--- name: openyantra version: 6.1.0 description: > Implements OpenYantra v6.1.0 -- The Sacred Memory Machine -- persistent, structured, human-readable memory for personal agentic AI, inspired by Chitragupta (the Hindu God of Data). Uses open-standard .ods files, SQLite WAL operational backend, Chitragupta/LedgerAgent single-writer, VidyaKosha hybrid semantic search, Inbox quick capture, Morning Briefing, Copy Context, Desktop HUD (Cmd+Shift+Y), 1-Click MCP auto-setup, Nidra sleep consolidation, and bi-directional Obsidian vault sync. Use whenever the user wants an AI agent to remember things across sessions, building agentic tools needing persistent context, setting up memory for OpenClaw / LangChain / AutoGen / CrewAI, or saying "the AI keeps forgetting", "I have to repeat myself", "how do I give my agent memory". --- # OpenYantra v6.1.0 -- The Sacred Memory Machine > *Inspired by Chitragupta, the Hindu God of Data* --- ## Sanskrit Reference | Sanskrit | English | Component | |---|---|---| | Chitragupta | LedgerAgent | Sole writer | | Agrasandhanī | Ledger | Audit trail | | Chitrapat | Memory file | `chitrapat.ods` | | Karma-Lekha | WriteRequest | Write to Chitragupta | | Sanchitta | WriteQueue | Crash-safe queue | | Setu | SyncEngine | SQLite-to-ODS bridge (v4.1) | | Smarana | Session Load | Load at session start | | Anishtha | Open Loops | Unresolved threads | | Mudra | Signature | SHA-256 seal | | Vivada | Conflict | Escalated to user | | Dharma-Adesh | User Override | User always wins | | VidyaKosha | Sidecar Index | Semantic search | | Pratibimba | Snapshot | Per-agent frozen index | | Avagraha | Inbox | Quick capture | | Sanshodhan | Corrections | Pending edits | --- ## Quick Start ```python from openyantra import OpenYantra oy = OpenYantra("~/openyantra/chitrapat.ods", agent_name="Claude") oy.bootstrap(user_name="Revanth", occupation="Filmmaker", location="Hyderabad, IN") # Smarana -- inject into system prompt print(oy.build_system_prompt_block()) # Writes via Chitragupta oy.add_project("My Film", domain="Creative", status="Active", priority="High", next_step="Write act 2", importance=9) oy.flush_open_loop("3-act vs 5-act", "Undecided", "High", ttl_days=30) # Quick capture (Inbox) oy.inbox("Priya mentioned budget revision needed") # Copy context for web AI tools md = oy.build_context_markdown() # Semantic search (VidyaKosha) results = oy.search("screenplay structure decisions") # Session end oy.log_session(topics=["screenplay"], decisions=["Use 3-act"]) ``` --- ## CLI ```bash # Install curl -sSL https://raw.githubusercontent.com/revanthlevaka/OpenYantra/main/install.sh | bash # Daily commands yantra bootstrap # interview-based cold start yantra morning # daily brief -- auto-runs on first command yantra ui # browser dashboard -> http://localhost:7331 yantra inbox "text" # quick capture yantra context # copy memory to clipboard, paste into any AI yantra health # system status yantra loops # list open loops yantra corrections # list and apply pending corrections yantra sync # import ODS edits back to SQLite yantra stats # memory growth analytics ``` --- ## 14-Sheet Schema | Sheet | Sanskrit | English | Load timing | |---|---|---|---| | `👤 Identity` | Svarupa | Identity | Session start | | `🎯 Goals` | Sankalpa | Goals | Session start | | `🚀 Projects` | Karma | Projects | Session start | | `👥 People` | Sambandha | People | On person mention | | `💡 Preferences` | Ruchi | Preferences | Before recommendations | | `🧠 Beliefs` | Vishwas | Beliefs | Before advice | | `✅ Tasks` | Kartavya | Tasks | Session start | | `🔓 Open Loops` | Anishtha | Open Loops | **Session start -- critical** | | `📅 Session Log` | Dinacharya | Session Log | On-demand | | `⚙️ Agent Config` | Niyama | Agent Config | Session start | | `📒 Agrasandhanī` | Agrasandhanī | Ledger | Read-only audit | | `📥 Inbox` | Avagraha | Inbox | Check count at start | | `✏️ Corrections` | Sanshodhan | Corrections | Check count at start | | `🔒 Quarantine` | Nirodh | Quarantine | Security review | Universal