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Agent skill

Openfdd Pypi Oracle

by bbartling in bbartling/open-fdd

A skill your agent uses when changing open-fdd PyPI pandas oracle libraries: openfdd.rules, analytics, reporting, extras oracle/vibe19/reporting, wheel publish, consumer pins.

Custom licenceAuto-check passedData & Analytics

Install Openfdd Pypi Oracle

skills CLI
$ npx skills add bbartling/open-fdd --skill openfdd-pypi-oracle -a claude-code

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

GitHub CLI
$ gh skill install bbartling/open-fdd openfdd-pypi-oracle --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/bbartling/open-fdd.git skills-src && mkdir -p .claude/skills && cp -r skills-src/openfdd_agent_spec/skills/openfdd-pypi-oracle .claude/skills/openfdd-pypi-oracle && 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
openfdd-pypi-oracle
GitHub stars
173
Token cost
~1.4k tokens
SKILL.md length
606 words
Files
1
Skills in repo
23
Repo updated
First seen
Licence
Custom licence

At a glance

A skill your agent uses when changing open-fdd PyPI pandas oracle libraries: openfdd.rules, analytics, reporting, extras oracle/vibe19/reporting, wheel publish, consumer pins.

  • Works in 8 steps: Prefer clean venv + wheel install over… → After API changes: bump package → build… → Shim pattern in apps: sys.modules[name]… → …
  • Changing open-fdd PyPI pandas oracle libraries: openfdd.rules
  • SKILL.md covers Layout, Camber (external reference), Agent rules and Skill home, plus 1 more section
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Openfdd Pypi Oracle is an agent skill from bbartling/open-fdd. Use when changing open-fdd PyPI pandas oracle libraries: openfdd.rules, analytics, reporting, extras oracle/vibe19/reporting, wheel publish, consumer pins. Triggers on: PyPI, open-fdd package, rules runner, analytics.core, reporting, oracle extra, 4.1.x.

Its SKILL.md is about 1.4k 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 DataFrames. It works with pandas and SQL. The repository describes itself as: Fault Detection Diagnostics (FDD) for HVAC datasets.

When your agent uses it

  • Changing open-fdd PyPI pandas oracle libraries: openfdd.rules
  • Extras oracle/vibe19/reporting
  • Open-fdd package

Example prompts

  • “/openfdd-pypi-oracle”

Workflow steps

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

  1. Prefer clean venv + wheel install over editable-only proof.
  2. After API changes: bump package → build one wheel → test that exact wheel → publish that exact wheel → bump playground/UI pins → GHCR.
  3. Shim pattern in apps: sys.modules[name] = open_fdd... for private imports.
  4. Keep custom rules local to vibe19/UI (CUSTOM-*).
  5. Camber-inspired ports stay outside the product HTTP path (this skill + ECM engineering).
  6. Chart parity (W-CHART): React Plotly is visual SoT. Keep
  7. Economizer delta scatter: x = delta_or_f = OAT − RAT, y = delta_mr_f = MAT − RAT
  8. Single-AHU Typst: the only shipped PDF command is open-fdd-anomaly report --month YYYY-MM --compile (open_fdd.reporting.report_template)…

What it can do on your machine

Read from SKILL.md and the folder at commit e62b637. 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

    Links to these hosts (documentation or services it may open):

    • bbartling.github.io
    • github.com

    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 Pypi Oracle loads about 1.4k tokens when it runs. Until then it costs about 69 tokens; SKILL.md has 606 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~69
When it runs · the whole SKILL.md, loaded when a task matches
~1.4k

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 606 words (~1,448 tokens).

“Works with any AI agent that can read markdown skills and run the PyPI CLI. Author only under openfdd_agent_spec/skills/. ./scripts/openfdd_install_agent_skills.sh --sync links that tree into vendor homes. Do not edit a copy under .cursor/skills/. Publishing open-fdd showcases AI agent RCx/FDD…”

— opening of SKILL.md by bbartling, Custom licence
name
openfdd-pypi-oracle

Read the full SKILL.md on GitHub

Files

Just SKILL.md in openfdd_agent_spec/skills/openfdd-pypi-oracle of bbartling/open-fdd.

