vakra — security grade SAFE, quality 60/100

Security audit verdict: SAFE · quality 60/100

No red flags found in any of the 11 categories — no credential harvesting, no data exfiltration, no curl-pipe-shell installer. Scanned against the SlowMist agent-security taxonomy, refreshed every 8 hours. Full audit →

by IBM · Agent Tool · ★ 68

Last updated: · Indexed by AgentSkillsHub · Auto-synced every 8h

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About vakra

🔷 VAKRA: A Benchmark for Evaluating Multi-Hop, Multi-Source Tool-Calling in AI Agents VAKRA (eValuating API and Knowledge Retrieval Agents using multi-hop, multi-source dialogues) is a tool-grounded, executable benchmark designed to evaluate how well AI agents reason end-to-end in enterprise-like settings. Rather than testing isolated skills, VAKRA measures compositional reasoning across APIs and documents, using full execution traces to assess whether agents can reliably complete multi-step workflows, not just individual steps. VAKRA provides an executable environment where agents interact with over 8,000 locally hosted APIs backed by real databases spanning 62 domains, along with domain-aligned document collections. Resources: Leaderboard · Dataset · Blog Quick links: Requirements · Quick Start · Exploring Available Tools · Running Your Agent · Submit to Leaderboard What VAKRA Provides An executable benchmark environment with 8,000+ locally hosted APIs backed by real databases across 62 domains Domain-aligned document collections for retrieval-augmented, cross-source reasoning Tasks that require 3-7 step reasoning chains acros

Quick Facts

Stars68
Forks8
LanguagePython
CategoryAgent Tool
Quality Score59.841054885001/100
Open Issues8
Last Updated2026-09-22
Created2026-02-25
Platformspython
Est. Tokens~21k

Compatible Skills

These tools work well together with vakra for enhanced workflows:

  • ToolRegistry — semantic(0.22)+complementary+same_lang+similar_pop+shared_platform (53%)

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Frequently Asked Questions

What is vakra?

vakra is A Benchmark for Evaluating Multi-Hop, Multi-Source Tool-Calling in AI Agents. It is categorized as a Agent Tool with 68 GitHub stars.

What programming language is vakra written in?

vakra is primarily written in Python.

How do I install or use vakra?

You can find installation instructions and usage details in the vakra GitHub repository at github.com/IBM/vakra. The project has 68 stars and 8 forks, indicating an active community.

How this security grade is produced

Grades come from a rule-based scan built on the SlowMist agent-security taxonomy, covering 11 red-flag categories including credential harvesting, data exfiltration, and curl | sh installers. It is a first-layer scan, not a manual audit — we say so rather than overstate it.

The scale of the problem is documented independently: Liu et al. (2026), in a study of 31,132 agent skills, report that 26.1% contain security vulnerabilities. Our own full-catalog census is published as a citable open dataset.

Sources & who's responsible:

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