What is spss-analyst?

A skill for writing and running IBM SPSS Statistics syntax for statistical analyses. SPSS is software for analysing data, such as frequencies, correlations, regressions, and tests of differences.

Analysing SPSS data files, running procedures such as regression or ANOVA, interpreting output, and archiving viewer results.

It provides a cautious workflow for checking available tools, understanding the data, interpreting warnings, and preserving results.

spss-analyst — Skill for Claude Code and Codex by opalus12138

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent

npx skills add opalus12138/SPSS-Mac-MCP --skill spss-analyst

Clone the repo

git clone --depth 1 https://github.com/opalus12138/SPSS-Mac-MCP

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

README.md

[![agentmods](https://agentmods.dev/badge/skills/opalus12138/spss-mac-mcp/spss-analyst/github.svg)](https://agentmods.dev/skills/opalus12138/spss-mac-mcp/spss-analyst)

Your own site

<a href="https://agentmods.dev/skills/opalus12138/spss-mac-mcp/spss-analyst"><img src="https://agentmods.dev/badge/skills/opalus12138/spss-mac-mcp/spss-analyst/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

Your own site · 80×15

<a href="https://agentmods.dev/skills/opalus12138/spss-mac-mcp/spss-analyst"><img src="https://agentmods.dev/badge/skills/opalus12138/spss-mac-mcp/spss-analyst.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session 208 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.

When invoked 2,105 The whole file, excluding the scripts and references it only reads on demand.

Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.

Origin 100% copy Near-identical to another mod in the catalogue.

Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

Model	Per session	Once invoked
Fable 5.1	$0.00208	$0.02105
Opus 5.5	$0.00083	$0.00842
Sonnet 5.5	$0.00042	$0.00421
Haiku 4.5	$0.00021	$0.00211

Measured 2mo ago against content hash 66fb0c5e3232, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

spss-analyst scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

Origin

This is a copy

100% identical to spss-analyst — 0 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.

skills/spss-analyst/SKILL.md · 160 lines

How it starts

The opening of the file, as written. The whole thing — 160 lines — stays where its author put it; the contents beside it link to each section on GitHub.

SPSS Analyst

Workflow

Check capabilities — Call spss_check_status first to confirm SPSS batch is available.
Explore the data — For any .sav file, call spss_file_summary or spss_read_metadata to know variable names, types, and labels before writing syntax.
Run a smoke test before heavy or uncommon analysis — If the target procedure is cold-path, high-cost, or unfamiliar, first run a minimal baseline such as DESCRIPTIVES, FREQUENCIES, or DISPLAY DICTIONARY.
Write syntax — Follow conventions below. See references/spss-syntax.md for full command reference.
Execute defensively — Use the appropriate MCP tool when one exists; otherwise use spss_run_syntax and add optional subcommands only after the minimal command works.
Read warnings, not just success flags — A run may return output and still contain critical warning text. Treat SPSS warning blocks as syntax guidance.
Interpret — Explain key results in plain language after output arrives.
Archive output — After every analysis tool call that produces a Viewer file:, immediately archive results to spss_result/. See Output Archiving below.

Reliability Rules

Never guess variable names or data shape.
Never jump directly to a complex procedure on the first try.
For uncommon methods, start with the smallest valid syntax and then add print/save options.
If SPSS says a keyword is unrecognized, rewrite the syntax to match the reported valid keywords.
If timeout behavior looks stale, verify that repo-local .env is actually being loaded and restart the MCP session if needed.

Core Syntax Rules

Rule	Correct	Wrong
Keywords uppercase	`FREQUENCIES`	`frequencies`
Period ends every command	`DESCRIPTIVES VARIABLES=age.`	`DESCRIPTIVES VARIABLES=age`
Subcommands start with `/`	`/STATISTICS=MEAN`	`STATISTICS=MEAN`
Strings in single quotes	`'myfile.sav'`	`"myfile.sav"`
Comments with `*`	`* My comment.`	`# My comment`
Missing value code	`MISSING VALUES age (99).`	—

Read the full file on GitHub · 160 lines

Files

What ships with it

3 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

2mo ago First seen · 160 lines · 208 tokens per session scan A 66fb0c5e3232

Subscribe to this mod's changes

spss-analyst is a skill published in the GitHub repository opalus12138/SPSS-Mac-MCP (3 stars, last pushed 5mo ago), licensed MIT. It adds 208 tokens to every session and 2,105 once invoked, about $0.0008 per session on Opus 5.5. A static security scan graded it A with 0 findings. It is 100% identical to spss-analyst, differing in 0 lines, and is treated as a copy.

Analytics and metrics Claude Code ai-tools anthropic claude data-analysis ibm-spss

spss-analyst next to 6 skills from other repositories
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spss-analystopalus12138/SPSS-Mac-MCP	Skill	3	5mo ago	MIT	A	208	Claude Code, Codex
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