This release is a pre-release and may not be stable for production use.
crucible-ai
Red-teaming framework for AI applications.
Runs reproducible attack batteries based on OWASP Top 10 for LLM Applications 2025, MITRE ATLAS, and NIST AI RMF against your AI application via its public interface — no model access required.
pip install crucible-ai
crucible scan --config scan.yaml
What it tests
- LLMs in cloud (OpenAI, Anthropic, Gemini)
- Local models (Ollama, vLLM, llama.cpp)
- Webhooks and HTTP chatbots (n8n, Flowise, custom)
- Autonomous agents (LangGraph, CrewAI, AutoGen)
- RAG systems
- MCP servers (stdio and HTTP)
Quick start
# scan.yaml
target:
provider: webhook
url: "https://your-chatbot.example.com/chat"
response_field: "output"
probes:
categories: [LLM01, LLM07, LLM10]
crucible scan --config scan.yaml
Installation
pip install crucible-ai
# With agent support
pip install "crucible-ai[agents]"
# Full install
pip install "crucible-ai[agents,browser,otel]"
Documentation
- SPEC.md — Complete technical specification (Spanish)
- CHANGELOG.md — Release notes and version history
- CLAUDE.md — Development guidance for Claude Code
License
Apache 2.0 — see LICENSE.
Responsible use
crucible-ai is designed for authorized security testing of AI systems. Only use it against systems you own or have explicit written permission to test. See SECURITY.md for our responsible disclosure policy.
1 maintainer
Metadata
1 maintainer
Release files for crucible-ai 2.0.0rc2
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | Provenance | Actions |
|---|---|---|---|---|
| crucible_ai-2.0.0rc2.tar.gz | 282.0 kB | With provenance | Details for crucible_ai-2.0.0rc2.tar.gz |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Actions Reset |
|---|---|---|---|---|
| crucible_ai-2.0.0rc2-py3-none-any.whl | Python 3 | none | any | Details for crucible_ai-2.0.0rc2-py3-none-any.whl |
Total release size: 390.9 kB
Release files / crucible_ai-2.0.0rc2.tar.gz
| Download URL | crucible_ai-2.0.0rc2.tar.gz |
|---|---|
| Size | 282.0 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
96ec800989e9a59655cfbcf61ab01d0db129526d7dd4e9061f6a87ee60d72163
|
|
BLAKE2b-256 checksum How to use checksums |
f270e8cdf31db25944780f904ed44f9eeb8379980bfea77ae516ba60145caa05
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on May 6, 2026.
Transparency logRelease files / crucible_ai-2.0.0rc2-py3-none-any.whl
| Download URL | crucible_ai-2.0.0rc2-py3-none-any.whl |
|---|---|
| Size | 108.9 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
7601db3d51998712b797316a4461243906e963cbf2337786a1e3055244955c73
|
|
BLAKE2b-256 checksum How to use checksums |
e5ea65818b78d88cfd4269fa66b04f242ab9237643bd330badd2153e82e6a518
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on May 6, 2026.
Transparency logSecurity for crucible-ai 2.0.0rc2
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
Full provenance
All 2 files in this release have been uploaded with provenance metadata.
Attestation for crucible_ai-2.0.0rc2.tar.gz
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on May 6, 2026.
Transparency logA note on package security
PyPI is a repository for distributing packages, not a service for auditing them. While third-party security researchers and our staff do their best to detect and remove malicious packages, PyPI cannot guarantee the quality, security or suitability of any given package.
To learn more about protecting yourself from malicious actors, visit our package security documentation.
