# Synapse — GEO Growth Layer

> Use this tool when you need to ensure geographically compliant product launches, as it lints, auto-fixes, and tracks AI agent discoveries. It solves problems related to product launch preparation, geographical regulation, and AI agent monitoring, providing a suite of 6 tools for comprehensive analysis. The GEO Growth Layer takes in product data and outputs compliance reports, fixes, and tracking insights, making it ideal for pre-launch checks and ongoing monitoring.

Canonical page: https://skillsregistry.net/skills/calvinling2021-star-synapse  
JSON: https://api.skillsregistry.net/v1/skills/calvinling2021-star-synapse

## Description

The GEO check every vibe coder runs before they launch. MCP server that lints, auto-fixes, and tracks how AI agents discover any product. 6 tools — geo_check, geo_fix, geo_track_init, geo_prompts, geo_status, geo_corpus_query.

## Trust

- **Trust score (0–1):** 0.60
- **Verification tier:** unverified

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** ai-ml
- **Updated:** 2026-05-14

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/wpk3q1nnzx)
- **Repository:** <https://github.com/calvinling2021-star/synapse>

## Use it

Resolve this record through the SkillsRegistry MCP server (no auth, read-only):

```
claude mcp add --transport http --scope user skillsregistry https://api.skillsregistry.net/mcp
```

```json
{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "get_skill",
    "arguments": {
      "slug": "calvinling2021-star-synapse"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/calvinling2021-star-synapse` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/calvinling2021-star-synapse/pull`

---
SkillsRegistry indexes agent skills from public registries and GitHub. Skills we have analysed are scanned with Circle-IR and scored on six dimensions; each listing states its scan coverage. More: https://skillsregistry.net/llms.txt