vox-pop
vox-pop is an MCP server, listed under model apis. It reaches anthropic and openai. It needs ANTHROPIC_API_KEY and OPENAI_API_KEY to authenticate. Its repository has 1 GitHub star and is licensed under MIT; we last read it on 2026-10-22.
Connects to 9 public discussion platforms to provide real-world opinions, using semantic routing and no API keys.
Install
Read from vox-pop’s own README, close to verbatim -- not written by us, and not guessed.
pip install vox-pop
What it reaches, and what it needs
Reaches
anthropic, openai
Credential
ANTHROPIC_API_KEY, OPENAI_API_KEY
Maintenance
Stars
1
State
listed
Licence
MIT
From the repository
Your LLM knows what textbooks say. This tells it what people actually think. Searches 9 public discussion platforms — semantic routing, no API keys required.
vox-pop compared with similar servers
| Server | Reaches | Needs | Stars | Last update | Licence |
|---|---|---|---|---|---|
| vox-pop (this page) | anthropic, openai | ANTHROPIC_API_KEY, OPENAI_API_KEY | 1 | 2026-09-16 | MIT |
| just-prompt | anthropic, deepseek, gemini, groq, openai(2 shared) | ANTHROPIC_API_KEY, DEEPSEEK_API_KEY, GEMINI_API_KEY, GROQ_API_KEY, OPENAI_API_KEY | 739 | 2025-08-10 | — |
| flama | anthropic, openai(2 shared) | None listed | 304 | 2026-10-13 | Apache-2.0 |
| schemagate | anthropic, entra, gemini, mysql, openai, postgres, schemagate(2 shared) | ANTHROPIC_API_KEY, ENTRA_CLIENT_SECRET, GEMINI_API_KEY, OPENAI_API_KEY, SCHEMAGATE_AUDIT_SIGNING_KEY | 105 | 2026-10-22 | Apache-2.0 |
| agent-fleet-o | anthropic, google, openai, typesafe(2 shared) | ANTHROPIC_API_KEY, DB_PASSWORD, GOOGLE_AI_API_KEY, OPENAI_API_KEY, OP_SERVICE_ACCOUNT_TOKEN, TYPESAFE_API_KEY | 76 | 2026-10-20 | AGPL-3.0 |
| agent-loop | anthropic, brave, confluence, jira, openai(2 shared) | ANTHROPIC_API_KEY, BRAVE_API_KEY, CONFLUENCE_API_TOKEN, JIRA_API_TOKEN, OPENAI_API_KEY | 28 | 2026-01-12 | NOASSERTION |
Ranked by services in common with vox-pop, then by stars. Figures are from each repository when we last read it.
Common questions about vox-pop
- What does vox-pop do?
- Connects to 9 public discussion platforms to provide real-world opinions, using semantic routing and no API keys.
- How do I install vox-pop?
- Its own README gives this command: pip install vox-pop. Run it where your MCP client can launch the server, and check the README for any settings it asks for.
- What does vox-pop connect to, and what does it need?
- It reaches anthropic and openai. The credentials we found in its source are ANTHROPIC_API_KEY and OPENAI_API_KEY.
- Is vox-pop official and is it maintained?
- We found nothing naming it as a vendor’s official server. Its repository has 1 GitHub star and its state in our directory is listed. Its last commit we recorded was on 2026-09-16.
- What licence does vox-pop use?
- The repository declares the MIT licence.
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