Developer Tools●●●Banger
Trama – Stop writing agent orchestration
Versioned code artifacts replace static LangGraph definitions for persistent runnable agent workflows.
Big BrainZero to One
NaNhkNaN
703mo ago
Back to browse
GitHub Repository
A deterministic SQL access guard for LLM text-to-SQL agents: enforce each user's real data-access rules on generated queries, keep the agent aware of the full catalog, and answer honestly about what it can't see.
1 starsJupyter Notebook
Access-aware text-to-SQL – stop LLM agents overfetching data
by dimitarst·Jul 7, 2026·1 point·1 comment
AI Analysis
●●SolidBig BrainNiche Gem
Deterministic guard prevents overfetching when 121 adversarial tests pass.
Strengths
- •Enforcement happens outside the model so prompts can't bypass access rules
- •Full catalog visibility lets agents know what tables exist without accessing them
- •74 adversarial tests specifically probe for authorization bypass vulnerabilities
Weaknesses
- •Requires Python 3.14+ which limits adoption to bleeding-edge environments
- •Text-to-SQL security is emerging space with few established patterns to compare
Category
Target Audience
Developers building text-to-SQL agents with multi-user access control
Similar To
LangChain SQL agents · LlamaIndex SQL tools · Vanna AI
Similar Projects
Security●●Solid
ÆTHERYA Core – deterministic policy engine for governing LLM actions
Fail-closed guardrails for LLM actions with cryptographic approval and audit chains.
Big BrainNiche GemSolve My Problem
RobertMihai
104mo ago
AI/ML●●Solid
VigIA – A deterministic FSM in .NET 10 to stop LLM hallucinations
Deterministic FSM guards LLM outputs to prevent hallucination spirals in .NET.
Big BrainBold Bet
JordanCT
302mo ago
Security●●Solid
OWASP Agent Memory Guard – Stop AI Agent Memory Poisoning
OWASP-backed security layer specifically for AI agent memory poisoning risks.
Solve My ProblemNiche Gem
vgudur297
401mo ago
AI/ML●●●Banger
Context Warp Drive – deterministic folding for LLM agents
Deterministic context folding without LLM summarization calls keeps prompt caches hot.
Big BrainSolve My Problem
VoxxoAI
407d ago
AI/ML●●Solid
Routiium – self-hosted LLM gateway with a tool-result guard
Guards tool outputs against injection attacks, unlike LiteLLM or Helicone.
Solve My ProblemBig Brain
deadpixel
202mo ago