Open the folder on GitHubat commit e62b637

Compare with similar skills

Openfdd Pypi Oracle 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.

Openfdd Pypi Oracle compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Openfdd Pypi Oracle this skillbbartling/open-fdd173—~1.4kAutomated safety check: PassCustom licence
Chdb Datastorevemetric/vemetric3952 repos~1.4kAutomated safety check: PassApache-2.0
Querying Big Datasetsflyrank-bih/flyrank-ml-internship-starter140—~750Automated safety check: PassCustom licence
Transforming Dataancoleman/ai-design-components525—~3kAutomated safety check: PassMIT
Dataframe WorkflowsVectorSpaceLab/AREX-Skill331—~1kAutomated safety check: PassBSD-3-Clause
Analyzing Dataastronomer/agents451—~1.3kAutomated safety check: PassApache-2.0

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  • Multi Agent PR Review

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Works with

Categories

Questions about Openfdd Pypi Oracle

What does Openfdd Pypi Oracle do?

A skill your agent uses when changing open-fdd PyPI pandas oracle libraries: openfdd.rules, analytics, reporting, extras oracle/vibe19/reporting, wheel publish, consumer pins. Openfdd Pypi Oracle is an agent skill from bbartling/open-fdd.rules, analytics, reporting, extras oracle/vibe19/reporting, wheel publish, consumer pins.

When should I use Openfdd Pypi Oracle?

Openfdd Pypi Oracle fits situations like: changing open-fdd PyPI pandas oracle libraries: openfdd.rules; extras oracle/vibe19/reporting; open-fdd package.

How do I install Openfdd Pypi Oracle in Claude Code?

Run `npx skills add bbartling/open-fdd --skill openfdd-pypi-oracle -a claude-code`. Or copy the skill folder (openfdd_agent_spec/skills/openfdd-pypi-oracle in bbartling/open-fdd) into .claude/skills/openfdd-pypi-oracle in your project. Claude Code loads it when a task matches its description.

How do I install Openfdd Pypi Oracle in Codex?

Run `npx skills add bbartling/open-fdd --skill openfdd-pypi-oracle -a codex`. Or copy the skill folder (openfdd_agent_spec/skills/openfdd-pypi-oracle in bbartling/open-fdd) into .agents/skills/openfdd-pypi-oracle in your project. Codex loads it when a task matches its description.

Can I use Openfdd Pypi Oracle 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-pypi-oracle -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-pypi-oracle, .gemini/skills/openfdd-pypi-oracle, .github/skills/openfdd-pypi-oracle and .opencode/skills/openfdd-pypi-oracle in your project.

What does Openfdd Pypi Oracle need to run?

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

Does Openfdd Pypi Oracle access the network?

SKILL.md names 2 domains. As links in the text: bbartling.github.io and github.com. This is read from the text; nothing was executed.

Is Openfdd Pypi Oracle 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 Pypi Oracle use?

Openfdd Pypi Oracle 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 Pypi Oracle use?

About 1.4k tokens (SKILL.md is roughly 5.8k 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 Pypi Oracle?

Skills that share tags, products or a category with Openfdd Pypi Oracle: Chdb Datastore (vemetric/vemetric, 395 stars), Querying Big Datasets (flyrank-bih/flyrank-ml-internship-starter, 140 stars), Transforming Data (ancoleman/ai-design-components, 525 stars) and Dataframe Workflows (VectorSpaceLab/AREX-Skill, 331 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Openfdd Pypi Oracle?

bbartling (a GitHub user) maintains it in bbartling/open-fdd, which has 173 GitHub stars. The repository holds 23 skills in this directory. The repository was last updated on October 9, 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.