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Synapse — GEO Growth Layer

calvinling2021/synapse-geo

**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"] } } }

6 tools available
The Journeyman
A reasonable amount of history and nothing concerning in the scan.
Time indexed (3mo)
6toolsRemote/ HTTP3moindexed
100% uptime · 295ms avgChecked Aug 7, 2026
Quality Score
49/95
Established
Risk Score
0/100
Clean
How is this calculated?
Quality Breakdown
Tenure12.5/20
94 days indexed
Capability16.3/25
Tools: 4.3/13 (6 tools)
Description: 5/5
Endpoint: 7/7
Adoption9.9/25
Use count: 9.9/20 (295 uses)
Multi-registry: 0/5 (1 registry)
Reliability10/25
Currently live: 10/10
Uptime history: 0/15 No checks yet
Security scan: 0 pts in v1.0; ready to weight when coverage improves
Risk
0Clean
No signals detected.
The scanner shows
6 tools. Nothing caught our attention.
First indexed May 14, 2026
Server Profile
Tools catalogued
6
6 tools available. Full list below.
Hosting
Remote / HTTP
Runs on the internet. No access to your filesystem, SSH keys, or environment variables.
Registry presence
Not verified
Not yet verified by the Official MCP Registry.
Liveness
100%
Based on 48 checks. Average response: 295ms.
Publisher Verification
Not yet verified by the Official MCP Registry.
Endpoint
https://synapse-geo--calvinling2021.run.tools
Tools (6)
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.
geo_prompts
Generate the prompt pack used to test whether AI engines surface this product.
geo_status
Fetch the live Growth Score and agent-mention stats for an installed Synapse site.
geo_corpus_query
Query the public Synapse corpus for products matching a given intent.

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