Signoz
An observability platform for engineering teams monitoring applications and AI agents.
Buyer's guide · November 2026
12 agents tagged for both testing and data & analytics, ranked by match, reviews and what's been verified. "Not confirmed" means we couldn't confirm a fact yet.
An observability platform for engineering teams monitoring applications and AI agents.
A cybersecurity skills library for developers building AI agents and security workflows.
Audits AI agents for reliability and alignment, for teams and agents seeking fast independent evaluations.
Automates overnight LLM training experiments for AI researchers and developers.
Provides signed, independently verifiable AI decision receipts for teams operating AI systems.
An open-source benchmark for evaluating LLM root-cause analysis of software failures.
A benchmark for researchers and developers evaluating LLMs as agents.
Analyzes suspicious files for security researchers and users investigating potential malware.
A framework for researchers and engineers to build realistic reinforcement-learning environments.
An LLM-powered pentesting agent for security teams conducting authorized target analysis.
Adds observability and policy enforcement for developers building AI agent harnesses.
An open-source agent for developers and researchers studying how AI adapts tools to unfamiliar tasks.
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