Synapse — GEO Growth Layer

**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 ```json { "mcpServers": { "synapse-geo": { "command": "npx", "args": ["-y", "@calvin8miles/mcp-server"] } } }

First seen 2 Oct 2026. Evidence as of 5 Oct 2026.