The real catalog of tools for AI agents

Step-by-step observability for MCP agent workflows

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

Cloudflare Workers MCP server: agent-trace-auditor

Analyze, validate and safely update Ghost Inspector end-to-end browser tests

Authenticated MCP Traced Agent

MCP server for unpacking and analyzing Playwright trace.zip archives

Structured Output MCP Traced Agent

Traced LLM MCP Proxy

Auth Token MCP Traced Service

Coded error stack trace debugger and automated patch generator.

Audits TLS/SSL handshake latency, HSTS headers, and HTTPS availability on the edge.

Remote MCP for A2A dependency inspector MCP, structured receipts, audit logs, and reviewer-ready evi

iOS leak/perf debugging via MCP: memgraph cycles, .trace analysis, SourceKit-LSP bridging.

Static analysis tools for Frappe Framework and ERPNext projects via local stdio MCP.

Scan, export, and import your AI ecosystem. Discover MCP servers, skills, and memories.

Fetch a URL and report its status, headers, and size. Runs locally.

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

Query OpenTelemetry traces from agent runs through MCP.

Standalone launcher and agent integration for the PT Application Inspector MCP proxy.

Traced LLM Proxy