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DeFi Sentinel X MCP Server

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πŸ›°οΈ DeFi Sentinel X

Autonomous AI Agent for X Layer DeFi Protocol Monitoring

An autonomous AI agent that monitors X Layer (OKX's EVM-compatible L2, chainId 196) DeFi protocols in real-time β€” detecting price manipulation, liquidity drains, and unusual trading activity, then generating severity-classified alerts with on-chain risk scores.

Built for the OKX BuildX AI Season Hackathon ($300K prize pool).

🎯 Problem

DeFi protocols on X Layer are vulnerable to attacks that execute in seconds:

  • Price manipulation via sandwich attacks and oracle manipulation

  • Liquidity drains from pool imbalances and rug pulls

  • Unusual trading from MEV bots and exploit frontrunning

Users have no real-time early warning system. By the time a human notices a pool's reserves dropping, the damage is done. Existing monitoring tools are either centralized alerts (slow) or static dashboards (passive).

Related MCP server: BlueAgent x402 Services

πŸ’‘ Solution

DeFi Sentinel X is an autonomous AI agent that:

  1. Continuously scans X Layer DeFi pools via real on-chain RPC calls

  2. Detects anomalies using statistical heuristics (reserve imbalance, liquidity drain, unusual activity)

  3. Computes risk scores (0-100 composite score) factoring anomaly severity, confidence, and type diversity

  4. Generates alerts with severity classification and recommended actions

  5. Checks position health for Aave V3 lending positions (health factor, liquidation distance)

The agent uses an MCP-style tool architecture β€” each capability is a discrete tool with a JSON Schema input definition, orchestrated by an agent layer that chains: scan_pool β†’ detect_anomaly β†’ calculate_risk_score β†’ generate_alert.

🌟 Unique Angle

Unlike passive monitoring dashboards, DeFi Sentinel X is an active AI agent that:

  • Uses real X Layer RPC (live block numbers, gas prices, eth_call against pool contracts)

  • Follows the MCP (Model Context Protocol) tool pattern β€” 7 tools, each with name, description, and JSON Schema input, callable individually or orchestrated by the agent

  • Runs fully on free-tier infrastructure (Vercel serverless + SQLite /tmp + public RPCs)

  • Provides deterministic, reproducible agent orchestration (no LLM API key needed for the demo β€” the tool-chaining logic is the AI layer)

  • Deploys as a Vercel serverless function β€” no servers, no cost, scales to zero

πŸ—οΈ Architecture

β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
β”‚                 DeFi Sentinel X Agent                β”‚
β”‚          (Autonomous Tool Orchestrator)              β”‚
β”‚                                                      β”‚
β”‚  scan_pool β†’ detect_anomaly β†’ risk_score β†’ alert    β”‚
β”‚                                                      β”‚
β”‚  Additional: get_position_health, get_chain_status  β”‚
β”‚             get_audit_trail                          β”‚
β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”¬β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”¬β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
               β”‚                      β”‚
       β”Œβ”€β”€β”€β”€β”€β”€β”€β–Όβ”€β”€β”€β”€β”€β”€β”€β”    β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β–Όβ”€β”€β”€β”€β”€β”€β”€β”€β”
       β”‚  X Layer RPC  β”‚    β”‚  SQLite (/tmp)  β”‚
       β”‚  (real data)  β”‚    β”‚  (audit trail)  β”‚
       β”‚               β”‚    β”‚                 β”‚
       β”‚ eth_chainId   β”‚    β”‚ scans table     β”‚
       β”‚ eth_blockNum  β”‚    β”‚ anomalies tbl   β”‚
       β”‚ eth_call      β”‚    β”‚ alerts table    β”‚
       β”‚ eth_getBalanceβ”‚    β”‚ risk_assess tbl β”‚
       β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜    β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
               β”‚
       β”Œβ”€β”€β”€β”€β”€β”€β”€β–Όβ”€β”€β”€β”€β”€β”€β”€β”
       β”‚   Vercel      β”‚
       β”‚  Serverless   β”‚
       β”‚  (@vercel/py) β”‚
       β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜

MCP Tool Architecture (7 Tools)

#

Tool

Method

Description

1

scan_pool

GET

Scan a DeFi pool for live reserves & TVL from X Layer RPC

2

detect_anomaly

GET

Run anomaly detection heuristics on pool data

3

calculate_risk_score

GET

Compute composite risk score (0-100) for a pool

4

generate_alert

GET/POST

Generate a severity-classified alert from an anomaly

5

get_position_health

GET

Check Aave V3 lending position health factor

6

get_chain_status

GET

Get live X Layer chain metadata (block, gas)

7

get_audit_trail

GET

Retrieve stored scan/anomaly/alert history

All tools are also exposed via MCP protocol endpoints:

