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psyduckler

AEO Prompt Frequency Analyzer

by psyduckler · GitHub ↗ · v1.0.0
cross-platform ⚠ suspicious
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Install in OpenClaw
/install aeo-prompt-frequency-analyzer
Description
Analyze what search queries Gemini uses when answering a prompt, by running it multiple times with Google Search grounding and reporting frequency distributi...
README (SKILL.md)

Prompt Frequency Analyzer

Run a prompt N times against Gemini with Google Search grounding enabled. Collect and report the frequency of search queries Gemini generates across all runs.

Usage

GEMINI_API_KEY=$(security find-generic-password -s "nano-banana-pro" -w) \
  python3 scripts/analyze.py "your prompt here" [--runs 10] [--model gemini-2.5-pro] [--concurrency 5] [--output text|json]

Run from the skill directory. Resolve scripts/analyze.py relative to this SKILL.md.

Options

  • --runs N — Number of times to run the prompt (default: 10)
  • --model NAME — Gemini model to use (default: gemini-2.5-pro)
  • --concurrency N — Max parallel API calls (default: 5; keep ≤5 to avoid rate limits)
  • --output text|json — Output format (default: text)

Output

Reports for each unique search query:

  • Frequency percentage (how many runs used that query)
  • Raw count
  • Top web sources referenced

Notes

  • Gemini API key must be in GEMINI_API_KEY env var (stored in macOS Keychain under nano-banana-pro)
  • Each run is independent — Gemini may use different search queries each time
  • Retries failed requests up to 3 times with exponential backoff
  • Use --output json for programmatic consumption
Usage Guidance
This skill's code matches its description: it repeatedly calls the Gemini API with Google Search grounding and aggregates queries. However, the registry metadata does not declare that GEMINI_API_KEY is required, while SKILL.md and the script both expect it — SKILL.md even suggests retrieving it from macOS Keychain using a specific key name ('nano-banana-pro'). Before installing or running: 1) Verify the Gemini API key source and name (you may prefer to set GEMINI_API_KEY explicitly rather than using the sample keychain command). 2) Be aware the script will make multiple outbound requests to Google's API (costs and rate limits possible). 3) If you are not on macOS, the suggested 'security' command won't apply; adjust instructions accordingly. 4) Because the package source/homepage is unknown, consider auditing the included script (scripts/analyze.py) yourself or running it in an isolated environment. The mismatches between registry metadata and SKILL.md lower trust but do not by themselves indicate malicious behavior.
Capability Analysis
Type: OpenClaw Skill Name: aeo-prompt-frequency-analyzer Version: 1.0.0 The skill bundle is benign. Its purpose is to analyze Gemini's search query patterns for a given prompt by repeatedly calling the Gemini API. The `SKILL.md` explicitly instructs the agent to retrieve the `GEMINI_API_KEY` from the macOS Keychain, which is then used by `scripts/analyze.py` to interact with the legitimate `generativelanguage.googleapis.com` endpoint. All actions, including credential handling and network calls, are transparent, align with the stated purpose, and show no evidence of data exfiltration, malicious execution, persistence mechanisms, or prompt injection attempts against the OpenClaw agent itself.
Capability Assessment
ℹ Purpose & Capability
The code and SKILL.md implement exactly what the skill claims: repeated calls to Gemini with Google Search grounding and frequency reporting. That behavior is coherent with the name/description. However, the registry metadata claims no required environment variables even though the script and SKILL.md require a Gemini API key, which is an inconsistency.
⚠ Instruction Scope
SKILL.md instructs users to fetch GEMINI_API_KEY from the macOS Keychain using the 'security' command and a specific key name ('nano-banana-pro'). The script itself only reads GEMINI_API_KEY from the environment. The SKILL.md's macOS-specific retrieval step and hard-coded key name are undocumented in the registry metadata and expand the practical scope (requires a keychain entry and the 'security' binary) without declaration.
✓ Install Mechanism
This is an instruction-only skill with a bundled Python script and no install spec. Nothing is downloaded or executed beyond the included script and standard Python/urllib usage, which is low-risk from an install perspective.
⚠ Credentials
The script legitimately needs a single GEMINI_API_KEY to call the Google generativelanguage API. But the registry metadata lists no required env vars while SKILL.md and the script require GEMINI_API_KEY (and even recommend pulling it from a specific keychain entry). The request for an API key is proportionate to the task, but the missing declaration and the hard-coded keychain name are red flags (metadata mismatch, OS-specific guidance).
✓ Persistence & Privilege
The skill does not request permanent/always-loaded presence, does not modify other skills or system-wide configs, and does not store credentials itself. It simply makes outbound API calls when run.
How to Use
  1. Make sure OpenClaw is installed (local or Docker)
  2. Run the install command in chat: /install aeo-prompt-frequency-analyzer
  3. After installation, invoke the skill by name or use /aeo-prompt-frequency-analyzer
  4. Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
Initial publish
Metadata
Slug aeo-prompt-frequency-analyzer
Version 1.0.0
License —
All-time Installs 1
Active Installs 1
Total Versions 1
Frequently Asked Questions

What is AEO Prompt Frequency Analyzer?

Analyze what search queries Gemini uses when answering a prompt, by running it multiple times with Google Search grounding and reporting frequency distributi... It is an AI Agent Skill for Claude Code / OpenClaw, with 756 downloads so far.

How do I install AEO Prompt Frequency Analyzer?

Run "/install aeo-prompt-frequency-analyzer" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.

Is AEO Prompt Frequency Analyzer free?

Yes, AEO Prompt Frequency Analyzer is completely free (open-source). You can download, install and use it at no cost.

Which platforms does AEO Prompt Frequency Analyzer support?

AEO Prompt Frequency Analyzer is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).

Who created AEO Prompt Frequency Analyzer?

It is built and maintained by psyduckler (@psyduckler); the current version is v1.0.0.

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