RRepoGEO

REPOGEO REPORT · LITE

pyupio/safety

Default branch main · commit ec3368a4 · scanned 5/28/2026, 7:26:23 PM

GitHub: 1,982 stars · 183 forks

AI VISIBILITY SCORE
76 /100
Needs work
Category recall
2 / 2
Avg rank #5.0 when recommended
Rule findings
1 pass · 1 warn · 0 fail
Objective metadata checks
AI knows your name
3 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface pyupio/safety, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highlicense#1
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a LICENSE file in the repository root with your chosen open-source license (e.g., MIT, Apache-2.0, GPL-3.0).
  • mediumreadme#2
    Refine the README's introductory paragraph

    Why:

    CURRENT
    Safety CLI is a Python dependency vulnerability scanner designed to enhance software supply chain security by detecting packages with known vulnerabilities and malicious packages in local development environments, CI/CD, and production systems. Safety CLI can be deployed in minutes and provides clear, actionable recommendations for remediation of detected vulnerabilities. Leveraging the industry's most comprehensive database of vulnerabilities and malicious packages, Safety CLI Scanner allows teams to detect vulnerabilities at every stage of the software development lifecycle.
    COPY-PASTE FIX
    Safety CLI is the leading Python dependency vulnerability scanner, designed to enhance software supply chain security. It quickly detects known vulnerabilities and malicious packages in your local development, CI/CD, and production systems, providing clear, actionable remediation recommendations. Leveraging the industry's most comprehensive database, Safety CLI ensures your Python projects are secure at every stage of the SDLC.
  • mediumcomparison#3
    Add a 'Why Safety CLI?' or 'Comparison' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section to the README, e.g., 'Why Safety CLI?' or 'Safety CLI vs. Alternatives', with content similar to: 'Safety CLI stands out as a dedicated command-line tool for scanning Python project dependencies for known security vulnerabilities. Unlike general code linters (e.g., Bandit) which scan your own code, Safety focuses purely on your dependencies. Compared to broader SCA tools (e.g., Snyk, Dependabot, Trivy), Safety offers a highly specialized and streamlined experience tailored specifically for Python-centric teams, leveraging a comprehensive Python-specific vulnerability database.'

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall
2 / 2
100% of queries surface pyupio/safety
Avg rank
#5.0
Lower is better. #1 = top recommendation.
Share of voice
17%
Of all named tools, what % are you?
Top rival
Snyk
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Snyk · recommended 2×
  2. Dependabot · recommended 2×
  3. OWASP Dependency-Check · recommended 2×
  4. Trivy · recommended 2×
  5. Bandit · recommended 2×
  • CATEGORY QUERY
    How to scan Python project dependencies for known security vulnerabilities?
    you: #4
    AI recommended (in order):
    1. Snyk
    2. Dependabot
    3. OWASP Dependency-Check
    4. safety ← you
    5. Trivy
    6. Bandit
    Show full AI answer
  • CATEGORY QUERY
    What tools help detect vulnerable Python packages in my CI/CD pipeline?
    you: #6
    AI recommended (in order):
    1. Snyk
    2. Dependabot
    3. OWASP Dependency-Check
    4. Trivy
    5. Bandit
    6. Safety ← you
    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • README presence
    pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

  • Compared to common alternatives in this category, what is the core differentiator of pyupio/safety?
    pass
    AI named pyupio/safety explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts pyupio/safety in production, what risks or prerequisites should they evaluate first?
    pass
    AI named pyupio/safety explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • In one sentence, what problem does the repo pyupio/safety solve, and who is the primary audience?
    pass
    AI named pyupio/safety explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

Embed your GEO score

Drop this badge into the README of pyupio/safety. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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HTML
<a href="https://repogeo.com/en/r/pyupio/safety"><img src="https://repogeo.com/badge/pyupio/safety.svg" alt="RepoGEO" /></a>
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pyupio/safety — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite
pyupio/safety — RepoGEO report