How Polaris compares
Most AI coding session tools are built for one developer replaying their own work. Polaris is the live, shared layer your whole team works in — and the memory that outlasts the session.
| Capability | Polaris Live team layer | AgentReplayShareable replays | SessionForgeRemote sessions | vibe-replayReplay + analytics | LonghouseMission control | MantraSession manager | claude-devtoolsSession inspector | SessionBaseSave & share |
|---|---|---|---|---|---|---|---|---|
| Record & replay | ||||||||
| Captures prompts, responses & tool calls | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
| Replay & audit after the fact | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
| Shareable session links | via Slack | Yes | No | Yes | No | No | No | Yes |
| Multi-tool (Claude Code + Cursor + more) | Claude Code | Yes | Claude Code | Yes | Claude Code | Yes | Claude Code | Claude Code |
| Analytics & cost tracking | No | No | Metrics | Yes | No | Yes | No | No |
| Cross-session search | Yes | No | No | No | No | Yes | Yes | No |
| Team collaboration | ||||||||
| Built for teams, not just solo | Yes | No | Yes | No | No | No | No | Yes |
| Team dashboard & RBAC | Yes | No | Yes | No | No | No | No | No |
| Attach session trace to a PR | Yes | Yes | No | Yes | No | No | No | Yes |
| Live multiplayer | ||||||||
| Real-time streaming to your team | Yes | No | Terminal | No | No | No | No | No |
| Slack-native — no new app to learn | Yes | No | No | No | No | No | No | No |
| Pull a teammate into a live session | Yes | No | No | No | No | No | No | No |
| Redirect the agent mid-session | Yes | No | No | No | No | No | No | No |
| Cross-agent shared context | Yes | No | No | No | No | No | No | No |
| Team-wide searchable memory | Yes | No | No | No | No | No | No | No |
| Open source | Yes | Yes | No | No | No | No | Yes | No |
How to read this: every tool in this table is good at recording and replaying sessions. Where they differ is what happens during the session and across the team. Polaris streams every session to Slack as it happens, lets anyone step in to advise or redirect the agent, and keeps the full history as searchable team memory. We don't do analytics or cost tracking yet — use vibe-replay or Mantra for that today.