | Custom licence | |
| Analyzing Dataastronomer/agents | 451 | — | ~1.3k | Automated safety check: Pass | Apache-2.0 | |
| Querying Big Datasetsflyrank-bih/flyrank-ml-internship-starter | 140 | — | ~750 | Automated safety check: Pass | Custom licence | |
| Chdb Datastorevemetric/vemetric | 394 | 2 repos | ~1.4k | Automated safety check: Pass | Apache-2.0 | |
| Chdb SQLvemetric/vemetric | 394 | 1 repos | ~1.2k | Automated safety check: Pass | Apache-2.0 | |
| Datafusion Pythonapache/datafusion-python | 606 | — | ~7.8k | Automated safety check: Pass | Apache-2.0 |
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Chdb SQL
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A skill your agent uses when the user is writing datafusion-python (Apache DataFusion Python bindings) DataFrame or SQL code.
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Related
Categories
Questions about Openfdd SQL Fdd
What does Openfdd SQL Fdd do?
A skill your agent uses when working on production DataFusion SQL FDD: sqlrules registry, central /api/fdd/run, parity with pandas oracle, no pandas in central. Openfdd SQL Fdd is an agent skill from bbartling/open-fdd. Use when working on production DataFusion SQL FDD: sqlrules registry, central /api/fdd/run, parity with pandas oracle, no pandas in central.
When should I use Openfdd SQL Fdd?
Openfdd SQL Fdd fits situations like: working on production DataFusion SQL FDD: sqlrules registry; central /api/fdd/run; parity with pandas oracle; no pandas in central.
How do I install Openfdd SQL Fdd in Claude Code?
Run `npx skills add bbartling/open-fdd --skill openfdd-sql-fdd -a claude-code`. Or copy the skill folder (openfdd_agent_spec/skills/openfdd-sql-fdd in bbartling/open-fdd) into .claude/skills/openfdd-sql-fdd in your project. Claude Code loads it when a task matches its description.
How do I install Openfdd SQL Fdd in Codex?
Run `npx skills add bbartling/open-fdd --skill openfdd-sql-fdd -a codex`. Or copy the skill folder (openfdd_agent_spec/skills/openfdd-sql-fdd in bbartling/open-fdd) into .agents/skills/openfdd-sql-fdd in your project. Codex loads it when a task matches its description.
Can I use Openfdd SQL Fdd 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 bbartling/open-fdd --skill openfdd-sql-fdd -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/openfdd-sql-fdd, .gemini/skills/openfdd-sql-fdd, .github/skills/openfdd-sql-fdd and .opencode/skills/openfdd-sql-fdd in your project.
What does Openfdd SQL Fdd need to run?
SKILL.md names no scripts, command-line tools or credentials: Openfdd SQL Fdd is instructions for the agent only.
Does Openfdd SQL Fdd 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 Openfdd SQL Fdd 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 Openfdd SQL Fdd use?
Openfdd SQL Fdd 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 Openfdd SQL Fdd use?
About 514 tokens (SKILL.md is roughly 2.1k 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 Openfdd SQL Fdd?
Skills that share tags, products or a category with Openfdd SQL Fdd: Analyzing Data (astronomer/agents, 451 stars), Querying Big Datasets (flyrank-bih/flyrank-ml-internship-starter, 140 stars), Chdb Datastore (vemetric/vemetric, 394 stars) and Chdb SQL (vemetric/vemetric, 394 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Openfdd SQL Fdd?
bbartling (a GitHub user) maintains it in bbartling/open-fdd, which has 172 GitHub stars. The repository holds 23 skills in this directory. The repository was last updated on October 7, 2026.
Source: bbartling/open-fdd on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.