What are good benchmarks to test my CLI AI agentic system?

Minovative Mind CLI is a new AI-powered command-line tool that autonomously investigates codebases, generates and modifies code, and orchestrates multi-model workflows. It features context compression, semantic code search, parallel execution, and self-correction loops to enhance developer productivity.

What can Minovative Mind CLI do? Short Demonstration Of Minovative Mind CLI Context Intelligence Engine Minovative Mind autonomously investigates your codebase using a highly-optimized sub-agent to gather context, trace dependencies, and compress files before dispatch. Heuristic Activity Detection: Automatically inspects the workspace filesystem's timestamps to identify recently modified files for immediate context. Context Compression & Caching: Compresses large source code files individually and caches them at the granular file level, reducing token usage significantly. Semantic Code Search: Uses advanced text-embedding models to create a mathematical vector index of the codebase locally, allowing AI to find code by meaning. Smart Dependency Tracing: Calculates the blast radius of potential changes by mapping files that import or depend on the modified file across 11 languages. Structural Code Analysis: Dynamically generates AST mapping scripts to pinpoint the exact line ranges of symbols, navigating massive files with precision. AI Code Generation & Orchestration Orchestrates complex AI-driven code generation and modification workflows, ensuring quality through rigorous Deep Project Verification. MMAAK Parallel Execution Decomposes tasks into isolated Thread Tasks Sub-Agents and executes them in parallel with a Mutex Lock Registry to avoid race conditions. Pre-Flight Syntax Validation Validates code blocks to prevent truncated structures or syntax errors before committing any changes to disk. Smart Intent & Batch Edits Uses a deterministic global model to classify prompts, packing multiple file replacements into unified atomic actions. Fuzzy Code Matching Employs a sliding-window patching fallback mechanism using whitespace-normalized search and Levenshtein distance. Advanced Multi-Model Orchestration Coordinates up to 4 specialized models dynamically within a single turn, managing tasks from intent routing to context compression. Multi-Model Routing: Hot-swap between Gemini 3.5 Flash for balanced speed and Flash-Lite for fast tasks. Static Performance Auditing: Runs static analysis heuristics after compilation to detect O n² loops, async I/O blocks, and resource leaks. Dynamic Interruption & Abort: Intercepts direct stdin keypresses to pause operations, queue messages, or instantly trigger a global abort. Persistent Sessions: Auto-saves conversational state to a local JSON store and leverages a background model to dynamically title sessions. Deep Verification & Self-Correction Orchestrates the lifecycle of AI-driven changes with Sandboxed Build Trials and an aggressive autonomous repair loop. Deep Project Verification: Dynamically detects build execution steps and spawns sandboxed sub-processes for compilation trials, granting up to 120 seconds. Auto-Correction Loop: Captures compiler errors or performance regressions and injects them back into the active agent loop, auto-correcting up to 5 times. Instant Rollbacks: Implements a transaction-based file-change logger. Type /revert to access interactive history menus and undo file mutations. Auto-Commits: Use the /commit command to automatically stage workspace and generate professional commit messages. 🔐 Security & Guardrails Engineered from the ground up to prevent malicious operations, prompt injection, and directory breakouts. Secure Cloud Proxy Employs GitHub Device Flow authentication and streams raw model tokens via Server-Sent Events, storing tokens securely on your device. Path & Prompt Defense Absolute paths are strictly rejected, and files are wrapped in CDATA sections to defend against third-party prompt overrides. Getting Started Install the CLI https://www.npmjs.com/package/minovative-mind-cli Run npm install -g minovative-mind-cli in your terminal. Choose AI Model Run /models in your chat session to hot-swap between Gemini 3.1 Pro, 3.5 Flash, and Flash-Lite. Use the CLI Experience Multi-Model Orchestration, MMAAK Parallel Execution, Semantic Search, and Auto-Correction directly in your terminal.