Tools

23 tools + three conductors. Tools & research free · deep archive $3.
v0.9.6 · pip install begump

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Bring the thing. The tools tell you what it is doing.

Numbers, text, proteins, training curves, conversations, systems. Everything stays local. The framework measures coupling, sync, cost, and tension — then points to the next move.

Drop any data Browse tool rooms Install begump

K couplingR orderE costT tensionlocal firstfree always

I have numberssignals, metrics, rhythms, logs, sensor streams I have textdocuments, conversations, orgs, knowledge maps I watch a systemtraining runs, flows, divergence, circular patterns I have a proteinsequence in, folding risk out I want to buildcompiler, placement, verification, reusable tools I want visualsliving fields, templates, browser-native demos

Conductors

Use these when the data shape matters more than the tool name.

loo9Autonomous agent conductor for Claude Code. Everything below was made by this. sentinelYour computer is open right now. Pure bash. Mac + Linux. No cloud. harmoniaServerless intelligence. Knows every page. Queries public tools. Zero API keys. try itDo not know which tool? Drop any data and let the system route it.

Tool rooms

Open the room that matches what you have. The rest stays quiet.

I have numbers5 toolsSignals, metrics, measurements, rhythms.

K/R/E/T

The universal check engine light. Drop any numbers. Get coupling, sync, energy, and tension.

Entropy

Complexity features plus a coupling diagnosis: decoupling, grokking, or phase-locked.

Oracle

Find the hidden rhythm. Paste numbers over time and extract where the pattern points next.

Dissonance

Find the exact moment something changed in any metric or signal.

Couple

Two signals in. Four-axis coupling profile out: filter, bind, hierarchy, direction.

I have a protein1 toolSequence in, folding risk out.

Fold Watch

Paste a protein sequence. See folding behavior, break points, and mutation risk in-browser.

I have text or people4 toolsDocuments, people, orgs, meaning maps.

Knowledge

Paste text. It maps ideas to other ideas and exposes connections you did not see.

Org X-Ray

Paste who talks to who. See the real coupling structure beneath the org chart.

Sfumato

Paste text and see how much it compresses. Repetition is coupling.

Accord

Paste compliance requirements. It finds the gaps between what is said and what is covered.

I have a system to watch4 toolsTraining runs, flows, divergence, circular patterns.

AI Trainer

Paste training loss. Find the phase transition from memorization to understanding.

Learn Engine

Paste quiz results. Find the moment the student actually got it.

Trace

Paste transactions. It finds circular flows — money that leaves and comes back.

Diverge

Compare parallel outputs and find where they agree, split, and reveal information.

I have a birthday1 toolA date as orbital physics.

Birthday Decoder

Not astrology. Orbital angle, solar cycle phase, photoperiod, lunar phase, and science.

I want to build3 toolsCompilers, placement, verification.

Turbo

The K-coupling language. Variables, functions, control flow, lists, recursion. K, R, E, T as primitives.

Chip Fast

Place logic gates to minimize wire length. Same geometry as arranging coupled things.

Verify

Give it a numerical claim and a target. It tests honestly instead of flattering you.

I want living visuals4 toolsEmbedding the living field anywhere.

viz.js

One script tag. Zero server. Living visuals on any website.

Template

The begump.com stack in a tiny starter. Clone, edit, push to GitHub Pages.

Color Truth

Automotive paint tool with OEM codes, Delta-E matching, tint mixing, and cure math.

Grace Score

Paste a human-AI conversation. Measure coupling, reciprocity, depth, and frequency.

pip install begump
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