npm package discovery and stats viewer.

Discover Tips

  • General search

    [free text search, go nuts!]

  • Package details

    pkg:[package-name]

  • User packages

    @[username]

Sponsor

Optimize Toolset

I’ve always been into building performant and accessible sites, but lately I’ve been taking it extremely seriously. So much so that I’ve been building a tool to help me optimize and monitor the sites that I build to make sure that I’m making an attempt to offer the best experience to those who visit them. If you’re into performant, accessible and SEO friendly sites, you might like it too! You can check it out at Optimize Toolset.

About

Hi, 👋, I’m Ryan Hefner  and I built this site for me, and you! The goal of this site was to provide an easy way for me to check the stats on my npm packages, both for prioritizing issues and updates, and to give me a little kick in the pants to keep up on stuff.

As I was building it, I realized that I was actually using the tool to build the tool, and figured I might as well put this out there and hopefully others will find it to be a fast and useful way to search and browse npm packages as I have.

If you’re interested in other things I’m working on, follow me on Twitter or check out the open source projects I’ve been publishing on GitHub.

I am also working on a Twitter bot for this site to tweet the most popular, newest, random packages from npm. Please follow that account now and it will start sending out packages soon–ish.

Open Software & Tools

This site wouldn’t be possible without the immense generosity and tireless efforts from the people who make contributions to the world and share their work via open source initiatives. Thank you 🙏

© 2026 – Pkg Stats / Ryan Hefner

@sperax/tool-hunch-aggregator

v0.2.1

Published

Prediction-market aggregation — normalizes, classifies, and matches markets across venues

Vulnerabilities

Powered byPowered by Snyk
  • 0High
  • 0Medium
  • 0Low

Links

Git

Maintainers

speraxsperax

Keywords

speraxsperaxosai-agentagent-toolsllm-tools

Readme

@sperax/tool-hunch-aggregator

Install

npm install @sperax/tool-hunch-aggregator

@sperax/tool-hunch-aggregator

Prediction-market aggregation — normalizes, classifies, and matches markets across venues

Usage

Source-first workspace package — there is no build step. TypeScript resolves it through workspace:*, so importing it is all that is required:

import { AggregatorRepo, applyEventAggregates, AUTO_CONFIRM_THRESHOLD } from '@sperax/tool-hunch-aggregator';

Exports

@sperax/tool-hunch-aggregator

everything from ./types · AggregatorRepo · applyEventAggregates · AUTO_CONFIRM_THRESHOLD · computeEventAggregates · EmbeddingCache · EmbeddingClient · matchMarkets · matchScore · normalizeKalshiMarket · normalizeLimitlessMarket · normalizePolymarketMarket · RawKalshiMarket · RawLimitlessMarket · RawPolymarketMarket · recomputeAggregates · REVIEW_THRESHOLD · runClassify · runMatch · searchMarkets

@sperax/tool-hunch-aggregator/aggregate

applyEventAggregates · bestNoAcross · BestVenueQuote · bestYesAcross · bestYesVenue · computeBlendedChange · computeEventAggregates · EventAggregates · sumLiquidity · sumOpenInterest · sumVolume24h · sumVolumeTotal

@sperax/tool-hunch-aggregator/classifier

extractEntities · extractTags · ExtractTagsOptions · mapVenueCategories · mapVenueCategory · ParsedTitle · parseTitle · TagLlmClient

@sperax/tool-hunch-aggregator/matcher

AUTO_CONFIRM_THRESHOLD · blendScore · cacheKey · categoryMatch · cosineSimilarity · EmbeddingCache · EmbeddingClient · embeddingCosine · embedTitle · EmbedTitleOptions · entityOverlap · expiryProximity · jaccard · MatcherDeps · matchMarkets · MatchResult · matchScore · MatchScoreResult · outcomeOverlap · REVIEW_THRESHOLD · ReviewQueueAdapter · WEIGHTS

@sperax/tool-hunch-aggregator/normalizer

canonicalMarketId · computeMidpoint · normalizeKalshiMarket · normalizeLimitlessMarket · normalizePolymarketMarket · RawKalshiMarket · RawLimitlessMarket · RawPolymarketMarket · slugify · toIsoDate · toProbability · toUsd

@sperax/tool-hunch-aggregator/repo

AggregatorRepo

@sperax/tool-hunch-aggregator/search

search

@sperax/tool-hunch-aggregator/types

CanonicalEvent · CanonicalMarket · CanonicalOutcome · Category · MarketMatch · MarketStatus · MatchSignals · ReviewQueueEntry · SearchFilters · SortSpec · VenueKey

@sperax/tool-hunch-aggregator/workers

recomputeAggregates · RecomputeOptions · RecomputeResult · runClassify · RunClassifyOptions · RunClassifyResult · runMatch · RunMatchOptions · RunMatchResult

Development

Run this package's tests:

bunx vitest run --silent='passed-only' packages/builtin-tool-hunch-aggregator

Source: packages/builtin-tool-hunch-aggregator

Part of SperaxOS — the open-source AI agent workspace for DeFi. See CONTRIBUTING.md before opening a pull request.

License

builtin-tool-hunch-aggregator is released under the Apache-2.0 license.