Synapse — GEO Growth Layer
Score and fix how ChatGPT, Perplexity, and other AI crawlers understand your product site so solo launches get cited in AI answers.
Overview
Synapse GEO is a Launch-phase MCP server that scores and auto-fixes how AI coding agents and answer engines discover your product using 24 rules, 6 tools, and a 0–100 GEO score.
What is this MCP server?
- 24 GEO lint rules with a 0–100 visibility score for agent-readable product pages
- 6 MCP tools including read-only geo_lint and optional geo_fix / geo_track_init with API key
- stdio via @calvin8miles/mcp-server or streamable-http at https://runsynapse.dev/api/mcp
- Optional SYNAPSE_API_KEY unlocks auto-fix and tracking; read-only tools work without a key
- Targets how AI coding agents and answer engines discover new products, not traditional SERP-only SEO
- Score range 0–100
What problem does it solve?
You shipped a landing page but AI assistants and agent directories still misdescribe your product or never surface it because your site is not optimized for generative discovery.
Who is it for?
Solo builders launching a SaaS or tool who want measurable GEO checks inside their coding agent before sharing links widely.
Skip if: Teams that only care about classic Google rankings with no AI-search or agent-directory angle, or anyone unwilling to optionally manage a Synapse API key for fix/track tools.
What do I get? / Deliverables
After you connect the server, your agent can lint GEO issues, apply fixes where permitted, and track improvements so your launch narrative is easier for AI systems to cite correctly.
- GEO lint report with 0–100 score across 24 rules
- Agent-driven fixes when API key and geo_fix are enabled
- Clearer AI-agent discovery signals on your product surface
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Journey fit
GEO sits in Launch because the goal is discoverability in generative search and agent-facing product metadata—not core product coding. The geo subphase is the canonical home for generative-engine optimization, lint rules, and AI-discovery scoring before and after ship.
How it compares
GEO-focused MCP integration with lint and fix tools, not a generic SEO copywriting skill or a full marketing automation suite.
Common Questions / FAQ
Who is Synapse GEO for?
It is for indie and solo builders who use AI coding agents and want their product to be discoverable and accurately described in generative search and agent workflows.
When should I use Synapse GEO?
Use it during Launch prep and right after you go live, whenever you change positioning, docs, or landing copy that AI crawlers might index.
How do I add Synapse GEO to my agent?
Install the npm package @calvin8miles/mcp-server for stdio, or point your client at the streamable-http remote https://runsynapse.dev/api/mcp; set SYNAPSE_API_KEY only if you need geo_fix or geo_track_init.