RRepoGEO

REPOGEO REPORT · LITE

prompt-security/clawsec

Default branch main · commit babddfd3 · scanned 5/29/2026, 9:11:24 AM

GitHub: 1,015 stars · 105 forks

AI VISIBILITY SCORE
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 prompt-security/clawsec, 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
  • highreadme#1
    Add a clear differentiator from MLOps/general security tools in the README intro

    Why:

    CURRENT
    ClawSec is a **complete security skill suite for AI agent platforms**. It provides unified security monitoring, integrity verification, and threat intelligence-protecting your agent's cognitive architecture against prompt injection, drift, and malicious instructions.
    COPY-PASTE FIX
    ClawSec is a **complete security skill suite for AI agent platforms**. Unlike general MLOps monitoring or code scanners, ClawSec focuses specifically on protecting your agent's cognitive architecture and operational integrity. It provides unified security monitoring, integrity verification, and threat intelligence against prompt injection, drift, and malicious instructions.
  • hightopics#2
    Expand topics with broader AI agent security terms

    Why:

    CURRENT
    clawdbot, clawdbot-skill, hermes, hermes-agent, hermes-skill, hermes-skills, molt, moltbot-skill, moltbot-skills, nanoclaw, openclaw, openclaw-extension, openclaw-plugin, openclaw-security, openclaw-skill, openclaw-skills, picoclaw, picoclaw-install
    COPY-PASTE FIX
    ai-security, agent-security, prompt-injection, llm-security, ai-agent-security, ai-agent-integrity, clawdbot, clawdbot-skill, hermes, hermes-agent, hermes-skill, hermes-skills, molt, moltbot-skill, moltbot-skills, nanoclaw, openclaw, openclaw-extension, openclaw-plugin, openclaw-security, openclaw-skill, openclaw-skills, picoclaw, picoclaw-install
  • mediumabout#3
    Refine the 'About' description for broader AI agent security context

    Why:

    CURRENT
    A complete security skill suite for OpenClaw, Hermes, PicoClaw and NanoClaw agents (and variants). Protect your SOUL.md (etc') with drift detection, live security recommendations, automated audits, and skill integrity verification. All from one installable suite.
    COPY-PASTE FIX
    A complete security skill suite for AI agents (OpenClaw, Hermes, PicoClaw, NanoClaw, and variants). It provides drift detection, live security recommendations, automated audits, and skill integrity verification to protect your agent's operational integrity and cognitive architecture from threats like prompt injection. All from one installable suite.

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
0 / 2
0% of queries surface prompt-security/clawsec
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Snyk
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Snyk · recommended 1×
  2. TruffleHog · recommended 1×
  3. Bandit · recommended 1×
  4. Privitar · recommended 1×
  5. HashiCorp Vault · recommended 1×
  • CATEGORY QUERY
    What tools can help secure my AI agents and verify their operational integrity?
    you: not recommended
    AI recommended (in order):
    1. Snyk
    2. TruffleHog
    3. Bandit
    4. Privitar
    5. HashiCorp Vault
    6. IBM Adversarial Robustness Toolbox (ART)
    7. Microsoft Counterfit
    8. Fiddler AI Observability
    9. Datadog
    10. Prometheus
    11. Grafana
    12. Splunk

    AI recommended 12 alternatives but never named prompt-security/clawsec. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a suite for AI agent security, including drift detection and automated audits.
    you: not recommended
    AI recommended (in order):
    1. Arthur AI
    2. Arize AI
    3. Fiddler AI
    4. WhyLabs (whylabs/whylogs)
    5. IBM Watson OpenScale
    6. Microsoft Azure Machine Learning
    7. Google Cloud Vertex AI

    AI recommended 7 alternatives but never named prompt-security/clawsec. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

  • 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 prompt-security/clawsec?
    pass
    AI named prompt-security/clawsec explicitly

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

  • If a team adopts prompt-security/clawsec in production, what risks or prerequisites should they evaluate first?
    pass
    AI named prompt-security/clawsec 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 prompt-security/clawsec solve, and who is the primary audience?
    pass
    AI named prompt-security/clawsec explicitly

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

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prompt-security/clawsec — 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