REPOGEO REPORT · LITE
knostic/OpenAnt
Default branch master · commit 368b5599 · scanned 6/11/2026, 8:57:57 PM
GitHub: 589 stars · 89 forks
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 knostic/OpenAnt, 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.
- highreadme#1Add a direct disambiguation to the README's opening sentence
Why:
CURRENTOpenAnt from Knostic is an open source LLM-based vulnerability discovery product that helps defenders proactively find verified security flaws while minimizing both false positives and false negatives. Stage 1 detects. Stage 2 attacks. What survives is real.
COPY-PASTE FIXOpenAnt from Knostic is an open source LLM-based **vulnerability discovery product for application security** (not a build automation tool like Apache Ant). It helps defenders proactively find verified security flaws while minimizing both false positives and false negatives. Stage 1 detects. Stage 2 attacks. What survives is real.
- mediumtopics#2Expand topics to improve category visibility
Why:
CURRENTai, cyber, cybersecurity, sast
COPY-PASTE FIXai, cyber, cybersecurity, sast, vulnerability-scanning, application-security, code-analysis
- lowreadme#3Acknowledge common SAST tools in the 'Why open source?' section
Why:
CURRENTConsidering the explosion of AI-discovered vulnerabilities, we hope OpenAnt will be the tool helping open source maintainers stay ahead of attackers, where they can use it themselves or submit their repo for scanning at no cost. Then, since Knostic's focus is on protecting agents and coding assistants and not vulnerability research or application security, and we like open source, we decided to release OpenAnt under the Apache 2 license. Besides, you may have heard about Aardvark from OpenAI (now Codex Security) and Claude Code Security from Anthropic, and we have zero intention of competing with them.
COPY-PASTE FIXConsidering the explosion of AI-discovered vulnerabilities, we hope OpenAnt will be the tool helping open source maintainers stay ahead of attackers, where they can use it themselves or submit their repo for scanning at no cost. While OpenAnt focuses on LLM-based vulnerability discovery, it complements traditional SAST tools like Snyk Code and CodeQL by leveraging AI for deeper, verified flaw detection. Then, since Knostic's focus is on protecting agents and coding assistants and not vulnerability research or application security, and we like open source, we decided to release OpenAnt under the Apache 2 license. Besides, you may have heard about Aardvark from OpenAI (now Codex Security) and Claude Code Security from Anthropic, and we have zero intention of competing with them.
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.
- Snyk Code · recommended 2×
- CodeQL · recommended 2×
- GitHub Advanced Security · recommended 1×
- Checkmarx SAST · recommended 1×
- SonarQube · recommended 1×
- CATEGORY QUERYHow can AI help proactively identify security vulnerabilities in my application code?you: not recommendedAI recommended (in order):
- Snyk Code
- GitHub Advanced Security
- CodeQL
- Checkmarx SAST
- SonarQube
- Veracode Static Analysis
- DeepCode AI
- Bandit (PyCQA/bandit)
- ESLint (eslint/eslint)
- eslint-plugin-security (nodesecurity/eslint-plugin-security)
AI recommended 10 alternatives but never named knostic/OpenAnt. This is the gap to close.
Show full AI answer
- CATEGORY QUERYWhat open source tools use AI for finding and verifying security flaws?you: not recommendedAI recommended (in order):
- Semgrep
- Bandit
- Grype
- TruffleHog
- OWASP ZAP
- Snyk Code
- CodeQL
AI recommended 7 alternatives but never named knostic/OpenAnt. This is the gap to close.
Show full AI answer
Objective checks
Rule-based audits of metadata signals AI engines weight most.
- Metadata completenesspass
- README presencepass
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 knostic/OpenAnt?passAI named knostic/OpenAnt explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- If a team adopts knostic/OpenAnt in production, what risks or prerequisites should they evaluate first?passAI named knostic/OpenAnt 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 knostic/OpenAnt solve, and who is the primary audience?passAI named knostic/OpenAnt explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
Embed your GEO score
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Live preview[](https://repogeo.com/en/r/knostic/OpenAnt)<a href="https://repogeo.com/en/r/knostic/OpenAnt"><img src="https://repogeo.com/badge/knostic/OpenAnt.svg" alt="RepoGEO" /></a>Subscribe to Pro for deep diagnoses
knostic/OpenAnt — 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