ekkOS_™
Your AI tools don't remember anything.ekkOS changes that.
Give your AI a real brain that learns from every fix, remembers every preference, and gets smarter with every session.One memory. All your tools. Shared intelligence across Cursor, Claude Code, and VS Code.
Get Started in 3 Clicks
Install ekkos-connect for VS Code
No manual setup required • Works with Cursor, Claude Code & VS Code
Measured Impact
Real metrics from production use. Not theory—actual speedups.
Faster on recurring problems
Average speedup measured across 62 learned patterns in production
Pattern success rate
Patterns that successfully solve problems when applied
Regression reduction
Fewer repeated mistakes after first solution
Real Examples from Development
ES Module configuration errors
MCP server connection issues
Supabase timeout handling
The compound effect: Every problem solved becomes a pattern. Every pattern saves time. The more you use ekkOS, the faster you ship.
How It Works (In Plain English)
Three core capabilities that make your AI genuinely smarter over time.
One Memory, All Your Tools
Install once. Works across Cursor, Claude Code, VS Code, Windsurf, and any MCP-compatible tool. Your AI assistants share the same brain.
Learns Automatically
Every time you solve a problem, ekkOS captures it as a pattern. Next time, your AI already knows the answer.
Catches Hallucinations
Before your AI suggests something wrong, ekkOS runs a reflex check against your actual history. Grounded ✅, Speculative ⚠️, or Conflict ❌.
The Golden Loop
ekkOS runs a continuous learning cycle around every interaction
RETRIEVE
Pull relevant patterns from memory when you ask a question
APPLY
AI uses proven solutions instead of guessing
MEASURE
Did it work? Track success and failures
LEARN
Auto-forge new patterns, promote successful ones
CAPTURE
Save for next time, update confidence scores
The Key Insight
Most AI tools start from zero every session. ekkOS builds on what worked before. The more you use it, the smarter it gets.
How it works under the hood(for the technically curious)
10-Layer Memory Architecture
Industry FirstUnlike flat vector databases, ekkOS uses a structured 10-layer memory system inspired by human cognition. Each layer serves a distinct purpose—from short-term working memory to permanent directives and conflict resolution.
Working Memory
24h conversation window for immediate context
Episodic Memory
Problem-solution pairs from past interactions
Semantic Memory
Compressed knowledge extracted from conversations
Pattern Memory
Proven templates with confidence evolution
Procedural Memory
Step-by-step workflows and processes
Collective Memory
Cross-agent learning across AI models
Meta Memory
System self-awareness and performance tracking
Codebase Memory
Code understanding and semantic search
Directives
User rules (MUST/NEVER/PREFER/AVOID)
Conflicts
When directives clash—resolution logic
Why 10 layers? Because human memory isn't flat—and neither should AI memory be.Read the full technical breakdown →
Auto-Forge Guardrails
Semantic Detection
LLM-powered pattern matching, not keywords
Confidence Threshold
70%+ confidence required to create pattern
Deduplication
85% similarity = duplicate (prevented)
Daily Quota
10 new patterns max per source
Pattern Lifecycle
Draft → Candidate → Active → Retired
Success Tracking
Patterns prove themselves before promotion
The Five Verbs
Simple actions that wire your AI to the memory substrate.
The Magic Moment
Feel the difference from day one. Watch it compound over time.
Day 1: First Session
You ask:
"Set up authentication with Supabase"
Agent does the work, then ekkOS_ prompts:
"Crystallize this auth pattern?"
You say "Yes" — and that decision is now:
Part of ekkOS_Forever_Memory™
Day 2: The Magic
You ask:
"Add password reset to our auth"
Agent automatically:
- • Fetches your "supabase auth" crystallization
- • Uses it to match your existing patterns
- • Runs reflexCheck before suggesting code
"Based on 2 crystallizations and 1 pattern. No conflicts detected."
Day 30: Domain Expert
Your AI is now a domain expert:
You're shipping faster, making fewer mistakes, and spending zero time re-explaining context.
One Memory. All Tools.
Switch between IDEs, web, and CLI — your memory follows everywhere.
For Solo Developers
Stop explaining your codebase to AI every session. Stop re-debugging the same issues. Your AI remembers so you can focus on shipping.
- Never repeat yourself to AI again
- Auto-capture fixes and decisions
- Avoid past mistakes automatically
- See why suggestions were made
Your AI gets smarter every day you use it.
Your Growing Memory
For Teams
New engineer + ekkOS_ = instant team knowledge.
Shared Pattern Library
One senior crystallizes a pattern. Everyone's AI uses it instantly.
Consistent Suggestions
AI recommendations aligned with team conventions, not random Stack Overflow.
Onboarding Acceleration
New hires have access to years of institutional knowledge from day one.
Drift Detection
Analytics show when patterns diverge. Consolidate before it becomes debt.
Hallucination Buster™
Every AI suggestion verified against your actual history.
Grounded
Suggestion matches your crystallizations and patterns. Safe to use.
Speculative
No prior evidence in your memory. Proceed with caution and verify.
Conflict
Contradicts a past decision. ekkOS_ shows you what and why.
The reflexCheck API compares proposed answers against crystallizations, patterns, and collective memory — returning support scores, evidence, and conflicts in real-time.
Not Just Another Vector DB
ekkOS is different from traditional RAG or vector stores
Traditional RAG
- Static embeddings that never improve
- Keyword similarity matching
- No success tracking or feedback
- Manual curation required
- Same results every time
- No understanding of outcomes
ekkOS
- Self-improving patterns that evolve
- Semantic understanding with context
- Success rate evolution from usage
- Auto-forge from real interactions
- Gets smarter with every use
- Tied to real outcomes, not just similarity
Living Memory, Not Static Storage
ekkOS builds living memory around your actual workflow, tied to real outcomes. It's not just storage—it's memory infrastructure that learns from success and failure.
Traditional vector databases give you the same answer every time.ekkOS gives you the right answer, learned from what actually worked.
Simple, Transparent Pricing
Start free. Scale as your memory grows.
Echo
Start learning immediately—see the difference on day one
- Cross-platform memory (Cursor, Claude Code, VS Code)
- Auto-forge patterns (10/day limit)
- Hallucination Buster™ (100 checks/month)
- 1 active workspace
- 100 ekkos / month
- 50 crystallizations
- 30-day retention
- Community support
Resonance
Faster learning, deeper memory—for developers who ship daily
- Unlimited cross-platform memory
- Unlimited auto-forge patterns
- Unlimited Hallucination Buster™ checks
- ekkOS_Forever_Memory™
- Unlimited IDE connections
- Pattern insights dashboard
- Collective Memory access
- API access
- Priority support
Harmony
Shared intelligence across your team—compound learning at scale
- Everything in Pro
- Shared pattern library across team
- Team memory spaces with role-awareness
- Team analytics & drift detection
- Collaborative pattern curation
- Admin controls & permissions
- SSO (Google, GitHub, SAML)
- Audit logs
- Custom retention policies
Enterprise
Self-hosted & compliance-ready
- Everything in Harmony
- Self-hosted / VPC deployment
- SOC2, HIPAA compliance
- Custom data residency
- Dedicated CSM
- Custom integrations
- SLA guarantees
Ready to give your AI a memory?
Install in under 2 minutes. Free forever on the Echo plan.
No credit card required. Works with Cursor, Claude Code, VS Code, and more.