Native forClaude Code

Your agent learns your codebase. And remembers it.

Persistent neural memory for AI agents. Local-first synapse layer that cuts token costs 40–70×. Built-in install doctor, Obsidian-style graph view, and honest benchmarks — measured, not marketed.

pip install neuralmindSource on GitHub
40–70×Token Ratio
10Languages Indexed
100%Gold-File Recall
Pipeline

How it works

Three steps, then it runs forever on every git commit via `neuralmind init-hook .`

01
⚡

Index

tree-sitter parses your codebase into a graph — functions, classes, imports, comments. Ten languages, zero config.

~15 min
02
🧠

Query

Your agent asks a question. Progressive L0–L3 disclosure pulls exactly the right amount of context — never the whole repo.

<1s
03
🔮

Remember

A Hebbian synapse layer learns co-activations from how you actually use the codebase. Budget-neutral, runs in the background.

Forever
Measured, not marketed

Benchmarks

Every number is produced by CI on every commit. Run neuralmind benchmark . to verify.

Retrieval token ratio

40–70×

vs naive file paste baseline

Synapse hit-rate gain

+11.7 pts

budget-neutral, CI-verified

Languages indexed

10

Python, TS, Go, Rust, Java, and more

Gold-file recall @ L3

100%

on pinned real OSS repos

Setup time

~15 min

one CLI command

Ongoing overhead

~0

post-commit hook auto-rebuilds

See it in 30 seconds

Clone the repo, run the demo, get numbers on YOUR codebase.

Run the demo
Capabilities

Features

Everything persistent memory should be — and nothing it shouldn't.

🧬Budget-neutral

Hebbian Synapse Layer

Associations strengthen when you use them together — like a real hippocampus. Budget-neutral, no cost until it activates.

🔄40–70×

Progressive L0–L3 Disclosure

Retrieves exact bytes needed. Never pastes the whole repo. 40–70× compression measured in CI.

🌐Universal

MCP Server

First-class MCP integration. Works with Claude Code, Cursor, Cline, Continue, and any MCP-compatible agent.

🎯10 langs

Ten-Language Code Graph

tree-sitter indexes Python, TypeScript, Go, Rust, Java, C, C++, C#, Ruby, and PHP out of the box.

📊Local

Obsidian-Style Graph View

Local web UI showing node relationships. Clickable, filterable, searchable. Runs entirely on localhost.

🗑️Auto-recover

Tool Output Recovery

Caches dropped tool output from context windows. When your agent forgets, neuralmind remembers.

🔒Secure

100% Local, Zero Exfiltration

Your code never leaves your machine. No cloud calls, no telemetry, no leakage. Optional API keys for LLM queries.

⚙️Set & forget

Post-Commit Auto-Rebuild

`neuralmind init-hook .` sets a git hook. Every commit incrementally updates the index in seconds.

Pricing

Start free, scale with team

OSS equals paid on Noam Chomsky's benchmark — the synapse layer is budget-neutral.

Open Source

MIT

$0forever
  • Full L0–L3 retrieval
  • Hebbian synapse layer
  • MCP server
  • Code graph for 10 languages
  • Graph view UI
  • Tool output recovery
pip install neuralmind

Pro

Early adopters

$15/seat/mo
  • Everything in OSS
  • Priority synapse sync team sharing
  • Advanced filtering / graph query API
  • Dedicated support channel
  • Custom rebranding rights
Email <EMAIL>

Enterprise

Scale

Customsite license
  • Everything in Pro
  • SSO / SAML integration
  • RBAC with audit logs
  • Air-gapped deployment
  • Compliance exports (SOC 2)
  • Dedicated customer success
Schedule cfo@neuralmind.uk
FAQ

Common questions

Stop paying for tokens you don't use.

One command to install. Seconds to verify. Your agent remembers what matters.

pip install neuralmindGet started
Zero exfiltrationCI-verified100% local