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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 | redis-vl-python | python-utcp |
|---|---|---|
| Risk grade | CC · Moderate 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 27, 2026. Our opinion, not a code audit or security guarantee. |
| Type | App connector | App connector |
| Est. context load | ~500 tokens / turn (~3 tool schemas, 0.25% of 200k context) | ~850 tokens / turn (~5 tool schemas, 0.43% of 200k context) |
| GitHub stars | 432 | 653 |
| Weekly npm downloads | — | — |
| Local files | No local folder access noted | No local folder access noted |
| Command execution | Runs shell or system commands | No shell command runner noted |
| Network reach | Connects to outside service API | Connects to outside service API |
| Credentials | No API token required | Requires API key or token |
| Package source | GitHub (redis/redis-vl-python) | GitHub (universal-tool-calling-protocol/python-utcp) |
| Install command | Source repo only | Source repo only |
| Bottom line | redis-vl-python is distributed via GitHub (redis/redis-vl-python); review its source code, dependencies, and requested permissions before use. | Python-utcp itself is just a tool—the real risk is misconfiguration or trusting the agent with APIs it should not have access to; always limit what credentials and endpoints you give it. |
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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