Universal Context Engine
AI-NEURON

AI-NEURON™

The Universal Persistent Memory Layer for AI Coding Agents

When you work on a project with an AI agent, you generate a tremendous amount of thinking — ideas, decisions, debates, and architectural choices. You save your code with Git, but you have never saved the context and thinking behind the code — the reasoning that created it in the first place.

In the AI Agentic Era, that thinking IS the most valuable asset. Whether you are an individual developer or an enterprise team, losing that context means starting from zero every time you open a new tab, switch machines, or change AI tools.

AI-NEURON captures, preserves, and replays the complete context of your AI-assisted development journey, forever.

bash — shell session
$ cargo install --git https://github.com/vishalkudmethe/ai-neuron && ai-neuron watch
[+] Compiled ai-neuron production targets (v1.1.0-mcp)
[+] Added local symlink binary to user PATH
[✓] Watching workspace for structural signature mutations...
Easy Installer — No Coding Required

Unzip, double-click, and your browser opens the portal automatically.

Windows
Setup Installer (.exe)
AGPLv3 License
macOS Apple Silicon
Installer ZIP
macOS Intel x86_64
Installer ZIP
Developer CLI — Raw Binary

Drop the binary on your PATH. Use with Cursor, Claude Code, Copilot, or any MCP-compatible agent.

Windows
CLI ZIP
macOS Apple Silicon
CLI ZIP
macOS Intel x86_64
CLI ZIP

Or install from source: cargo install --git https://github.com/vishalkudmethe/ai-neuron

Binaries built automatically via GitHub Actions on every tagged release.   View all releases →

Model Context Protocol

MCP Tool Capabilities

5 native tools exposed over JSON-RPC 2.0 stdio — zero configuration required

AI-Neuron MCP Server
get_project_context
Dense, deduplicated codebase map for agent reasoning windows
search_symbols
Fast SQLite FTS5 full-text lookup across all indexed symbols
get_impact_graph
Blast radius tracer — cascading downstream mutation impact
get_symbol_info
Exact definition snippet + semantic intent for any symbol
get_file_content
16 KB sanitized file explorer — inspect any file before editing
JSON-RPC 2.0 stdio transport Cursor compatible Claude Code compatible Copilot compatible

Localhost Perimeter Boundary

Privacy-First Local Pipeline

Local Workspaces
Local Storage
Local Source & Project Files
ai-neuron.exe via mcp
Stdio Pipe / JSON-RPC
RAM-Only Deduplication & Sanitization
Secure Payload
Local Agent
Cursor / Claude / Copilot
Grok Code / Antigravity

*No raw files leave your machine. Only stripped structures, signatures, and sanitised text are emitted to reasoning engines.

Hyperscaler OEM Layer

Server-Side LLM Pipeline & Sidecar Memory

Provide instant, continuous workspace context for Google Gemini and xAI Grok. Deploy dedicated, isolated memory sidecars at a bulk licensing rate of $1.00 / active user / month.

Continuous Delta Sync
User Sessions
Syncs AST diffs, Git states, and session snapshots from local daemon
1-to-1 memory sidecar
Isolated Server Pod
Dedicated RAM-optimized SQLite/FTS5 indexes • Loop Guardian™ protected
Hosted LLM Brain
Queries Sidecar
Google Gemini
xAI Grok
Claude API
Gemini 2.5 Pro (MCP) Grok 3 / Grok Code Claude 3.7 Sonnet API Docker / Kubernetes Pod Ready TCP / JSON-RPC stdio
Read OEM Scaling Blueprints & Architecture

Comparative Security Matrix

Core Agent Vulnerabilities vs. AI-Neuron Handling

Raw Agent Bottlenecks

1. Context Saturation

Flat directory parsing drops full file content into LLM windows, wasting valuable tokens on repetitive boilerplates.

2. Cross-Project Blind Spots

Agents lack context of sibling projects or packages, making signature updates extremely error-prone.

3. Sensitive Data Leaks

Unprocessed logs, database connections, and environment files leak directly to commercial cloud providers.

4. Autonomous Resource Loops

Without monitoring, agents repeatedly run identical compiler routines and cycle through file reversions indefinitely.

AI-Neuron Resolution Engine

1. Deduplication Stream Compiler

Filters project assets dynamically, keeping structure and signature definitions while stripping token bloat.

2. Cross-Project Dependency Linker

Maintains child-parent dependency trees with instant notification warnings when upstream APIs modify signatures.

3. Local Sanitization pipeline

Intercepts database queries and outputs to scrub passwords, raw keys, and proprietary tokens before payload delivery.

4. Autonomous Loop Guardian

Monitors workspace changes to detect recursive agent compile or write cycles. Introduces safety delays and auto-halts looping agents to protect against runaway API token bills.

Functional Capabilities

Salient Features Dashboard

Native MCP Host

Provides stdin/stdout communication mapping perfectly to the standard Model Context Protocol. Exposes local context directly to agent plugins.

AST Symbol Indexing

Understands project structure at syntax level. Maps classes, structures, and declarations into SQLite index for sub-millisecond retrieval.

Multi-Project Linker

Establish topological linkages. Track parent-child workspace relationships and trace cascades when signature hashes change.

Inline Sanitization

Auto-detection engine that intercepts outputs and cleans credentials, authentication endpoints, and SSH keys in real-time.

Autonomous Loop Prevention

Stops runaway AI coding loops. The Loop Guardian monitors active agent directories for recursive write or test cycles, automatically warning the user and pausing/halting the execution (e.g., 5x duplicate writes in 60s) to prevent astronomical API token drain.

Memory Digest (Blockchain Ledger)

Acts as an immutable Information Blockchain Ledger of all AI actions. The Memory Digest Engine translates dense AST and SQLite logs into human-readable executive summaries, perfect for team handoffs.

Pricing Plans

Transparent, Developer-First Pricing

AI-NEURON is local-first and free for individual developers. Upgrade for cloud synchronization, team collaboration, or enterprise security compliance.

Local Only
Free
No account required
Backup & Sync
$4.99/mo
Personal Cloud
Popular
Collaborative
$9.99/user
Pro Team
SOC 2 & SSO
$19.99/user
Enterprise
View Full Pricing & Plans

Looking for OEM or hyperscaler licensing? See Enterprise →

Patent Pending

Patent Pending Technology

Protected IP

AI-Neuron is protected by provisional patent filings in India (June 2026) with additional international protection planned. We are actively expanding our intellectual property portfolio to protect developers who want full control over their code.

View Patent Specifications

01. Unified Local Ledger

A deterministic, on-device system combining real-time filesystem monitoring, AST parsing, content hashing, and embedded SQLite for structured AI agent context.

02. Loop Guardian™

An autonomous sliding-window detection system that identifies repetitive AI agent behavior and interrupts it to prevent runaway LLM API costs.

03. AST-Differential Injection

Delivering only structural changes (not raw files) to dramatically reduce token consumption while maintaining high accuracy.

04. Portable Cross-Session Memory

Memory that survives folder changes, machine restarts, and account switches through global indexing and auto-restore.