ZBS Index What actually exists in applied AI, with the source next to it

mcp server

hotato

Open-source, self-hosted conversation QA for voice agents. MIT.

Description as published by the maintainer. Source

  • version 1.9.0
  • active
  • voice

active — Most recent push to the repository was 2026-08-02. Dashed tags are derived by ZBS Index from the published description, not stated by the maintainer.

Signals

These are separate measurements of different things. They are deliberately not combined into one score, because a popularity number that mixes website traffic with saves and stars cannot be checked or acted on.

Signal Value What it measures Window Observed Source
GitHub stars 1 Number of GitHub accounts that bookmarked this repository since it was created. It is a bookmark count, not installs, not active users and not quality. cumulative, all time GitHub
Last commit 2026-08-02 Date of the most recent push to any branch. This is the strongest cheap indicator of whether the project is still maintained. point in time GitHub
Open issues 4 Open issues plus open pull requests, as GitHub counts them together. A high number can mean an active project or an abandoned one. as of fetch GitHub
Latest published version 1.9.0 Latest version string the maintainer published to the registry. as of fetch Model Context Protocol
Registry record last updated 2026-07-17 When the registry record was last updated by its maintainer. point in time Model Context Protocol
License MIT Licence GitHub detected in the repository. Detection can be wrong; the LICENSE file is authoritative. as of fetch GitHub
First listed in the MCP Registry 2026-07-17 Date this server was first published to the official MCP Registry. Not a usage or quality measure. point in time Model Context Protocol
repository status active The repository exists on GitHub and is not archived. This says nothing about how recently it was worked on. as of fetch GitHub

Where to get it

Related, by what their authors tagged them

  • Speko AI — last commit 2026-08-05, shares voice-agents, voice-ai
    Manage Speko voice-AI agents, sessions, calls, phone numbers, knowledge bases, evals, and docs.
  • io.github.hidai25/evalview-mcp — shares regression-testing, testing
    Regression testing for AI agents. Golden baselines, CI/CD, LangGraph, CrewAI, OpenAI, Claude.
  • ai.testiv/mcp — last commit 2026-08-04, shares regression-testing
    Local-first visual regression for AI agents: verdicts, diff images, explain_snapshot. No API key.
  • JustCall MCP Server — last commit 2026-03-12, shares voice-agents
    JustCall MCP Server enables LLMs and AI agents to make voice calls and send SMS via JustCall APIs.
  • Yapitalism — last commit 2026-08-06, shares voice-agents
    Drive terminal coding agents by voice, with receipts that never claim more than they proved.
  • redline — last commit 2026-08-05, shares regression-testing
    Run local prompt regression checks from prompt-response logs in AI coding assistants.
  • DialMCP — last commit 2026-07-27, shares voice-ai
    Let AI agents place real phone calls from your verified number, with transcripts and recordings.
  • KaiCalls — last commit 2026-06-27, shares voice-ai
    AI phone secretary: place calls, read transcripts, list calls, agents, and stats.
  • io.github.analyticsinmotion/mcp-listen — last commit 2026-08-05, shares voice-ai
    Give your AI agents the ability to listen. Microphone capture and speech-to-text.
  • io.github.decibri/mcp-listen — last commit 2026-08-05, shares voice-ai
    Give your AI agents the ability to listen. Microphone capture and speech-to-text.

These share tags the maintainers applied themselves, such as voice-agents, voice-ai, regression-testing, testing. Common tags like "mcp" or "ai" are ignored for this: agreeing with six hundred other projects is not a similarity.

This is not a recommendation and not a test result. It is a map of what the authors said their work is about.

How the author describes it

Topics the maintainer set on GitHub: call-analysis, forensics, regression-testing, retell, testing, vapi, voice-agents, voice-ai.

This record as data

Every field on this page, with its source and observation date, is in the catalog JSON. Fetch the whole kind at once instead of parsing this HTML.

GET /api/v1/entries/mcp_server.json

Sources

  1. attenlabs/hotato on GitHub — GitHub, observed , trust tier 3.
  2. Official MCP Registry — Model Context Protocol, observed , trust tier 1.