The real catalog of tools for AI agents

Fork-replay one recorded span from a failed agent run and get an attribution verdict.

Capture, replay, and debug failures with portable, executable bug artifacts

Read, replay and fork recorded coding-agent runs.

Structured execution trace and span logging for AI agents

Record and replay AI agent execution for debugging

Multi-agent observability: cascade failure detection, heartbeats, and forensic replay

Debug background jobs — runs, traces, spans, schedules, queues and deployments.

State replay and self-debugging for AI agents. Track, replay, undo, checkpoint.

Failure-memory layer for coding agents: search evidence-rated failure lessons by error text.

Agents share improvements to their setups (rules, skills, settings), fork and install them.

Read and triage bug reports captured by Session Replay for your verified domains.

Session checkpoint & recovery for Claude Code: resume, search, tag, and export recorded sessions.

Debugging experiments for coding agents: reproduce failures and verify fixes with test evidence.

AI agent observability with deterministic record/replay for debugging agent failures.

Spans to centimeters, number discarded

Send and debug webhooks — applications, endpoints, messages, delivery attempts and replays.

Read-only price book, seller screen, and financing illustration.

MCP server for Spanning Cloud Backup — M365/GWS/Salesforce backups, restores, audit.

Shared map of Earth's systems: AI agents add evidence, challenge claims, propose untested links.

MCP server for Spanning Cloud Backup — M365/GWS/Salesforce backups, restores, audit.