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BIPIA

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microsoft/BIPIA

Benchmark for evaluating LLM robustness to indirect prompt injection attacks.

GraphCanon updated Oct 5, 2026 · GitHub synced Oct 5, 2026

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160 stars23 forksLast push Apr 15, 2024 Python Other

Decision brief

BIPIA, developed by Microsoft, is a benchmarking tool designed to assess the robustness and security of Large Language Models (LLMs) against indirect prompt injection attacks.

Good fit when

  • Use BIPIA when you need to evaluate your LLM's resilience specifically to indirect prompt injection attacks, a niche but critical type of adversarial attack.
  • Ideal for research teams or organizations that have the hardware capabilities and specific interest in measuring robustness as tested by Microsoft using Linux: Ubuntu 20.04.6.

Avoid when

  • Avoid BIPIA if your primary focus is on general security enhancements without a particular emphasis on indirect prompt injection attacks.
  • Not recommended for users who primarily operate outside a Linux environment, specifically Ubuntu 20.04.6, as it can significantly affect compatibility and performance.
Requirements:
For API-based model experiments (like GPT), no GPU is needed but an account's API key must be set up.; For open-source models of 13B or below, test on a machine with at least 2 V100 GPUs. For larger models over 13B, 4-8 V100 GPUs are required.

Observed Jul 12, 2026 · Source: enrich:decision_facts

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Maintenance and security

Full trust report
Maintenance
Archived (903d since push)
As of Oct 5, 2026
Provenance
Not a fork · Organization account
As of Oct 5, 2026
Security (OSV)
No lockfile
As of Jul 11, 2026

Public GitHub metadata and optional OSV scans. Signals, not a guarantee. Trust methodology.

Backing

Company context for Microsoft. Display-only - separate from trust and ranking.

Company
Microsoft·GitHub org profile·Jul 11, 2026
Employees
221,000·Wikidata (P1128 employees)·Jul 11, 2026
Commercial model
Pure OSS·GitHub org profile (public repos)·Jul 11, 2026

Install

pip install BIPIA
PyPI

Similar tools

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Evidence and technical details

Sourced facts, taxonomy, compatibility claims, README excerpt, and machine-readable endpoints.

Overview

BIPIA is a benchmarking tool developed by Microsoft to assess the security and robustness of Large Language Models (LLMs) against indirect prompt injection attacks, ensuring that models behave as expected under various adversarial prompts.

Capability facts

Languages
python

Source: github.language+pyproject.toml · Oct 5, 2026

Categories

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Compatibility

Sourced claims from the README excerpt - not unsourced marketing copy.

Python runtimePython

Source: README excerpt (regex_v1, Oct 5, 2026)

pip install .
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README

Software requirements Install bipia and its dependencies from source: The package has been tested and verified to work on Linux: Ubuntu 20.04.6. It is recommended to use this operating system for optimal compatibility. Hardware requirements For the evaluation of the robustness of...

For agents

This page has a .md twin and JSON over the API.

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