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act101 vs FixBugs

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

act101 compared with FixBugs
Detailact101 logo act101FixBugs logo FixBugs
What it doesQuality infrastructure for AI-written code with deterministic refactoring and a merge gate AI debugging for modern engineering teams
StageStartup Startup
Founded2026 2025
Based inUS US
Pricing modelFreemium Freemium
PricingBuilder Edition: Free forever for personal, non-commercial, and open-source use. Engineering Edition: $29/month or $299/year (save 14%). Architecture Edition: $59/month or $599/year (save 15%). Elite Edition: $99/month or $999/year (save 16%). Enterprise: Custom pricing, contact sales. All editions Free Trial: 3 bug fixes per month. Pro: $33/month for 15 bug fixes per month (or $24.75/month billed as $297/year with annual discount). Super User: $60/month for 30 bug fixes per month (or $45/month billed as $540/year with annual discount). Enterprise: Custom pricing with custom bug fix volume.
Key features
  • 182 AST-aware refactor operations for code transformation
  • 42 codebase analyzers for code analysis
  • Support for 163 programming grammars
  • Deterministic merge gate with signed receipts
  • MCP server and CLI interfaces
  • Cross-file import updates and automatic checkpointing
  • 10 cross-language porting operations
  • Instant undo for all operations
  • ~88% token savings on query operations
  • Native binary with zero dependencies and no supply chain risk
  • Automated alert triage from monitoring stack
  • Root cause analysis across distributed systems
  • Issue reproduction in controlled environment
  • Validated fix generation with test cases
  • VS Code extension for local debugging
  • GitHub App for automated analysis
  • Self-hosted deployment option
  • Integration with logs, traces, metrics and alerts
  • Visible reasoning chain for every fix
  • Triage sessions shareable and reloadable
What makes it different
  • Deterministic verdicts and signed receipts for every code change ensure reproducible quality gates
  • Built by engineer with decades of production experience in correctness-critical domains
  • Validation-first approach with reproduction tests and regression verification
  • Built specifically for debugging existing bugs, not writing new code
  • Handles complex distributed systems with stateful, auditable workflows
  • No hard upper limit on context, processes automated log and trace ingestion
  • Local deployment keeps code on user's machine
Community votes00
DR (Domain Rating by Ahrefs)27 no change since last check36 no change since last check
Trust Flow (Majestic)80
Citation Flow (Majestic)3113
Referring domains (Majestic)18273

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