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 | claude-scholar | scholar-sidekick-mcp |
|---|---|---|
| Risk grade | BB · Some risk signals Based on public adoption and transparency signals as of Oct 21, 2026. Our opinion, not a code audit or security guarantee. | DD · High risk signals Based on public adoption and transparency signals as of Oct 22, 2026. Our opinion, not a code audit or security guarantee. |
| Type | App connector | App connector |
| Est. context load | ~900 tokens / turn (~5 tool schemas, 0.45% of 200k context) | ~550 tokens / turn (~3 tool schemas, 0.27% of 200k context) |
| GitHub stars | 5.9k | 11 |
| Weekly npm downloads | — | 443 |
| Local files | No local folder access noted | No local folder access noted |
| Command execution | No shell command runner noted | Runs shell or system commands |
| Network reach | Connects to outside service API | Connects to outside service API |
| Credentials | No API token required | No API token required |
| Package source | GitHub (Galaxy-Dawn/claude-scholar) | npm (scholar-sidekick-mcp) |
| Install command | Source repo only | npx -y scholar-sidekick-mcp |
| Bottom line | Only use claude-scholar with non-sensitive research and code; never process confidential data, unpublished findings, or proprietary information. | scholar-sidekick-mcp is distributed via npm (scholar-sidekick-mcp); review its source code, dependencies, and requested permissions before use. |
Based on public adoption and transparency signals as of Oct 29, 2026. Our opinion, not a code audit or security guarantee.
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