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Vinv vs Oqoqo

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

Vinv compared with Oqoqo
DetailVinv logo VinvOqoqo logo Oqoqo
What it doesTools and algorithms for AI agents to test, fix and optimize your codebase The easiest way to build evals and custom benchmarks for real-world agentic tasks
StageNot given Not given
FoundedNot given Not given
Based inNot given US
Pricing modelFree Freemium
PricingVinv is free and open source under the Apache 2.0 license. Free: 100 plan runs per month, $0/month. Pro: 300 plan runs per month, $20/month ($0.067 per run). Ultra: 1,000 plan runs per month, $60/month ($0.06 per run). Top-ups available: 25 runs for $5, 100 runs for $15, 300 runs for $40, 1,000 runs for $120.
Key features
  • Acceptance test verification before fix deployment
  • One-click revert of all changes from a failed fix attempt
  • Compare treatments (toolsets including skills, MCP servers, CLIs, SDKs)
  • Build and version private benchmarks in plain language
What makes it different
  • Provides real runtime evidence to AI agents instead of requiring them to guess or generate test cases
  • Runs completely locally with zero code changes needed to the codebase
  • Proves fixes work by re-executing against acceptance tests the agent never sees
  • Works with any AI coding agent without requiring new subscriptions or API keys
  • Uses published scientific methods for each decision, with full math and attribution transparency
  • Full trajectory visibility showing every step agents took, where they got stuck, and detailed friction analysis
  • Compare multiple agents, models, and toolsets simultaneously on identical tasks with one experiment grid
  • Managed cloud infrastructure handling durable workflows while you control your own model costs
Community votes00
DR (Domain Rating by Ahrefs)18 +4 (up) since last check13 no change since last check
Trust Flow (Majestic)07
Citation Flow (Majestic)1328
Referring domains (Majestic)39130

5 details filled in for both companies.

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