[ PROTOCOL ARCHITECTURE · HOW LINCE WORKS ]

How Lince indexes the crypto mindshare economy.

Crypto markets are driven by narrative velocity and capital rotation. Lince turns raw, unstructured chatter across 6 social networks into verifiable on-chain divergence signals—without retaining user data or selling private order flow.

BATCH CADENCE:EVERY 10 MIN
LAST INGESTION:12:48 UTC
INFERENCE: ZERO-RETENTION
END-TO-END TELEMETRY PIPELINE

The 6 stages of signal synthesis.

STAGE 01

Cross-Platform Social Telemetry Ingestion

6 FEEDS · 10M REFRESH

Continuous multi-channel ingestion bypassing rate limits and algorithmic echo chambers.

  • •Monitors 6 live conversation networks: X (Twitter), Telegram alpha alpha groups, YouTube, Farcaster, Reddit, and TikTok.
  • •Indexes over 1,200 token tickers, project handles, and contract addresses concurrently.
  • •Proprietary anti-sybil heuristic strips bot spam, paid shill campaigns, and artificial volume loops.
STAGE 02

Mindshare Normalization & Attention Velocity

NORMALIZED TO 100%

Converting raw noisy posts into normalized market share of cognitive attention.

  • •Mindshare (%) represents a token or sector's exact proportion of total active crypto conversation.
  • •Tracks 24h attention velocity to pinpoint which sectors are gaining exponential social momentum.
  • •Applies semantic polarity scoring (0.00 to 1.00) to distinguish organic accumulation from FUD.
STAGE 03

On-Chain DEX Liquidity Cross-Indexing

BASE · SOLANA · ETHEREUM

Grounding social hype in decentralized liquidity pool telemetry.

  • •Polls Uniswap v3, Raydium, Aerodrome, and Curve pools across Base, Solana, Arbitrum, and Ethereum.
  • •Correlates attention spikes against actual on-chain DEX trading volume and market capitalization.
  • •Filters out illiquid honeypots and low-float manipulation before signals are generated.
STAGE 04

Alpha Divergence Scoring Algorithm

SCORE 0–100

Spotting the mathematical disconnect between rising attention and lagging price.

  • •Calculates the Divergence Score (0–100): high social spike with compressed price = early accumulation.
  • •Factor in Tier-1 smart followers and research KOL citations to weight conviction.
  • •Flags tokens in early accumulation stage 12 to 48 hours before broad market discovery.
STAGE 05

Zero-Retention Inference via Venice AI

ZERO LOGS · BYOK READY

Institutional intelligence without leaking user proprietary prompts or theses.

  • •Decentralized inference powered by Venice AI (Llama 3.3 70B & DeepSeek R1).
  • •Zero data retention: no prompt storage, IP logging, or training on user queries.
  • •Built-in deterministic heuristics engine ensures complete functionality at Rp 0 cost without keys.
STAGE 06

Model Context Protocol (MCP) Distribution

JSON-RPC 2.0 PROTOCOL

Direct JSON-RPC 2.0 streaming into AI coding agents and autonomous trading bots.

  • •Exposes live tools: lince_get_narratives, lince_get_alpha_divergence, and lince_get_kols.
  • •Native integration into Cursor (~/.cursor/mcp.json), Claude Desktop, and Windsurf.
  • •Autonomous agents can programmatically query market mindshare as tool-calls within development loops.
QUANTITATIVE METHODOLOGY

The Alpha Divergence formula.

In efficient markets, asset prices quickly incorporate information. In decentralized crypto networks, social attention precedes price discovery by several hours to days. We quantify this delay mathematically.

FORMULATION V1.4:
DivergenceScore = min(100, (MindshareSpike_24h / max(1, PriceChange_24h + 10)) × SmartWeight × 1.25)
MindshareSpike_24h:Percentage increase in cross-platform mentions and verified engagement over 24 hours.
PriceChange_24h:Spot DEX price movement. If price is flat (+0% to +5%) while mentions spike (+80%), score surges.
SmartWeight:Multiplier based on citations from top-tier research analysts and smart-money wallets.
SCORE RANGESIGNAL CLASSIFICATIONINTERPRETATIONEXPECTED TIMEFRAME
90 – 100EARLY_ACCUMULATIONMassive attention disconnect. Smart capital accumulation before DEX price reaction.12h – 48h
75 – 89NARRATIVE_BREAKOUTSector-wide thematic expansion. Multiple key projects sharing synchronized velocity.24h – 72h
60 – 74KOL_CONSENSUSMultiple verified research analysts publishing independent theses concurrently.2d – 5d

Explore the live intelligence streams.

Test queries in plain English or connect the open Model Context Protocol (MCP) server to your IDE.