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Social Evidence.

Cluster similar public community messages with explainable token overlap. Use the evidence to review repeated claims without pretending similarity identifies bots.

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INSIDE THE REPOSITORY

A complete place to start.

Pairwise Jaccard similarity
Connected narrative clusters
Inspectable matching message pairs
Exact token contract and pair inspection
Bounded ERC-20 transfer activity explorer
Local community funding scenario planner
Evidence export with SHA-256 verification
Nine automated checks and GitHub CI
MIT license, method, architecture and API docs

Node.js 22No runtime dependenciesVercel ready

Run locally

npm test
npm start

Open localhost:3000. The technology runs with no API key. Live chain and DNS reads use public providers.

Deploy in your account

Extract the archive and upload its contents to a GitHub repository you control. Import that repository into Vercel, or run npx vercel --prod in the extracted folder. The included configuration sets the output directory and tests.

Return to the Deploy studio to publish your project, token pair and repository on the public build board.

29 SOURCE FILES / V1.0.0

Inspect everything.

.env.example.github/workflows/check.yml.gitignoreLICENSEREADME.mdSECURITY.mdapi/activity.mjsapi/dns.mjsapi/health.mjsapi/token.mjsdev.mjsdocs/API.mddocs/ARCHITECTURE.mddocs/METHOD.mdexamples/inputs.jsonpackage.jsonpublic/app.mjspublic/config.mjspublic/core/engine.mjspublic/core/math.mjspublic/favicon.svgpublic/index.htmlpublic/styles.cssserver/api.mjsserver/handler.mjstests/api.test.mjstests/engine.test.mjstools/verify-evidence.mjsvercel.json

This download contains only this standalone project. It includes no account credentials.

METHOD

What it calculates.

Tokenize messages into word sets. Connect pairs whose Jaccard intersection/union meets the threshold; union-find computes connected components.

LIMITS

What the evidence means.

Similarity is not evidence of bot activity, coordination or misconduct. Use public or authorized text only.

The funding planner does not transfer tokens or route rewards. Deploying this repository does not imply company endorsement or investment value.

Inputs you control.

Input	Type	Units
Similarity threshold	Bounded number	—
Public messages	Editable data	—