  • GET /mcp/tools β€” MCP tools/list

  • POST /mcp/call β€” MCP tools/call (body: {"name": "...", "arguments": {...}})

πŸ› οΈ Tech Stack

Component

Technology

Why

API Framework

FastAPI 0.115

Async, auto-docs, Pydantic validation

Hosting

Vercel (serverless)

Free tier, auto-scaling, zero config

Chain Data

X Layer RPC (real)

Live on-chain data, no API key needed

Persistence

SQLite (/tmp)

Serverless-friendly, no external DB

Agent Pattern

MCP-style tools

Standardized tool interface

Frontend

Vanilla HTML/CSS/JS

No framework, fast load, simple deploy

Language

Python 3.12

Vercel Python runtime

βœ… What's Real vs ⚠️ Mocked

βœ… Real (Live On-Chain)

  • X Layer RPC calls β€” eth_chainId, eth_blockNumber, eth_gasPrice return live data (chainId 196, current block ~67M)

  • eth_call against pool contracts β€” getReserves(), totalSupply() selectors sent to real X Layer contracts

  • eth_getBalance β€” real native balance reads for wallet health checks

  • SQLite persistence β€” scans, anomalies, alerts, and risk assessments stored in /tmp/defi_sentinel_x.db (survives across warm serverless invocations)

  • Anomaly detection heuristics β€” reserve imbalance, liquidity drain, zero liquidity, unusual activity detection run on real pool data

  • Composite risk scoring β€” 0-100 score with severity classification (CRITICAL/HIGH/MODERATE/LOW/MINIMAL)

  • Agent orchestration β€” tool-chaining logic: scan β†’ detect β†’ score β†’ alert (the AI layer)

⚠️ Mocked / Simulated

  • Pool reserve values β€” if eth_call returns zeros (demo pool addresses aren't real Uniswap pairs on X Layer), falls back to deterministic simulation based on pool name + block number (reproducible, varies as blocks advance)

  • Aave V3 health factor β€” derived from address hash (real Aave integration requires Pool.getUserAccountData() which needs a funded position; the eth_getBalance call IS real)

  • Baseline reserve ratios β€” hardcoded (production would use a time-series DB like TimescaleDB)

  • "Unusual activity" heuristic β€” uses block-number parity as a proxy for tx volume (production would use mempool/trace data)

  • No LLM API key β€” the agent orchestration is deterministic (reproducible in serverless without external API dependencies)

πŸš€ Quick Start

Local Development

cd defi-sentinel-x
pip install -r requirements.txt
uvicorn app.main:app --reload --port 8000
# Open http://localhost:8000

API Endpoints

Endpoint

Method

Description

/

GET

Dashboard UI

/api/health

GET

Health check + RPC status

/api/agent/status

GET

Agent config + tool inventory

/api/demo

GET

Full autonomous agent demo (sweeps all pools)

/api/sweep

POST

Single-pool monitoring sweep

/mcp/tools

GET

MCP tools/list

/mcp/call

POST

MCP tools/call

/api/tools/scan_pool

GET

Scan a pool

/api/tools/detect_anomaly

GET

Detect anomalies

/api/tools/calculate_risk_score

GET

Compute risk score

/api/tools/generate_alert

GET/POST

Generate alert

/api/tools/get_position_health

GET

Check position health

/api/tools/get_chain_status

GET

Live chain metadata

/api/tools/get_audit_trail

GET

Stored history

/api/audit

GET

Full audit trail

/api/stats

GET

Aggregate stats

/docs

GET

Swagger UI

Deploy to Vercel

vercel --prod --yes --token "$VERCEL_TOKEN"

πŸ“ Project Structure

defi-sentinel-x/
β”œβ”€β”€ api/
β”‚   └── index.py              # Vercel entry point
β”œβ”€β”€ app/
β”‚   β”œβ”€β”€ __init__.py
β”‚   β”œβ”€β”€ main.py               # FastAPI app + routes
β”‚   β”œβ”€β”€ tools.py              # MCP tool registry + handlers (7 tools)
β”‚   β”œβ”€β”€ agent.py              # Agent orchestrator (tool-chaining)
β”‚   β”œβ”€β”€ xlayer_client.py      # X Layer RPC client (real on-chain reads)
β”‚   └── store.py              # SQLite persistence layer
β”œβ”€β”€ static/
β”‚   └── index.html            # Dark-theme dashboard UI
β”œβ”€β”€ vercel.json               # Vercel config
β”œβ”€β”€ requirements.txt          # Python deps
β”œβ”€β”€ SUBMISSION.md             # Hackathon submission fields
└── README.md                 # This file

πŸ“œ License

MIT License β€” see LICENSE


Built by 0xConsole for the OKX BuildX AI Season Hackathon.

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