Skip to main content
Mako includes a lightweight RAG (Retrieval-Augmented Generation) system with curated knowledge about top projects in the Base ecosystem.

How it works

At startup, the gateway loads JSON files from gateway/src/knowledge/ into an in-memory index. Each file describes a single project with structured metadata.

Entry format

{
  "name": "Aerodrome",
  "category": "DeFi",
  "summary": "The central DEX and liquidity hub on Base.",
  "keywords": ["aerodrome", "aero", "dex", "liquidity", "ve33"],
  "token": { "symbol": "AERO", "chain": "base" },
  "links": { "website": "https://aerodrome.finance" },
  "details": "Aerodrome is a ve(3,3) DEX that serves as the primary...",
  "notable_agents": [
    { "name": "AeroBot", "description": "Automated LP management" }
  ]
}

Two retrieval modes

1. Automatic context injection

Before every inference call, the gateway scans the user’s message against 85+ keyword triggers built from each project’s keywords array and name. If keywords match, the gateway injects up to 2 project summaries (~500 tokens) as a system message immediately after the main system prompt. This happens before the model sees the message, so the model has relevant context without needing to call any tool. Matching rules:
  • Keywords are matched as whole words (word-boundary regex) to avoid false positives
  • Short keywords (≤3 chars) require extra context — either a $ prefix or strict word-boundary matching
  • Matches are scored by keyword hit count; the top 2 are injected
  • Project details are truncated to 600 characters to save tokens
The model can also call knowledge_search directly when it needs project information. Parameters: query (required) The search scores entries across multiple fields with weighted relevance:
FieldScore weight
Project name+10 per match
Keywords+5 per match
Category+3 per match
Summary+2 per match
Details+1 per match
Returns up to 5 results, each including:
{
  "query": "defi on base",
  "results": [
    {
      "name": "Aerodrome",
      "category": "DeFi",
      "summary": "The central DEX and liquidity hub on Base.",
      "details": "Aerodrome is a ve(3,3) DEX...",
      "token": "$AERO",
      "website": "https://aerodrome.finance",
      "notable_agents": "AeroBot: Automated LP management"
    }
  ],
  "count": 1
}
If query is empty, the tool returns all entries (name, category, summary only).

Covered projects

The knowledge base currently includes 15+ entries spanning:
  • DeFi — Aerodrome, Moonwell, Morpho, Aave
  • AI Agents — Virtuals, Venice, Clanker
  • Social — Farcaster, Zora
  • Infrastructure — Coinbase Wallet, Smart Wallets, Basescan
  • Memecoins — Notable memecoins on Base

Adding entries

To add a new project, create a JSON file in gateway/src/knowledge/ following the entry format above. The gateway will load it automatically on the next restart — no code changes needed.