Mibayy

To turn Claude into a 'perfect coder' by providing structural code navigation and persistent memory, drastically reducing token consumption and improving accuracy.

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At a Glance

2026Est.

1Employee

AI Tools by Mibayy

(1)

Token Savior Recall

MCP Server for Claude Code Nav

MCP Servers Agent Memory Code Intelligence

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Latest News

05/04/2026

Token Savior achieves 100% score on 96 real coding tasks benchmark with zero losses.

mibayy.github.io

04/20/2026

Token Savior v2.6.0 released featuring Memory Engine Phase 1+2 and hybrid search.

github.com

04/13/2026

Release of v2.1.1 - Token Savior Recall with 75 MCP tools.

github.com

Products & Services

Token Savior Recall

2026-04-13

An MCP server that provides structural code navigation (symbol-level indexing) and persistent memory for AI agents like Claude.

Hermes

An autonomous AI agent framework.

Claude Telegram Bot

A bot providing mobile access to Claude Code with live streaming and tool approvals.

Market Position

Only MCP server hitting 100% on real-world benchmarks (tsbench) with significant token and wall-time savings compared to plain AI agents.

Leadership

Founders

Louis (Mibay Mibayy)

Independent developer focusing on pushing AI to its limits. Creator of several AI tools including Hermes, Letsfive, and Claude Telegram Bot.

Executive Team

Louis (Mibay Mibayy)

Independent Developer / Founder

Creator and lead developer of Token Savior and other AI-centric tools.

Founding Story

Token Savior was created to solve the limitations of AI models like Claude, which often read entire files for minor tasks and lose context between sessions. The tool introduces symbol-level indexing and long-term memory.

Business Model

Revenue Model

Open Source / Free tool. No explicit revenue model stated for Token Savior.

Pricing Tiers

Open Source

Free

Available under the MIT License on GitHub.

Private / Independent

Target Markets

Industries & Segments

AI Developers
Software Engineers
Users of Claude Code and Cursor

Use Cases

Code navigation and symbol lookup
Import cycle detection and audit
Change impact analysis (blast radius estimation)
Bug fixing and hotspot audits
Persistent context across AI chat sessions

Notable Customers

Open-source community
Power users of AI coding agents

Quick Facts

Founded

2026

Entity Type

Independent Developer / Solo Venture

Employees

Total Funding

Bootstrapped / Open Source

History & Milestones

2026-04-13

Released v2.1.1 'Token Savior Recall' with 75 MCP tools and persistent memory.

2026-04-20

Released v2.6.0 with Memory Engine Phase 1+2 and achieving 97.8% on tsbench.

2026-05-04

Achieved 100% score on 96 real coding tasks using Claude Opus 4.7 benchmark (tsbench).

Key Capabilities

Symbol-level codebase indexing (functions, classes, imports, call graphs)

Persistent memory engine (SQLite WAL + FTS5 + vector embeddings)

Bayesian validity ranking for stored observations

3-layer progressive disclosure contract (memory_index, memory_search, memory_get)

Hybrid search (BM25 + vector search fused via RRF)

Program slicing via backward Data Dependency Graphs

Integrations & Partnerships

Platform Integrations

Claude Code
Cursor
MCP-native environments

Key Partnerships

Compatible with Model Context Protocol (MCP) compatible agents

Connect

Website

mibayy.github.io/token-savior/

GitHub

Mibayy

AI Topics

Mibayy focuses on these topics:

MCP Servers(1)

Agent Memory(1)

Code Intelligence(1)

Back to all developers

Mibayy

To turn Claude into a 'perfect coder' by providing structural code navigation and persistent memory, drastically reducing token consumption and improving accuracy.

Visit Website