writing-specs
Invoke this skill when initiating an OCI analysis from a plan or user prompt — i.e.
Skill by Netflix-Skunkworks
Chalk Labs
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Install
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
Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.
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About
Use cases: writing, agent-building
Reviews
Write a reviewNo reviews yet. Installed it? Reviews come from verified installers only. How reviews work
Permissions
What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.
- Tools
- No tools found
- Secrets
- None asked for
- Install scripts
- None found
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.ipynbFrom Netflix-Skunkworks/oci-agent, Apache-2.0.
More from Netflix-Skunkworks/oci-agent
- 0.680score
suggesting-remedies
Netflix-Skunkworks
Invoke this skill when an OCI diagnostic fails or warns and a spec change is needed.
SkillCFreshness: C★ 146Claude Code +9 - 0.680score
writing-reports
Netflix-Skunkworks
Invoke this skill when writing oci-report.md from an executed OCI analysis.
SkillCFreshness: C★ 146Claude Code +9 - 0.674score
changing-notebooks
Netflix-Skunkworks
Invoke this skill when making any modification to a notebook (.ipynb) in the OCI agent.
SkillCFreshness: C★ 146Claude Code +9 - 0.670score
running-notebooks
Netflix-Skunkworks
Invoke this skill before executing any OCI analysis (notebook run).
SkillCFreshness: C★ 146Claude Code +9
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
- GitHubgithub-graphql
More from Netflix-Skunkworks
- 0.680score
suggesting-remedies
Netflix-Skunkworks
Invoke this skill when an OCI diagnostic fails or warns and a spec change is needed.
SkillCFreshness: C★ 146Claude Code +9 - 0.680score
writing-reports
Netflix-Skunkworks
Invoke this skill when writing oci-report.md from an executed OCI analysis.
SkillCFreshness: C★ 146Claude Code +9 - 0.674score
changing-notebooks
Netflix-Skunkworks
Invoke this skill when making any modification to a notebook (.ipynb) in the OCI agent.
SkillCFreshness: C★ 146Claude Code +9 - 0.670score
running-notebooks
Netflix-Skunkworks
Invoke this skill before executing any OCI analysis (notebook run).
SkillCFreshness: C★ 146Claude Code +9
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Rahil Jain, Co-founder, Chalk Labs. Ex-Goldman Sachs engineer. You talk to the person who builds it.
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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)