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llm-no-magic MCP Server

NatChung/llm-no-magic

Score: 56.8 Rank #7885 AI Tool
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No magic, just tokens and conventions. A 4-tab teaching tool that visualizes LLM internals — token sampling, top-10 probabilities, chat templates, and Agent tool calls. Runs locally on Mac (llama.cpp + Qwen3).

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Overview

NatChung/llm-no-magic is a Python agent tool licensed under MIT. No magic, just tokens and conventions. A 4-tab teaching tool that visualizes LLM internals — token sampling, top-10 probabilities, chat templates, and Agent tool calls. Runs locally on Mac (llama.cpp + Qwen3).

Ranked #7885 out of 24846 indexed tools.

Ecosystem

Python MIT

Score Breakdown

StarsFreshnessIssue HealthContributorsDependents
Stars 15% 3

3 stars → early stage

Freshness 25% 3mo ago

Last commit 3mo ago → stale

Issue Health 25% 100%

1/1 issues closed → responsive maintainer

Contributors 10% 2

2 contributors → solo project

Dependents 25% 0

No dependents → no downstream usage

npm Downloads N/A
PyPI Downloads N/A
Forks 0
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 98 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 NatChung/llm-no-magic
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Matched Queries

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