writing-specs

Invoke this skill when initiating an OCI analysis from a plan or user prompt — i.e.

IndexedApache-2.0★ 146

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Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.

npx agentmarket install skill/netflix-skunkworks-writing-specs

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About

Invoke this skill when initiating an OCI analysis from a plan or user prompt — i.e. before any notebook is parameterized or executed. Keywords: - analysis spec, eval spec, spec.yaml - treatment, outcome, covariates, confounders - ATE, ATT, ATO, ato_threshold - econml.ipynb, analysis_notebook - ACIC, acic_treatment, acic_response

Use cases: writing, agent-building

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Permissions

What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.

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Network hosts it talks to 1

codeload.github.com · found in install command

Files it touches

~/.claude/skills/writing-specs

What's inside

Skill name: writing-specs
Description: Invoke this skill when initiating an OCI analysis from a plan or user prompt — i.e. before any notebook is parameterized or executed. Keywords: - analysis spec, eval spec, spec.yaml - treatment, outcome, covariates, confounders - ATE, ATT, ATO, ato_threshold - econml.ipynb, analysis_notebook - ACIC, acic_treatment, acic_response
License: Apache-2.0
Instructions: 29 lines in SKILL.md · view on GitHub

Files (1)

SKILL.md

SKILL.md (first lines)

Process
- Confirm the plan or prompt names a tabular data source (table or CSV) with a treatment column and an outcome column. If either is missing, ask the user before drafting.
- specs are YAML files. Write them under `specs/{plan}/`. Create the folder if it does not exist.
- Point `analysis_notebook` at an .ipynb file in `notebooks/`.

Validation (before saving)
- (skip for ACIC evals) Treatment and outcome columns exist in the data source
- `covariates` is non-empty and excludes the treatment and outcome columns.
- At least one estimand toggle (`estimate_ate` / `estimate_att` / `estimate_ato`) is true.
- `ato_threshold` is in (0, 0.5).
- `analysis_notebook` exists in `notebooks/`.

Fields — general analyses
- data_path, treatment, outcome
- covariates
- estimate_ate, estimate_att, estimate_ato
- ato_threshold
- seed
- analysis_notebook

Fields — ACIC evals only
- acic_treatment, acic_response   # replace data_path / treatment / outcome
- covariates
- seed
- estimate_ate, estimate_att, estimate_ato
- ato_threshold
- analysis_notebook: econml.ipynb

From Netflix-Skunkworks/oci-agent, Apache-2.0.

Signals

Stars: 146
Forks: 18
Open issues: 0
Last commit (this folder): May 28, 2026 (5 months ago)

From GitHub (fetched Oct 24, 2026).

Details

License: Apache-2.0
Repository: github.com/Netflix-Skunkworks/oci-agent
First seen: Oct 24, 2026
Last checked: Oct 24, 2026
Source: GitHub github-graphql

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Cite this page

writing-specs skill. Agent Mart. https://agentmart.dev/skills/netflix-skunkworks-writing-specs (last updated 2026-10-24)