What is P2Predict?
P2Predict is a MCP server by ahmed-khalil-hafsi that local price benchmarking trained on your purchasing history: predict part costs, attribute them to spec and supplier drivers and get a likely price range. It is listed under Cloud & infra and has 2 GitHub stars.
| Type | Mcp server |
|---|---|
| Author | ahmed-khalil-hafsi |
| Repository | ahmed-khalil-hafsi/P2Predict |
| Popularity | 2 GitHub stars |
| Category | Cloud & infra |
| Security | Low risk (96/100) |
| Rank | #2,913 of 4,418 MCP servers; #171 in Cloud & infra |
| Last commit | 2026-10-17 |
| Runs | Locally |
| Language | Python |
| Platforms | macOS, Windows, Linux |
Is P2Predict safe to install?
P2Predict scores 96/100 on the MCPMods security check: Low risk. No checks raised a concern. It passed 5 of 6 checks.
MCP server results come from listing signals: who publishes it, where your data goes and what it can do. The code itself is not scanned yet.
| Check | Result |
|---|---|
| Community-built server | Note |
| Runs on your machine only | Pass |
| No credentials mentioned | Pass |
| Read-only by description | Pass |
| No code execution | Pass |
| Source on GitHub | Pass |
How do I install P2Predict?
- Find the launch command. The README says how the server starts (npx, uvx, docker or a remote URL) and which API keys it needs.
https://github.com/ahmed-khalil-hafsi/P2Predict
- Add it to Claude Code. Replace the part after -- with the command from the README. Remote servers use --transport http with a URL.
claude mcp add p2predict -- <command from README> claude mcp add --transport http p2predict <server-url>
- Check it connected. This lists your MCP servers and their status.
claude mcp list
Or ask Claude to set it up
Paste this into Claude Code and it installs P2Predict for you:
Add the "P2Predict" MCP server from https://github.com/ahmed-khalil-hafsi/P2Predict to Claude Code. Read its README for the launch command and any API keys I need, run claude mcp add, then check that it connects.