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past.dev vs MachinaOS

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

past.dev compared with MachinaOS
Detailpast.dev logo past.devMachinaOS logo MachinaOS
What it doesMemory for AI agents Local-first orchestration layer that converts natural language goals into validated plans, policy checks, and real tool execution
StageNot given Startup
FoundedNot given 2025
Based inNot given Not given
Pricing modelNot given Not given
PricingNot given Free: $0 with single local runtime, core tool registry, session memory, demo mode. Intelligence: $49/month with multi-agent delegation, Visual Workflow Studio, Security Center, MCP protocol, 7 LLM providers, native desktop app. Enterprise: custom pricing with distributed agent mesh, security policy
Key features
  • Ingest timestamped text
  • Recall with ranked documents
  • Dated evidence and sources
  • Audience-based access control
  • Query past dates
  • Deletion and data removal
  • SOC 2 Type II certified
  • Self-hosting option
  • MCP server integration
  • Visual Workflow Studio with drag-and-drop pipeline canvas
  • Natural language chain generation from plain English descriptions
  • Step-by-step debugger with real-time node animation
  • Policy gates and human approval for destructive operations
  • Multi-agent delegation with consensus workflows
  • AES-256-GCM encrypted secrets vault
  • Support for 7 LLM providers including Ollama
  • Immutable SOC 2-style audit log with SHA-256 hash chains
What makes it different
  • Maintains history of fact changes with dates
  • Returns current facts not similarity-ranked text
  • Verifiable with source attribution
  • Works at scale with minimal accuracy loss
  • Fully local execution with no cloud infrastructure dependency required
  • Human-in-the-loop approval system for governance and risk mitigation
  • Native desktop application with bundled runtime and zero prerequisites
  • Visual pipeline design without code required
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)1 +1 (up) since last check20 +15 (up) since last check
Trust Flow (Majestic)01
Citation Flow (Majestic)1923
Referring domains (Majestic)863

3 details filled in for both companies.

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