The real catalog of tools for AI agents

Read a tool-call log from an AI agent run and see which calls failed, looped or were slow.

Authenticated LLM Traced Agent

Authenticated MCP Traced Agent

Step-by-step observability for MCP agent workflows

Cloudflare Workers MCP server: agent-trace-auditor

Structured execution trace and span logging for AI agents

Query OpenTelemetry traces from agent runs through MCP.

Checks agent traces for evidence-readiness: verifies evidence is present, not that it is true.

Tamper-evident proof creation and verification for AI agents via MCP, A2A, and REST.

Traced OpenAI LangChain Agent

Open-source agent that observes and fixes your application. Query logs, traces, metrics, incidents.

LLM Orchestration Traced Agent

Structured Output MCP Traced Agent

Read local agent-run JSONL traces through MCP for failures, approvals, and run comparisons.

Monitoring for small teams. Logs, traces, metrics, live issue tracking, API/MCP uptime.

Trace, evaluate, and optimize your LLM, RAG, and agent apps with Noveum observability.

Traced LLM Proxy

EU AI Act and GDPR checks with sources: classify an AI system, trace each duty, find the supervisor.

PDF engagement layer for apps and agents: tracking links, read analytics, and a full PDF toolset.

SIP/VoIP/telecom grounding for AI agents: vendor docs, RFCs, STIR/SHAKEN, traces, configs.