columns: `Confidence` · `Source` · `Last Updated` · `Importance` (1-10) --- ## v4.1 Architecture: SQLite + ODS ``` Agent -> WriteRequest -> Chitragupta (LedgerAgent) | Raksha security scan | Admission gate + validate | SHA-256 Mudra seal | SQLite WAL write (2ms) | Ledger audit log | Async ODS export (atomic) | VidyaKosha index sync SQLite = operational source of truth (fast reads/writes) ODS = human-readable canonical export (open in LibreOffice) Sync = bidirectional: yantra sync imports ODS edits back ``` **Performance (Round 5 measured):** - SQLite WAL write: 2ms flat at any row count - ODS export: 78ms@200 rows, 366ms@1000 rows (off hot path) - Concurrent reads: portalocker prevents file corruption - Write idempotency: request_id dedup prevents double-writes --- ## Session Load (Smarana) ``` 1. LOAD Identity, Agent Config 2. LOAD Projects (Active), Open Loops (Unresolved, top 15 by Importance) 3. LOAD Goals (Active), Tasks (Pending) 4. CHECK Inbox count, Corrections pending 5. take_pratibimba() if per-session mode ``` ### System Prompt Block ``` [OPENYANTRA CONTEXT -- v6.2.0 | Chitragupta-secured] User: {Name} | {Occupation} | {Location} Active Projects (Karma): {Project} -> {NextStep} Open Loops (Anishtha, top 15): [{Priority}] {Topic} -- {Context} Goals (Sankalpa): {Goal} Tasks (Kartavya): {Task} Alerts: 📥 {N} unrouted · ✏️ {N} corrections pending Agent Instructions (Niyama): {Instruction} [/OPENYANTRA CONTEXT] ``` --- ## Session End ``` 1. FLUSH Anishtha -> flush_open_loop() 2. WRITE Dinacharya -> log_session() 3. UPDATE changed facts -> request_write() 4. RESOLVE closed loops -> resolve_open_loop() 5. RELEASE Pratibimba -> release_pratibimba() ``` --- ## VidyaKosha Search ```python oy.search("query", top_k=5) # all sheets, importance-weighted oy.search_open_loops("query") # Anishtha only oy.search_projects("query") # Karma only oy.search_people("query") # Sambandha only oy.take_pratibimba() # freeze snapshot oy.release_pratibimba() # release ``` --- ## Write Rules 1. All writes via `request_write()` -- never open `.ods` directly 2. Dharma-Adesh -- User-stated overrides Agent-* 3. Append never delete -- Anishtha, Kartavya, Sambandha only grow 4. Set Source -- User-stated/observed vs Agent-inferred 5. Set Importance 1-10 -- affects retrieval weighting 6. ODS edits via LibreOffice -> `yantra sync` to import back 7. Never sort columns in LibreOffice -- Sort Catastrophe warning --- ## Controlled Vocabulary | English | Sanskrit | Values | |---|---|---| | Project Status | Karma-Sthiti | `Active` / `Paused` / `Completed` / `Cancelled` | | Task Status | Kartavya-Sthiti | `Pending` / `In Progress` / `Done` / `Blocked` | | Resolved? | Nishpanna | `Yes` / `No` | | Priority | Pradhanta | `Critical` / `High` / `Medium` / `Low` | | Confidence | Nishchaya | `High` / `Medium` / `Low` / `Inferred` | | Source | Strot | `User-stated` / `Agent-observed` / `Agent-inferred` / `System` | | Importance | Pradhanta-Ank | 1-10 | --- ## Key Files ``` openyantra/core.py <- Core memory library (Chitragupta pattern) openyantra/desktop.py <- Native Desktop App & HUD Launcher (v1.0.0) openyantra/yantra_nidra.py <- Autonomous Sleep & Consolidation Engine (Nidra) openyantra/yantra_vault.py <- Bi-directional Obsidian Markdown Vault Sync openyantra/mcp_setup.py <- 1-Click MCP Auto-Configurator openyantra/adapters/ <- LangChain & CrewAI Framework Adapters openyantra/yantra_git.py <- Git Post-Commit Auto-Ingest Hook openyantra/yantra_tui.py <- Cyberpunk Terminal TUI Dashboard openyantra/yantra_sqlite.py <- SyncEngine (SQLite WAL + atomic ODS export) openyantra/yantra_morning.py <- Morning Briefing openyantra/yantra_context.py <- Copy Context (paste into any AI) openyantra/vidyakosha.py <- Semantic vector search openyantra/yantra_ui.py <- Web dashboard & FastAPI server openyantra/yantra_security.py <- Raksha threat & secret redactor engine UI/v4/hud.html <- Floating Raycast/Spotlight-style HUD palette install.sh <- One-command Mac/Linux installer install.ps1 <- One-command Windows installer ```