Current repository readingScanned Jul 24, 2026, 4:04 PM UTC

hamilton Codebase Valuation

Apache Hamilton helps data scientists and engineers define testable, modular, self-documenting dataflows, that encode lineage/tracing and metadata. Runs and scales everywhere python does.

View apache/hamilton on GitHub
Open share card
CodeValuation.com
RepoWorth
github.com/apache

hamilton

Apache Hamilton helps data scientists and engineers define testable, modular, self-documenting dataflows, that encode lineage/tracing and metadata. Runs and scales everywhere python does.

RepoWorth$34,608Current measured development value · 19.4 active build days
Rebuild complexity99.952/100Profile: Complex
2.6M code tokens1K source filesJupyter Notebook primary language
Scanned Jul 24, 2026Public GitHub repositorycodevaluation.com/repoworth/hamilton
Authored code2.6M tokens · 158,620 source lines
Complexity99.952/100 · Complex
Primary stackJupyter Notebook
Scan coverage93.37% · Content scan
RepoWorth development valuation

One valuation, with the evidence behind it.

RepoWorth models the current development value represented by the visible repository evidence. It does not include ideation, intellectual property, business value, product discovery, or sale price.

RepoWorthCurrent measured development value
$34,608

Modeled range $27,686 to $41,530

19.4 active build days155.1 engineering hours1.9M implementation tokens
Repository evidenceMeasured at the scanned commit
2.6M tokens

158,620 source lines across 1,010 authored files

192 test files1,167 dependencies93.37% scan coverage
Measured RepoWorth history

The current RepoWorth starts the measured history.

This current scan is the first measured point. Later scans add comparable history when the repository changes. RepoWorth is not back-cast onto commits that were never scanned.

Recorded RepoWorth$34,608
Current measured reading
Measured · Jul 24, 2026Data through · Jul 24, 2026
Measurement basisCurrent readingCurrent published repository scan
Evidence coverage93%current scan
Complexity100/100Measured from code scale and structural signals
Maintainability54/100Current structure, tests, and generated-code balance

This current scan establishes the RepoWorth baseline. Comparable value changes appear only after another completed scan under the same measurement basis.

RepoWorth history compares completed repository scans only when their measurement basis is compatible. Commit activity is shown separately so delivery volume is not presented as code value.

Repository contributors

Top contributors.

Ranked from the public GitHub contributor evidence available at the latest scan. This table describes measured repository activity, not ownership or original authorship.

RankContributorContributionsShare of top groupLatest measured activity
#1skrawcz@skrawcz84749.1%Current GitHub contributor snapshot
#2elijahbenizzy@elijahbenizzy60635.1%Current GitHub contributor snapshot
#3zilto@zilto905.2%Current GitHub contributor snapshot
#4Dev-iL@Dev-iL492.8%Current GitHub contributor snapshot
#5jernejfrank@jernejfrank362.1%Current GitHub contributor snapshot
#6cswartzvi@cswartzvi291.7%Current GitHub contributor snapshot
#7jameslamb@jameslamb261.5%Current GitHub contributor snapshot
#8bryangalindo@bryangalindo181.0%Current GitHub contributor snapshot
#9JoJo10Smith@JoJo10Smith130.8%Current GitHub contributor snapshot
#10swapdewalkar@swapdewalkar120.7%Current GitHub contributor snapshot
About hamilton

What the public repository appears to contain.

Apache Hamilton helps data scientists and engineers define testable, modular, self-documenting dataflows, that encode lineage/tracing and metadata. Runs and scales everywhere python does.

dagdata-analysisdata-engineeringdata-sciencedataframeetletl-frameworketl-pipelinefeature-engineeringhacktoberfestlineagellmops
License
Apache-2.0
Default branch
main
GitHub stars
2,552
Forks
201
Last public push
Jul 24, 2026
Repository state
Active public repository
Detected language profile9.2MB authored source
HTML51.49%
Python41.26%
TypeScript5.8%
Shell1.13%
JavaScript0.2%
CSS0.08%
SQL0.04%
Source files1,010
Test files192
Manifests11
Dependencies1,167
Measured technical evidence

A fuller view of what the scanner found.

These values come from the same immutable repository scan as the headline RepoWorth. They stay tied to the scanned commit so the reading can be inspected against one exact source state.

Maintainability signal54/100

Developing based on deterministic repository structure and complexity signals.

Production source2.4M tokens

First-party implementation tokens eligible for the modeled code-scale input.

Test evidence253.5K tokens

192 detected test files contribute separately from production code.

Configuration and infrastructure10.4K tokens

11 manifests and 0 workspace boundaries were detected.

Documentation278.8K tokens

461 documentation files remain visible as a distinct enablement signal.

Integration surface6,191 signals

1,167 dependency declarations and 380 public-interface signals were measured.

Repository structure8 levels deep

0 large files and 56,233 branch signals add structural context.

Excluded from authored evidence0 files

16 generated files were identified. Ignored and generated material does not inflate RepoWorth.

Measured repository distinctions

Repository evidence highlights.

Each highlight records a measured characteristic of the same repository scan used for this RepoWorth report.

enablement

Documented foundation

At least 100,000 documentation tokens were measured in public documentation paths.

architecture

Integration surface

At least 1,000 deterministic integration signals were measured in source.

architecture

Dependency ecosystem

At least 500 dependency declarations were measured across supported manifests.

Technical effort profile

What makes this repository harder to rebuild.

Code scale, branching, dependencies, languages, structure, and visible test evidence shape the implementation and verification effort represented by this repository.

Code scaleHigh

Measured from the current source archive.

ComplexityHigh

Derived from branch density, dependencies, languages, and code scale.

VerificationModerate

Measures visible test code relative to the source corpus.

Development effort composition

Source volume alone does not explain the work.

This view separates authored evidence from the implementation, integration, verification, and engineering oversight represented by the current repository.

Reading boundary: These are modeled development inputs for the visible code. They do not include product discovery, company value, private systems, or commercial outcomes.

Weighted authored evidence1.9MProduction, tests, configuration, and documentation
Estimated implementation output1.9MImplementation, retries, integration, and verification
Engineering oversight155.1 hoursOrientation, integration, tests, and review
Active build time19.4 daysModeled effort represented by the current source state
Evidence boundary

What this valuation includes.

CodeValuation.com counted supported authored source on commit ca53d6ce9158be1a57a09b7741227a08f2a80f4b, measured deterministic repository signals, then estimated implementation, rework, testing, integration, and engineering oversight.

Included

Supported first-party source, tests, configuration, manifests, repository structure, dependency signals, and framework boundaries.

Excluded

Common generated and vendored files, build output, dependencies, lockfiles, minified assets, binaries, media, and private systems outside this repository.

Not claimed

Ideation, intellectual-property rights, security posture, production reliability, company value, sale price, revenue, user value, proprietary data, or the cost of discovering the original product.

This is a modeled current development valuation for the repository's visible code at a specific commit. It reflects code volume, implementation output, complexity, and engineering oversight. It is not a business valuation, investment appraisal, security review, or estimate of sale price, ideation, intellectual property, revenue, users, brand, proprietary data, undocumented domain knowledge, or private infrastructure.

Check another repository

Run RepoWorth on your own codebase.

Enter a public GitHub URL to create a current repository reading.

No sign-up for public repositories. Private repositories require a free trial. Evaluated in real time directly from GitHub. Code is never stored. Derived measurements and valuation history are saved.