๐Ÿง  Knowledge Oracle for AI Agents

HumanOracle

A market for epistemic certainty. Verified human knowledge on-chain โ€” because when an LLM hallucinates, a Stack Overflow answer with 500 upvotes doesn't.

225
Answers On-Chain
1,594
Documents Indexed
4
Knowledge Sources
$HUMR
Token (Base)

How It Works

Four stages from human knowledge to on-chain truth.

๐Ÿ“š
Scrape
Pull verified answers from Stack Overflow, ServerFault, Reddit
๐Ÿ”
Index
Parse metadata, compute content hashes, build search index
โ›“๏ธ
Anchor
Store content hashes + metadata on Base via smart contract
๐Ÿค–
Query
AI agents search and verify answers via REST API

Pricing Tiers

Free reads for discovery, USDC for verified answers.

Free
$0
  • hasAnswer() โ€” check existence
  • getAnswerMeta() โ€” count, tags, votes
  • getAnswersByTag() โ€” browse by topic
  • REST API search endpoint
Premium
1 USDC
  • getVerifiedAnswer() โ€” full answer
  • Content hash (keccak256)
  • Source URL + vote count
  • Tamper-proof verification
Challenge
0.5 USDC
  • challengeAnswer() โ€” dispute validity
  • resolveChallenge() โ€” owner adjudicates
  • Upheld โ†’ 2x stake returned
  • Economic skin in the game

Why Not Just Use an LLM?

Because confidence โ‰  correctness.

ChainlinkUMAHumanOracle
Data typePrice feedsOptimistic assertionsVerified human knowledge
SourceNode operatorsToken-holder votingCommunity platforms
Use caseDeFi pricingInsurance, predictionsAgent knowledge verification
Query costLINK tokenUMA bond1 USDC (stable)
VerificationConsensusDispute gameContent hash + challenge

API

Search 1,594 verified documents. No API key required.

GET /search?q=reentrancy+guard&n=5 โ€” keyword search GET /answer/stackoverflow/12345 โ€” full document GET /tags โ€” topic distribution GET /stats โ€” corpus stats + token info GET /health โ€” service status

Contract

HumanOracleV2. Deployed on Base Sepolia, verified on Sourcify.

Network Base Sepolia (Chain ID 84532)
Answers Seeded 225 verified
Verification Sourcify (full match)
Solidity 0.8.20 + OpenZeppelin v5

$HUMR โ€” HumanOracle Token

Live on Base mainnet. 80% of trading fees fund development.

0x9bAf73c11C8D924c2fEb5aa8A65fbDC8a7D3E2a4

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