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Search2o vs Stacktrace

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

Search2o compared with Stacktrace
DetailSearch2o logo Search2oStacktrace logo Stacktrace
What it doesA platform to build, run, and use AI microagents through search Real-time steering and guardrails for AI agents
StageMVP Not given
FoundedNot given Not given
Based inUS Not given
Pricing modelFree trial Freemium
PricingThe agent server is free and source available with no license fee. Search2o Cloud is free during the beta period. Production pricing will include a platform fee, developer fee, storage fee, and usage fee with no per-user charges. Paid service planned for January 2027. Team: Free per organization, unlimited users, 200 session-hours per month. Enterprise and Gateway: Custom pricing, billed annually.
Key features
  • Built-in agent discovery and multi-agent conversations
  • Agent framework to define and publish agents
  • Encrypted conversations and memories by default
  • Multi-user access with four roles plus service accounts
  • Human-in-the-loop controls for critical actions
  • Stateless horizontally scalable architecture
  • Environment profiles for dev and prod
  • Source available server and UI
  • Reads every tool call agents make and blocks unsafe ones before they run
  • Catches stalled and runaway sessions while they run
  • Steers agents back when they go past what was asked
  • Tracks every session's tokens against usual usage
  • Stops credential and data leaks before they leave the machine
  • Inventories all agents, MCP servers and skills in use
  • Blocks dangerous calls before they run in agent hooks and at the gateway
  • Sends every finding to Slack, webhook or SIEM
  • Verifies each agent's identity before access
  • Keeps audit-grade masked records of every action and decision
What makes it different
  • Search that retrieves and runs AI workflows instead of matching documents
  • Agents that combine deterministic workflows with LLM-driven reasoning
  • Hybrid cloud architecture requiring only stateless servers in your environment
  • No per-user licensing, pay only for developers, storage and usage
  • Enterprise-grade reliability and security standards
  • Works with Claude Code, Codex, Cursor, Devin and more
  • Runs on your machines, gateways and in the cloud
  • Active steering corrects or stops drifting runs
  • One policy applied across all MCP servers, plugins and skills
  • Continuously monitors components for known vulnerabilities
Community votes00
DR (Domain Rating by Ahrefs)2 −1 (down) since last check3 +2 (up) since last check
Trust Flow (Majestic)013
Citation Flow (Majestic)2425
Referring domains (Majestic)1223

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