Are there any open-source tools that can automatically scan our custom LLM prompts for injection vulnerabilities before they hit our production environment?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are there any open-source tools that can automatically scan our custom LLM prompts for injection vulnerabilities before they hit our production environment?
1 real search · 1 real-search pass
open source prompt injection security testing tools Promptfoo Garak PyRIT LLM Guard 2026 GitHub features licenseGoogle ↗
OBSERVEDReason
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
open source prompt injection security testing tools Promptfoo Garak PyRIT LLM Guard 2026 GitHub features license Google ↗
- promptfoo/promptfoo · github.com
- NVIDIA/garak · github.com
- microsoft/PyRIT · github.com
- Giskard-AI/giskard · github.com
- AI Security and Safety · gear.doe.gov
- Open-Source AI Red Teaming Tool Directory: Projects Compared (2026) · airedteamingtools.com
- www-project-ai-security-and-privacy-guide/content/ai_exchange/content/docs/5_testing.md at main · OWASP/www-project-ai-security-and-privacy-guide · github.com
- Which open-source AI red teaming tools are worth using? - Akto · akto.io