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ShardStitch vs Defog

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

ShardStitch compared with Defog
DetailShardStitch logo ShardStitchDefog logo Defog
What it doesLocal-first AI coding memory and recovery for Claude, Cursor, Codex, Gemini, and more AI data analyst for enterprise data analysis
StageNot given Not given
FoundedNot given Not given
Based inNot given Not given
Pricing modelPaid Not given
Pricing$49 one-time lifetime license, no subscription or recurring fees, Windows/macOS/Linux desktop apps included Enterprise (Cloud Hosted): $5,000/month with 20,000+ queries/month, one-click Docker deployment, SSO authentication, custom AI tools, white glove onboarding, priority support, up to 200 queries/minute, and SLA/MSA/DPA available. Enterprise (Self-hosted): Annual commitment required, includes everythi
Key features
  • Session recovery across 31 AI coding tools including Claude, Cursor, Codex, Gemini, Cline, Devin, Windsurf, and more
  • Git-aware state tracking with branch, diff, changed files, and recent commits
  • Dependency graph showing file relationships and god-node detection
  • 49 MCP tools callable directly from Claude Code, Cursor, Devin, and Windsurf
  • Session Vault for local recovery history after crashes and outages
  • Zero telemetry with local recovery and optional explicit exports only
  • Hivy on-device intelligence for context trimming and drift detection
  • Windows, macOS, and Linux desktop apps with CLI and VS Code/Cursor extension
  • Council 12-agent review layer for risky handoffs to surface stale assumptions
  • Support for Postgres, Snowflake, SQL Server, MySQL and other structured databases
  • Connect SaaS tools and ask questions across multiple sources
  • Import and work with CSV and Excel files
  • Auto-visualization and result saving
  • Desktop app, Slack bot, Docker deployment and cloud marketplace options
  • Deterministic security filters against prompt injections
  • Self-hostable on own infrastructure
  • Learn from feedback and adapt responses
  • Multi-step reasoning for complex questions
  • Statistical analysis and custom analysis tools
What makes it different
  • Recovers from disk state without needing the old session alive, unlike transcript-based approaches
  • Works after the session ends or is locked out, unlike /compact or /handoff skills
  • Formats for 31 AI tools instead of locking you into one platform
  • Local-first with zero telemetry and no cloud sync unless explicitly configured
  • Powered by SQLCoder, the most accurate text-to-SQL model
  • Data never leaves your servers with privacy-first design
  • Consistently deterministic results for the same question
  • Learns and adapts to user feedback in real-time
  • Deploy in 5 minutes with multiple deployment options
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)8 no change since last check60 no change since last check
Trust Flow (Majestic)510
Citation Flow (Majestic)2033
Referring domains (Majestic)24319

4 details filled in for both companies.

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