Profiles a CSV file column by column, reporting inferred type, missing values, unique counts and min, max and mean for numeric columns. Use when the user hands over a CSV and asks what is in it, whether the data is clean, or what to check before analysis.
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Gives an agent a reliable picture of a CSV file before it writes any analysis code.
python scripts/profile_csv.py data.csv
python scripts/profile_csv.py data.tsv --delimiter tab
The delimiter is detected automatically when it is not given. Use --delimiter tab for tab separated files.
JSON with rows, columns and a profile list. Each column has name, type
(integer, float, boolean, date, string or empty), missing, unique, sample
and, for numeric columns, min, max and mean.
missing count needs a decision: drop it, fill it, or ask the user.string column whose unique count is close to rows is probably an identifier.string column with few unique values is a good candidate for a categorical type.A missing file exits with code 2. A file with no rows returns rows: 0.
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Runs a list of HTTP checks against a base URL from a JSON file and reports status codes, response time and body assertions. Use when the user asks whether an API is up, wants a smoke test after a deploy, or needs to verify that endpoints return what the docs promise.
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Turns git log output into a grouped markdown changelog using conventional commit prefixes such as feat, fix and docs. Use when the user prepares a release, asks for release notes, or wants a summary of what changed between two tags.
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Writes clear git commit messages in the conventional commits style from a diff or a description of the change. Use when the user asks for a commit message, wants to tidy up a message before pushing, or has staged changes and no wording yet.
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Checks a Dockerfile for common problems such as unpinned base images, running as root, ADD instead of COPY, secrets in ENV or ARG and apt-get without cleanup. Use when the user asks to review, harden or slim down a Dockerfile.
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Compares a .env file with its .env.example template and reports missing keys, undocumented extra keys, empty values and example files that contain real looking secrets. Use when the user asks why an app fails on startup with missing configuration, or wants to check environment files before committing.
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Compares two JSON files structurally and lists added, removed and changed values with their full paths. Use when the user asks what changed between two API responses, config files, fixtures or package manifests.
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