Case study · Solo dev · 50K MCP queries/day

How a one-person memecoin sniper went from 0 to 8,400 trades/day with techkern MCP.

8,400trades / day
47msavg MCP query
0RPC bills

MCP queries per day

Sarah Chen · solo Solana sniper

Before techkern MCPAfter techkern MCP
010K20K30K40K50KDec '25Jan '26Feb '26Mar '26Apr '26May '26Installed techkern MCP50K / day0 / day

The problem

Sarah Chen runs a solo Solana sniper bot — a fully-automated agent that scans every fresh pump.fun launch, runs a DD pass (mint authority, holder distribution, dev wallet history, KOL cross-reference), and snipes the ones that pass. Before techkern she ran her own Helius node, a custom Postgres indexer for holder tracking, a separate listener for the pump.fun bonding-curve program, and a Discord bot wired into a Cielo Finance subscription for KOL signals. Combined infra bill: $2,000/month plus the maintenance tax — broken indexer queries about once a week, Jupiter rate-limits hitting at peak volume, and the never-ending Postgres schema drift as the pump.fun program emitted new event shapes.

She had tried hosted alternatives. Helius REST + a custom query layer worked but was rigid — every new agent prompt required a new REST endpoint. Bitquery GraphQL composed better but had its own rate limits and an awkward subscription model.

The migration

Sarah was already using Claude Desktop for her agent loop. The change was one config file:

{
  "mcpServers": {
    "techkern": {
      "command": "npx",
      "args": ["-y", "@techkern/mcp-server"],
      "env": { "TECHKERN_API_KEY": "tk_live_..." }
    }
  }
}

She restarted Claude Desktop. Her agent immediately had 10 native Solana tools — query_pump_fun_launches, mint_authority_check, holder_distribution, dev_token_history, query_kol_wallets, and five more. She rewrote her agent loop in English over an afternoon. By evening her old Helius node was decommissioned, her Postgres dropped, her Cielo subscription cancelled.

The result

Within the first week, her agent was running the same strategy on techkern MCP with materially better coverage — the KOL wallet tracker caught entries her Cielo bot would miss because Cielo only covered ~200 wallets and techkern indexes 1,400+. Daily trade count climbed from her old steady-state ~1,800/day to 8,400/day after she added the KOL × dev-wallet cross-reference recipe.

Average MCP query latency: 47ms. Total daily MCP queries: 50,000 (Pro tier limit, fits in $19/mo or pay-per-query in $TECH). Total infra cost beyond that: zero. No RPC bills, no Postgres bills, no Cielo subscription, no Discord-bot maintenance.

“I deleted my entire indexer stack the day I installed techkern. One MCP install replaced a $2K/month Helius node, a custom Postgres, a Cielo subscription, and three weekend maintenance binges per month. My agent prompts are now in English instead of TypeScript.”
— Sarah Chen, solo dev

Install MCP.

One config line in Claude Desktop, Cursor, Cline, Continue, Zed, or the OpenAI Agents SDK. 10 native Solana tools, sub-50ms p95.

Install MCP
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