Equip AI agents with evaluation and self-improvement capabilities with Root Signals.
Root Signals becomes available to MCP clients through the root signals mcp server. Equip AI agents with evaluation and self-improvement capabilities with Root Signals.
Measurement & Control for LLM Automations
This project serves as a bridge between Scorable API and MCP client applications, allowing AI assistants and agents to evaluate responses against various quality criteria.
Once connected, the assistant can call these 2 tools directly:
Synposis — DescriptionImpacts — Severity rating (low, medium or high)The server is distributed via a container image as ghcr.io/scorable/scorable-mcp, so most clients can run it without a manual build step. Add it to your MCP client's configuration and restart the client to pick it up — the copy-paste configs for Claude Desktop, Claude Code and Cursor are on this page.
Before the server will start you need to supply one environment variable: SCORABLE_API_KEY. Keep credentials in your client's env block or a secrets manager rather than committing them.
Developer-tool servers are usually the first ones people connect, because they turn "help me with this code" into an assistant that can actually read the repo and act on it. Root Signals sits in that group, and the shape of its toolset — Synposis, Impacts — tells you what it is really for. Worth comparing against the other developer tools servers in this directory before you commit to one, since several overlap in scope but differ sharply in setup cost and permissions.
| Tool | What it does |
|---|---|
| Synposis | Description |
| Impacts | Severity rating (low, medium or high) |
{
"mcpServers": {
"root-signals": {
"command": "docker",
"args": ["run", "-i", "--rm", "ghcr.io/scorable/scorable-mcp"],
"env": {
"SCORABLE_API_KEY": "your-value"
}
}
}
}Add to claude_desktop_config.json, then restart Claude Desktop.
| Variable | Description | Required |
|---|---|---|
| SCORABLE_API_KEY | Credential the server authenticates with. | Yes |
Manage your whole Supabase project in conversation — database, auth, storage, Edge Functions and branches.
Stop letting your assistant hallucinate n8n node parameters — this server hands it the real schemas, templates and validation.
AWS Labs' official server suite — current AWS docs, CDK guidance, cost analysis and service tools.
Cloud browsers for AI agents — automation sessions that run in Browserbase's fleet, not on your machine.
Workers, KV, R2 and D1 by conversation — Cloudflare's official remote servers for building and observability.
Dashboards, Prometheus and Loki queries, incidents and alerts — observability by conversation.