Current repository readingScanned Jul 24, 2026, 12:59 PM UTC

needlefish Codebase Valuation

Strict local PR review agent — npx needlefish. Reviews your diff with your local CLI runner (codex/claude/opencode) and blocks on real findings.

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RepoWorth
github.com/frankekn

needlefish

Strict local PR review agent — npx needlefish. Reviews your diff with your local CLI runner (codex/claude/opencode) and blocks on real findings.

RepoWorth$3,965Current measured development value · 2.5 active build days
Rebuild complexity74.903/100Profile: Complex
327.1K code tokens170 source filesTypeScript primary language
Scanned Jul 24, 2026Public GitHub repositorycodevaluation.com/repoworth/needlefish
Authored code327.1K tokens · 29,220 source lines
Complexity74.903/100 · Complex
Primary stackTypeScript
Scan coverage100% · 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
$3,965

Modeled range $3,172 to $4,758

2.5 active build days20.3 engineering hours253.5K implementation tokens
Repository evidenceMeasured at the scanned commit
327.1K tokens

29,220 source lines across 170 authored files

96 test files6 dependencies100% 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$3,965
Current measured reading
Measured · Jul 24, 2026Data through · Jul 24, 2026
Measurement basisCurrent readingCurrent published repository scan
Evidence coverage100%current scan
Complexity75/100Measured from code scale and structural signals
Maintainability79/100Current 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
#1Frank Yang@frankekn4894.1%Current GitHub contributor snapshot
#2actions-user@actions-user23.9%Current GitHub contributor snapshot
#3samzong@samzong12.0%Current GitHub contributor snapshot
About needlefish

What the public repository appears to contain.

Strict local PR review agent — npx needlefish. Reviews your diff with your local CLI runner (codex/claude/opencode) and blocks on real findings.

ai-agentsclicode-reviewpull-requests
License
MIT
Default branch
main
GitHub stars
14
Forks
2
Last public push
Jul 19, 2026
Repository state
Active public repository
Detected language profile1.2MB authored source
TypeScript87.64%
HTML11.59%
Shell0.77%
JavaScript0%
Source files170
Test files96
Manifests1
Dependencies6
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 signal79/100

Strong based on deterministic repository structure and complexity signals.

Production source171.4K tokens

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

Test evidence155.7K tokens

96 detected test files contribute separately from production code.

Configuration and infrastructure482 tokens

1 manifests and 0 workspace boundaries were detected.

Documentation61.3K tokens

27 documentation files remain visible as a distinct enablement signal.

Integration surface1,204 signals

6 dependency declarations and 394 public-interface signals were measured.

Repository structure3 levels deep

0 large files and 4,627 branch signals add structural context.

Excluded from authored evidence0 files

0 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.

architecture

Integration surface

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

quality

Verification depth

At least 20 percent of measured source tokens are in test paths.

quality

Test fortress

At least 35 percent of measured source tokens are in detected test paths.

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 scaleModerate

Measured from the current source archive.

ComplexityHigh

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

VerificationHigh

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 evidence253.5KProduction, tests, configuration, and documentation
Estimated implementation output253.5KImplementation, retries, integration, and verification
Engineering oversight20.3 hoursOrientation, integration, tests, and review
Active build time2.5 daysModeled effort represented by the current source state
Evidence boundary

What this valuation includes.

CodeValuation.com counted supported authored source on commit dd48be06c6722a4acf1acc5401e2aacc5c9f44ce, 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.

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