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How I Built a 7-Layer Token Safety Oracle for AI Agents on Solana
Manuel Delga · 2026-05-14 · via DEV Community

Manuel Delgado

Stop your AI trading bot from getting rugged.


The Problem: Your Bot Can't Tell a Rug Pull from a Blue Chip

If you're building AI agents that interact with Solana DeFi — sniping pools, executing swaps, managing portfolios — you have a fundamental problem: your agent has no way to evaluate token safety before committing capital.

Existing tools like RugCheck and GoPlus check metadata. That's table stakes. The real rug pulls don't happen in metadata — they happen in the on-chain byte structure of the token mint account. An active freeze authority. A live mint authority. Supply concentration in a single wallet. These are the mechanisms that drain your LP in seconds.

I built SicariusGuard to solve this — a Solana token safety oracle that AI agents can call natively via the Model Context Protocol (MCP).


Architecture: 7 Layers of Defense

SicariusGuard doesn't just check one thing. It runs every token through 7 independent safety layers and produces a composite risk score:

Layer 1: SPL Mint Deserialization

Direct byte-level parsing of the Solana SPL token mint account. Not an API call — raw getAccountInfo data, deserialized against the SPL token layout:

// Raw 82-byte SPL Token Mint layout
// Bytes 0-3:   Mint Authority Option (COption<Pubkey>)
// Bytes 4-35:  Mint Authority Pubkey
// Bytes 36-43: Supply (u64, little-endian)
// Bytes 44-44: Decimals (u8)
// Bytes 45-45: isInitialized (bool)
// Bytes 46-49: Freeze Authority Option (COption<Pubkey>)
// Bytes 50-81: Freeze Authority Pubkey

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This catches what metadata scrapers miss: a token can have a clean description, verified logo, and still have an active mint authority that lets the creator inflate supply to zero.

Layer 2: Authority Analysis

  • Freeze Authority: Can the creator freeze your tokens in-place? If COption equals 1, it's active.
  • Mint Authority: Can the creator print unlimited tokens? Same check.
  • Upgrade Authority: For program-owned tokens, can the contract be rewritten?

Layer 3: Supply Distribution

Query the top holders via Helius DAS API. If any single wallet holds more than 50% of circulating supply, that's a ticking time bomb. The risk scoring scales non-linearly.

Layer 4: Liquidity Depth (Birdeye)

Pull real-time liquidity data from Birdeye:

  • Total liquidity in USD
  • 24h volume
  • Volume-to-liquidity ratio (low ratio means you can't exit)
  • Price change velocity

A token with $500 in liquidity and $10K in market cap is a mathematical certainty of a rug.

Layer 5: Holder Analysis

  • Total unique holders
  • Holder growth velocity (new holders/hour)
  • Concentration metrics (Gini coefficient on top 10 wallets)

Layer 6: Metadata Validation

  • Token metadata account exists and is valid
  • URI points to real content (not a dead IPFS hash)
  • Name/symbol don't match known scam patterns

Layer 7: Composite Risk Scoring

All layers feed into a weighted scoring model that produces:

  • Risk Score: 0.0 (safe) to 10.0 (certain scam)
  • Verdict: SAFE, CAUTION, DANGEROUS, or CRITICAL
  • Individual Flags: Array of specific risk indicators with severity

The MCP Integration: Why AI Agents Need This

The Model Context Protocol (MCP) is an open standard for connecting AI models to external tools. Instead of hardcoding API calls, your AI agent discovers and invokes tools through a standardized protocol.

SicariusGuard implements MCP's stdio transport. Any MCP-compatible client (Claude Desktop, Cursor, Cline, etc.) can install it with one command:

npx sicarius-guard

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Once connected, the agent gets access to these tools:

Tool What it does
check_token Quick safety check returns verdict and risk score
scan_token Deep 7-layer analysis with all flags
check_pricing Birdeye market data (price, volume, liquidity)
get_risk_report Full report with actionable recommendations

Real-World Agent Workflow

User: "Swap 10 SOL for token XYZ123..."
Agent: [calls check_token("XYZ123...")]
SicariusGuard: { verdict: "CRITICAL", risk: 9.2 }
Agent: "I checked token XYZ123 and it's extremely dangerous."

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Without SicariusGuard, the agent would have blindly executed the swap.


Production Deployment

SicariusGuard runs on Google Cloud Run with:

  • Rate limiting: 100 free scans/day per IP (Upstash Redis)
  • SEO: robots.txt, sitemap.xml, OpenGraph meta tags
  • Monitoring: Cloud Run structured logging with request attribution
  • CI/CD: GitHub Actions to Cloud Run deployment pipeline

The API is publicly accessible with no API key needed for the free tier.


What's Next

  • EVM chain support (Ethereum, Base, Arbitrum)
  • Historical rug pattern matching
  • Real-time websocket alerts for watched tokens
  • Integration with Jupiter/Raydium for pre-swap safety gates

Try It

npx sicarius-guard

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GitHub: https://github.com/Chronolapse411/sicarius-guard
Glama: https://glama.ai/mcp/servers/Chronolapse411/sicarius-guard

MIT Licensed. Star it if you build on Solana.