Deep Dive

Full-Spectrum Capabilities. Zero Compromise.

Every feature designed for one purpose: make your AI agents impossibly smart about your codebase.

All Core Capabilities

🧠 Memory Core

The foundation of intelligent recall. Every observation is classified, indexed, and instantly retrievable.

  • β†’Semantic memory search with relevance scoring
  • β†’Auto-conflict detection before saving
  • β†’Bulk observation capture (up to 10 at once)
  • β†’Full project context dump β€” tech stack, hot files, activity
  • β†’Critical warning and gotcha retrieval
  • β†’Convention and pattern surfacing
  • β†’Project brief generation β€” language, framework, architecture
  • β†’Memory health statistics and session tracking
  • β†’Full-text search across all observations
  • β†’Observation forgetting for outdated knowledge
  • β†’Duplicate detection with similarity scoring
  • β†’Smart save β€” detect + resolve + store in one action
  • β†’Active file-aware context routing

πŸ•ΈοΈ Knowledge Graph

Entity-relationship mapping that understands how your code connects.

  • β†’Graph node creation for code entities
  • β†’Entity relationship mapping (directional links)
  • β†’Observation enrichment on existing entities
  • β†’O(1) instant node retrieval by name

πŸ” Code Intelligence

Offline semantic code search, real-time diagnostics, and safe structural edits.

  • β†’Offline ONNX-powered semantic code search
  • β†’Vector codebase indexing (384-dim embeddings)
  • β†’Safe AST-aware block replacement
  • β†’Regex symbol search across project directories
  • β†’Real-time compiler and linter diagnostics
  • β†’Uncommitted diff synchronization
  • β†’Line-range file reading for context preservation
  • β†’Project-wide scan with progress tracking

πŸ“Š Analytics & Briefings

Know exactly how your agents are doing. Auto-generated reports, zero effort.

  • β†’Auto-generated daily activity briefings
  • β†’Agent capability utilization metrics
  • β†’Session activity and efficiency tracking

🌍 Global & Cross-Project

Knowledge that transcends a single project. Universal intelligence across your entire codebase.

  • β†’Cross-project knowledge sharing
  • β†’Global semantic recall across all projects
  • β†’Permanent observation pinning (bookmarks)
  • β†’Bookmarked observation retrieval
  • β†’Local git tree awareness (branch, commits, diffs)

πŸ› οΈ Utilities & Safety

Backup, rollback, free AI offloading, and external documentation β€” all built in.

  • β†’Instant memory snapshots (local backups)
  • β†’Checkpoint listing and rollback
  • β†’Free LLM reasoning offload ($0 AI thinking)
  • β†’Free code analysis via cloud models ($0)
  • β†’External documentation resolution
  • β†’Up-to-date library docs fetching
  • β†’Auto-skill compilation from patterns
  • β†’Skill enable/disable management
  • β†’Automated memory compaction (old β†’ summaries)

Observation Engineβ„’

9 Semantic Categories. Zero-Cost Classification.

πŸ”„

what-changed

Tracks file modifications and refactors

πŸ›

problem-fix

Error→fix pairs for instant recall

⚠️

gotcha

Critical warnings β€” never auto-pruned

πŸ“

decision

Architecture and design choices

βš–οΈ

trade-off

Documented compromises and rationale

πŸ”¬

how-it-works

System behavior and internals

πŸ“

convention

Project coding standards

πŸ’‘

discovery

New patterns and insights

πŸ”§

tool-pattern

Recurring tool usage workflows

Intelligence Cortex

18+ Self-Learning Modules

Pattern Detection EngineError→Fix Pair CompilerGotcha Promotion SystemAuto-Skill GeneratorCo-Change DetectorHot File TrackerContext Budget OptimizerSelf-Correction LoopSemantic Code IndexerDaily Intelligence BriefingsAgent Efficiency AnalyzerGlobal Memory NetworkObservation Pinning SystemGit Context IntegratorMemory Backup & RestoreFree AI Reasoning OffloadExternal Docs BridgeSkill Toggle Manager