b1724fe7ca
Chat with any SQLite database using natural language. Built on AnyLanguageModel (HuggingFace) for LLM-agnostic provider support and GRDB for SQLite access. Core features: - Auto schema introspection from sqlite_master (zero config) - NL → SQL generation via any AnyLanguageModel provider - Three rendering modes: text summary, data table, Swift Charts - Drop-in DataChatView (SwiftUI) and headless ChatEngine - Operation allowlist with read-only default - Mutation policy with per-table control - ToolExecutionDelegate for destructive operation confirmation - Multi-turn conversation context - 352 tests across 24 suites, all passing Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
1.5 KiB
1.5 KiB
Ouroboros — Specification-First AI Development
Before telling AI what to build, define what should be built. As Socrates asked 2,500 years ago — "What do you truly know?" Ouroboros turns that question into an evolutionary AI workflow engine.
Most AI coding fails at the input, not the output. Ouroboros fixes this by exposing hidden assumptions before any code is written.
- Socratic Clarity — Question until ambiguity ≤ 0.2
- Ontological Precision — Solve the root problem, not symptoms
- Evolutionary Loops — Each evaluation cycle feeds back into better specs
Interview → Seed → Execute → Evaluate
↑ ↓
└─── Evolutionary Loop ─────┘
ooo Commands
Each command loads its agent/MCP on-demand. Details in each skill file.
| Command | Loads |
|---|---|
ooo |
— |
ooo interview |
ouroboros:socratic-interviewer |
ooo seed |
ouroboros:seed-architect |
ooo run |
MCP required |
ooo evolve |
MCP: evolve_step |
ooo evaluate |
ouroboros:evaluator |
ooo unstuck |
ouroboros:{persona} |
ooo status |
MCP: session_status |
ooo setup |
— |
ooo help |
— |
Agents
Loaded on-demand — not preloaded.
Core: socratic-interviewer, ontologist, seed-architect, evaluator, wonder, reflect, advocate, contrarian, judge Support: hacker, simplifier, researcher, architect