Synapse — GEO Growth Layer

The GEO check every vibe coder runs before they launch.

CommunityOnlineNo sign-inGlobalFreeCan modify data

What it can do

  • Geo Check: Run the 24-rule Synapse GEO linter against a URL or a local project path and return a scored report. Use this BEFORE shipping a new product.
  • Geo Fix: Apply Synapse's auto-fixers to a local project — writes static files (llms.txt, robots.txt, agent-answer.json, etc.). Requires write access to the path.
  • Geo Track Init: Register the project with the Synapse dashboard to begin tracking AI-agent referrals. Returns a slug and tracking ID.

What data it sees

Do you need an account

No: the server works without sign-in

The GEO check every vibe coder runs before they launch.

Synapse is the GEO (Generative Engine Optimization) growth layer for new products. This MCP server gives any coding agent — Cursor, Claude Code, Windsurf, Cline, Continue, Zed — the ability to audit, fix, and track how AI agents discover and recommend a project.

Tools

  • geo_check — Run the 24-rule GEO linter on a URL or local path. Returns a 0–100 Growth Score and a list of failing rules with evidence.
  • geo_fix — Apply auto-fixers: writes llms.txt, robots.txt (with the AI-bot allowlist), and /.well-known/agent-answer.json to the project. Never touches your content.
  • geo_track_init — Register the site with the Synapse dashboard to start tracking AI-agent referrals.
  • geo_prompts — Generate a visibility-test prompt pack for ChatGPT / Claude / Perplexity.
  • geo_status — Live Growth Score, agent mentions, and visits for an installed site.
  • geo_corpus_query — Query the public Synapse corpus to find products matching a user intent.

Resources

  • synapse://docs/llms-txt-spec — the canonical llms.txt reference
  • synapse://docs/geo-checklist — the full 24-rule rubric
  • synapse://corpus/latest — recent agent-recommendation tuples

Install — Cursor / Claude Code / Windsurf / Cline / Continue / Zed

{
  "mcpServers": {
    "synapse-geo": {
      "command": "npx",
      "args": ["-y", "@calvin8miles/mcp-server"]
    }
  }
}
Server tool list (6)

Raw names from tools/list. Only developers need these.

geo_checkRun the 24-rule Synapse GEO linter against a URL or a local project path and return a scored report. Use this BEFORE shipping a new product.
geo_fixApply Synapse's auto-fixers to a local project — writes static files (llms.txt, robots.txt, agent-answer.json, etc.). Requires write access to the path.
geo_track_initRegister the project with the Synapse dashboard to begin tracking AI-agent referrals. Returns a slug and tracking ID.
geo_promptsGenerate the prompt pack used to test whether AI engines surface this product.
geo_statusFetch the live Growth Score and agent-mention stats for an installed Synapse site.
geo_corpus_queryQuery the public Synapse corpus for products matching a given intent.