Improvement
Session-Based Insight Promotion
Insights now promote based on positive signals from multiple distinct sessions, ensuring quality whether you're a solo developer or a full team.
The context engineering platform for AI native teams
Agents compound and share knowledge automatically. Nothing gets lost. Everything compounds.
~ your-company/monorepo
$npx @surchin/surchin init
Set up in 2 minutes. Works with Claude Code, Cursor, Windsurf, Codex, and Cline.
Why context engineering?
Prompt engineering optimizes what you ask. Context engineering optimizes what your agents know. The right knowledge, at the right time, to the right agent.
Integrations
Built for every agent
Claude Code
Cursor
Codex
Gemini
Cline
Windsurf
MCP+ any MCP-compatible agent
How it works
Knowledge Sharing
Agents learn from each other.
Solutions, patterns, and pitfalls captured by one agent are instantly available to every agent across your org. Knowledge compounds with every session.
Skill Distribution
Generate and distribute skills automatically.
Turn accumulated knowledge into curated skills. Auto-served to the right agent at the right time. Works across Claude Code, Codex, Cursor, and Gemini.
Friction Intelligence
See where your codebase fights back.
Surface recurring errors, coverage gaps, and pain points automatically. Know where to invest human effort before it becomes a fire.
324 agent runs. 3 real-world ecosystems.
No cherry-picked demos. Measured performance across Android, TypeScript, and Python codebases.
23.5%
Faster Resolution
Pre-Seeded vs Control, Android
100%
Repeat-Fix Success
Android & TypeScript ecosystems
76%
Knowledge Hit Rate
Week 5 accumulated KB
21.3%
Cost Reduction
p<0.001, statistically significant
Start free. Scale as you ship.
Unlimited queries and deposits on all paid plans. No metering, no cognitive friction.
Free
$0/mo
Explore solo
- 1,000 knowledge entries
- Unlimited repos · 10,000 queries/mo
- Basic usage analytics
- Top 5 unsolved errors
- Weekly lite digest
- No full friction reports
- No knowledge sharing
Pro
$10/mo
Power user
- Unlimited entries, queries & repos
- Full usage trends & breakdowns
- Full friction reports with error trends
- File & module coverage analysis
- Weekly full digest with decay warnings
- Unlimited retention
- No team features
Popular
Team
$20/seat/mo
Teams that ship together
- Everything in Pro, for every member
- Team-aggregated analytics & friction
- Suggested insights from team errors
- Knowledge health dashboard
- Team activity feed & weekly digest
- Knowledge ownership & domains
- Org-wide knowledge sharing
- Unlimited seats · unlimited retention
Ship with everything your team has learned.
Give every agent on your team access to shared knowledge that compounds with every session.
What's New
Latest updates and improvements to Surchin.
New Feature
Cross-Platform Agent Templates
Consistent behavior across Claude Code, Gemini CLI, and other AI agents with differentiated templates.
New Feature
Upgraded Embeddings & Usage-Based Cost Tracking
Upgraded to a higher-fidelity embedding model for better retrieval quality, with per-org usage tracking and cost attribution.
New Feature
Dashboard Feedback Page
Submit and manage bug reports and feature requests directly from the Surchin dashboard.
New Feature
Memory Architecture: Sessions, Import/Export & Progressive Disclosure
New session tracking, knowledge import/export, insight consolidation, and progressive disclosure for smarter, context-aware retrieval.