spss-mcp-guard

spss-mcp-guard is a skill for Claude Code, Codex from Exekiel179/SPSS-MCP. It costs 102 tokens per session (891 once invoked), scanned A, original, MIT.

A safety workflow for running IBM SPSS Statistics through an MCP connection, where a coding assistant communicates with SPSS using tools.

In plain words
What is it for?
Use it to check SPSS access, read file metadata, run a simple test first, add complex analysis options gradually, and diagnose warnings or syntax errors.
Why use it?
It helps prevent failures caused by unavailable batch access, guessed variable names, unsupported syntax, timeouts, and invalid options.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Use it to check SPSS access, read file metadata, run a simple test first, add complex analysis options gradually, and diagnose warnings or syntax errors.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/exekiel179/spss-mcp/spss-mcp-guard
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 Exekiel179/SPSS-MCP --skill spss-mcp-guard
Clone the repo
git clone --depth 1 https://github.com/Exekiel179/SPSS-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.

agentmods badge for spss-mcp-guard

README.md
[![agentmods](https://agentmods.dev/badge/skills/exekiel179/spss-mcp/spss-mcp-guard/github.svg)](https://agentmods.dev/skills/exekiel179/spss-mcp/spss-mcp-guard)
Your own site
<a href="https://agentmods.dev/skills/exekiel179/spss-mcp/spss-mcp-guard"><img src="https://agentmods.dev/badge/skills/exekiel179/spss-mcp/spss-mcp-guard/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.

agentmods 80×15 button for spss-mcp-guard

Your own site · 80×15
<a href="https://agentmods.dev/skills/exekiel179/spss-mcp/spss-mcp-guard"><img src="https://agentmods.dev/badge/skills/exekiel179/spss-mcp/spss-mcp-guard.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 102 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 891 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 original No closer match found 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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00102 $0.00891
Opus 5 $0.00051 $0.00445
Sonnet 5 $0.00020 $0.00178
Haiku 4.5 $0.00010 $0.00089

Measured 12d ago against content hash f64ccc5aa959, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

spss-mcp-guard 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 12d 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

Copies of this mod

1 near-identical copy found in the catalogue:

skills/spss-mcp-guard/SKILL.md · 89 lines

How it starts

The opening of the file, as written. The whole thing — 89 lines — stays where its author put it; the contents beside it link to each section on GitHub.

SPSS MCP Guard

Use this skill to make SPSS MCP execution robust, especially for uncommon procedures, long-running analyses, and syntax that may vary by SPSS version.

Workflow

  1. Check capability first

    • Call spss_check_status.
    • If SPSS batch is unavailable, stop and explain that only file-mode tools are safe.
  2. Read the data before writing syntax

    • Use spss_file_summary or spss_read_metadata first.
    • Never guess variable names or data shape.
  3. Prefer the safest execution path

    • Use a dedicated MCP tool when one exists and is known-good.
    • Use spss_run_syntax for uncommon methods, but only after a smoke test.
  4. Smoke test before heavy analysis

    • First run a minimal procedure such as:
      • DESCRIPTIVES
      • FREQUENCIES
      • DISPLAY DICTIONARY
    • Only attempt heavier methods after the smoke test succeeds.
  5. Escalate analysis gradually

    • Start with the smallest sample or simplest valid syntax.
    • Add options one subcommand at a time.
    • For MDS/PROXSCAL-style work, first validate the command family and legal keywords by interpreting SPSS warnings.
  6. Treat SPSS warnings as syntax guidance

    • If SPSS says a keyword is unrecognized, rewrite syntax to match the reported valid keywords.
    • Do not keep retrying the same syntax.
  7. Distinguish timeout from syntax failure

    • A long wait is not always a true performance issue.
    • If possible, probe the same command through a minimal direct execution path before concluding it is only a timeout issue.

Guardrails

  • Do not jump directly to complex procedures on first attempt.
  • Do not assume old SPSS syntax examples match the installed version.
  • Do not assume .env settings are loaded; verify behavior if timeout values look stale.
  • Do not treat success=True as “analysis valid” without reading warning blocks.
  • For uncommon procedures, keep the first successful run minimal, then add output options later.

Decision Tree

Read the full file on GitHub · 89 lines

Files

What ships with it

1 file 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.

  1. 12d ago First seen · 89 lines · 102 tokens per session scan A f64ccc5aa959

Subscribe to this mod's changes

spss-mcp-guard is a skill published in the GitHub repository Exekiel179/SPSS-MCP (22 stars, last pushed 4mo ago), licensed MIT. It adds 102 tokens to every session and 891 once invoked, about $0.0005 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

Related

Other skills, from other repositories

instrument-data-to-allotrope

Convert laboratory instrument output files (PDF, CSV, Excel, TXT) to Allotrope Simple Model (ASM) JSON format or flattened 2D CSV. Use this skill when scientists need to standardize instrument data for LIMS systems, data lakes, or downstream analysis. Supports auto-detection of instrument types. Outputs include full…

anthropics/knowledge-work-plugins · 123 tokens

exploratory-data-analysis

Perform bounded, local exploratory analysis of explicitly supported scientific files. Use for redacted CSV/TSV/JSON profiles; optional NumPy, HDF5, FASTA/FASTQ, and basic image metadata inspection; missingness/leakage audits; outlier and transformation sensitivity; and rigorous EDA report scaffolds. Other domain…

K-Dense-AI/scientific-agent-skills · 83 tokens

matlab

Build, review, migrate, and safely plan MATLAB or GNU Octave numerical workflows, including arrays, tabular/time data, tests, projects, graphics, MAT files, and explicit Python interoperability.

K-Dense-AI/scientific-agent-skills · 42 tokens

phylogenetics

Build and analyze phylogenetic trees using MAFFT (multiple alignment), IQ-TREE 2 (maximum likelihood), and FastTree (fast NJ/ML). Visualize with ETE3 or FigTree. For evolutionary analysis, microbial genomics, viral phylodynamics, protein family analysis, and molecular clock studies.

K-Dense-AI/scientific-agent-skills · 68 tokens

research-engineer

An uncompromising Academic Research Engineer. Operates with absolute scientific rigor, objective criticism, and zero flair. Focuses on theoretical correctness, formal verification, and optimal implementation across any required technology.

davila7/claude-code-templates · 43 tokens

mapping-to-snomed

Maps clinical concept spans extracted by OpenMed to SNOMED CT concepts through a USER-SUPPLIED terminology server (the user's own Ontoserver, Snowstorm, or UMLS/UTS), never a bundled vocabulary. Use when the user wants to code findings, disorders, procedures, body structures, or substances to SNOMED CT, run an ECL…

maziyarpanahi/openmed · 205 tokens