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SeeRepo vs ProtocolProbe

A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.

SeeRepo compared with ProtocolProbe
DetailSeeRepo logo SeeRepoProtocolProbe logo ProtocolProbe
What it doesNever code blind again Free directory of MCP server facts with checked information from public records
StageNot given Not given
FoundedNot given Not given
Based inUS Not given
Pricing modelFreemium Free
PricingNot given Not given
Key features
  • Visualizes entire repository as an interactive map of nested modules
  • Automatically updates with every push to tracked branches
  • Identifies changes made by people versus AI agents
  • Works with public and private repositories via GitHub authentication
  • Generates complete repository map in approximately 20 seconds
  • Integrates with AI agents through MCP and API
  • Team sharing with unlimited collaborators at no extra cost
  • Read-only access that never stores or trains on code
  • Public or private map sharing with code never exposed
  • Free JSON API with no authentication required
  • Server search and filtering by name and description
  • Rankings by downloads, stars and record checks
  • Server comparison and topic filtering
  • Self-test command for your own server
  • Record checks with badge for README
  • Corrections log tracking fact updates
  • CC BY 4.0 licensed data export
  • Change tracking for registry updates
  • Allowlist export for company filtering
What makes it different
  • Visualize entire codebases as interactive maps to maintain control during AI-assisted development
  • Distinguish human-written code from AI-generated code through commit signatures
  • Free access to public repositories with no account required
  • Integration with AI agents like Claude Code and Cursor through standard APIs
  • Automatic updates synchronized with every code push
  • Scheduled re-checking of all facts on a regular basis, unlike the official registry which only checks on publication
  • Every fact shown with its source and the date checked
  • No ads, sponsors or paid placements; income never changes listings or rankings
  • Corrections publicly logged and requests always answered with reasoning
  • Open API accessible to everyone without authentication key
Free planNot given Not given
Open sourceNot given Not given
PlatformsNot given Not given
Public APINot given Not given
Community votes00
DR (Domain Rating by Ahrefs)Not checked yet no change since last checkNot checked yet no change since last check
Trust Flow (Majestic)33
Citation Flow (Majestic)1022
Referring domains (Majestic)17

4 details filled in for both companies.

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