EinAI Terminal
Agent Intelligence Protocol

EinAITerminal

analyzing agent wallets...

Hundreds of AI agents are running autonomously on Solana right now. Trading, bridging, composing DeFi actions without human intervention.

Most are noise. A few are genuinely intelligent.

EinAI Terminal watches them all. It monitors autonomous agent wallets, scores their on-chain behavior across 5 neural dimensions, and classifies each with a verdict.

View RepositoryFollow UpdatesDocumentation
Neural Verdicts
NEURAL90+
SYNC75+
ACTIVE60+
IDLE40+
DRIFT20+
VOID<20
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// what it measures

5 Neural Dimensions

Each agent is scored across 5 weighted dimensions to calculate a final EinScore and verdict classification.

DimensionWeightSignal
Neural Score25%10-pattern binary signal matching
Behavior Index25%Interaction breadth + CPI utilization
Efficiency Rating20%Success rate + fee efficiency + PnL
Pattern Coherence20%Token ecosystem + instruction diversity
Threat Signal10%Anti-penalty (spam/MEV detection)

10 Neural Patterns

high_activitytx count 24h >= 100
broad_reachunique interactions >= 50
compute_heavycompute units >= 500K
multi_programprogram calls >= 20
high_successsuccess rate >= 85%
low_feeavg fee <= 0.002 SOL
profitable24h PnL > 0
diverse_instructionsentropy >= 0.60
token_activetoken programs >= 5
cross_programCPI calls >= 10
Full DocumentationView Source Code
// install

Get Started

Python package. 103 tests passing. Available via pip install.

$ pip install einai

// quick start

from einai import EinEngine, AgentSignal

engine = EinEngine()

signal = AgentSignal(
    wallet_address="YourAgentWalletAddressHere",
    agent_id="ein-001",
    tx_count_24h=180,
    unique_interactions=85,
    compute_units_used=720_000,
    program_calls=32,
    success_rate=0.94,
    avg_tx_fee_sol=0.0012,
    pnl_24h_sol=4.2,
    instruction_diversity=0.82,
    token_programs_used=10,
    cross_program_invocations=22,
)

report = engine.evaluate(signal)
print(f"{report.agent_id} → {report.verdict} ({report.ein_score:.1f}")
# ein-001 → NEURAL (96.3)

// architecture

AgentSignal
    │
    ▼
EinEngine
    ├─ NeuralAnalyzer     ← 10 binary patterns          (0.25)
    ├─ BehaviorAnalyzer   ← interaction + CPI breadth   (0.25)
    ├─ EfficiencyAnalyzer ← success/fee/pnl             (0.20)
    ├─ PatternAgent       ← token ecosystem coherence   (0.20)
    └─ ThreatAgent        ← spam/MEV penalty scoring    (0.10)
         │
         ▼
    AgentReport
    (verdict + ein_score + neural_stage + patterns + flags)

// CLI

npx ts-node src/cli.ts --wallet <address>
npx ts-node src/cli.ts --batch
npx ts-node src/cli.ts --demo
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EinAI Terminal

Watching all agents on Solana

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