Compare two AI tools side by side
Put any two skills or MCP servers next to each other: risk grade, what each can access, how popular it is, and how to install it.
| What | reflect | claude-reflect |
|---|---|---|
| Risk grade | DD · High risk signals Based on public adoption and transparency signals as of Oct 19, 2026. Our opinion, not a code audit or security guarantee. | CC · Moderate risk signals Based on public adoption and transparency signals as of Oct 17, 2026. Our opinion, not a code audit or security guarantee. |
| Type | AI agent skill | AI agent skill |
| Est. context load | ~65 tokens idle · ~1.2k tokens when active (on-demand skill) | ~64 tokens idle · ~450 tokens when active (on-demand skill) |
| GitHub stars | 20 | 1.9k |
| Weekly npm downloads | — | — |
| Local files | No local folder access noted | Reads & writes local folders |
| Command execution | No shell command runner noted | No shell command runner noted |
| Network reach | Local or standard API calls | Local or standard API calls |
| Credentials | No API token required | No API token required |
| Package source | GitHub (o11y-dev/reflect) | GitHub (BayramAnnakov/claude-reflect) |
| Install command | Source repo only | Source repo only |
| Bottom line | Signal-based grade (1/7 points): public source code. This reflects adoption and transparency, not a code review. | Use this skill only with your own feedback and keep your local files secure, since stored preferences can permanently steer Claude's responses. |
Based on public adoption and transparency signals as of Oct 28, 2026. Our opinion, not a code audit or security guarantee.
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