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token-savior MCP Server

Mibayy/token-savior

Score: 81.6 ↑ 14.1% Rank #120 MCP Server
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MCP server that gets Claude to 97.9% (188/192) on a real coding benchmark at -80% active tokens and -83% wall time, vs 78.3% plain. Structural code navigation + persistent memory engine. Works with every MCP client.

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Overview

Mibayy/token-savior is a Python MCP server licensed under MIT. MCP server that gets Claude to 97.9% (188/192) on a real coding benchmark at -80% active tokens and -83% wall time, vs 78.3% plain. Structural code navigation + persistent memory engine. Works with every MCP client.

Ranked #120 out of 24850 indexed tools.

In the top 1% of all indexed tools.

Has 1,157 GitHub stars.

Ecosystem

Python MIT

Score Breakdown

StarsFreshnessIssue HealthContributorsDependents
Stars 15% 1,157

1,157 stars → well-known project

Freshness 25% 1mo ago

Last commit 1mo ago → moderate activity

Issue Health 25% 96%

52/54 issues closed → responsive maintainer

Contributors 10% 9

9 contributors → small team

Dependents 25% 0

No dependents → no downstream usage

npm Downloads N/A
PyPI Downloads N/A
Forks 102
Description Detailed
License MIT

Weights: Freshness 20% · Issue Health 20% · Dependents 22% · Stars 10% · Contributors 8% · How we score →

How to Improve

Freshness high impact

Last commit was 45 days ago — a recent commit would boost your freshness score

Dependents medium impact

No downstream dependents detected yet — adoption by other projects is the strongest trust signal

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AgentRank score for Mibayy/token-savior
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Matched Queries

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From the README

<div align="center">

# Token Savior

> One MCP server. One profile. **97.9% on tsbench at -80% tokens.**
> Structural code navigation, persistent memory, and Bash command rewriting for AI coding agents.

**[mibayy.github.io/token-savior](https://mibayy.github.io/token-savior/)** -- project site + benchmark landing
Benchmark source + fixtures: not currently published (see *Reproducing the score* below)

---

### Benchmark -- 96 real coding tasks (Claude Opus 4.7, May 2026)

| | Plain Claude Code | With Token Savior |
|---|---:|---:|
| **Score** | 141 / 180 (78.3%) | **188 / 192 (97.9%)** |
| **Active tokens / task** | 17 221 | **3 395** (-80%) |
| **Wall time / task** | 110.6 s | **18.9 s** (-83%) |

Reproduces with the `optimized` profile (single env var). The harness that
produced these numbers is described below; its repository is not public at the
moment, so take the figures as reported rather than as independently verifiable.

**A re-measurement was published here on 2026-08-09 an
Read full README on GitHub →

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