summarize-mcp
summarize-mcp is an MCP server, listed under model apis. It reaches openai. It needs OPENAI_API_KEY to authenticate. Its repository has 1 GitHub star and is licensed under MIT; we last read it on 2026-10-22.
summarize-mcp converts text summaries to speech using OpenAI TTS and plays them in the background.
Install
MCP servers are packaged differently from each other -- some run via npx, some as a Docker image, some as a plain script you clone and run. summarize-mcp’s own README did not state one plainly enough for this page to quote it rather than guess, so it will not guess. The repository below states it.
What it reaches, and what it needs
What it connects to
Unverified means a mention in the server’s own description, not a citation. A wrong claim here costs nothing to correct and nothing to trust yet.
Maintenance
An MCP server that converts text summaries to speech using OpenAI TTS and plays them in the background
summarize-mcp compared with similar servers
| Server | Reaches | Needs | Stars | Last update | Licence |
|---|---|---|---|---|---|
| summarize-mcp (this page) | openai | OPENAI_API_KEY | 1 | 2025-06-20 | MIT |
| paperbanana | atlascloud, google, openai(1 shared) | ATLASCLOUD_API_KEY, GOOGLE_API_KEY, OPENAI_API_KEY | 2,412 | 2026-09-17 | MIT |
| ms-365-mcp-server | ms365, openai(1 shared) | MS365_MCP_ATTACHMENT_URL_KEY, MS365_MCP_CLIENT_SECRET, MS365_MCP_OAUTH_TOKEN, OPENAI_API_KEY | 1,068 | 2026-10-23 | MIT |
| just-prompt | anthropic, deepseek, gemini, groq, openai(1 shared) | ANTHROPIC_API_KEY, DEEPSEEK_API_KEY, GEMINI_API_KEY, GROQ_API_KEY, OPENAI_API_KEY | 739 | 2025-08-10 | — |
| flama | anthropic, openai(1 shared) | None listed | 304 | 2026-10-13 | Apache-2.0 |
| mcp-ragdocs | openai, qdrant(1 shared) | OPENAI_API_KEY, QDRANT_API_KEY | 265 | 2025-07-18 | MIT |
Ranked by services in common with summarize-mcp, then by stars. Figures are from each repository when we last read it.
Common questions about summarize-mcp
- What does summarize-mcp do?
- summarize-mcp converts text summaries to speech using OpenAI TTS and plays them in the background.
- How do I install summarize-mcp?
- Its README did not state an install command plainly enough for us to quote one, so we do not guess. The repository has the instructions: https://github.com/FiveOhhWon/summarize-mcp
- What does summarize-mcp connect to, and what does it need?
- It reaches openai. The credentials we found in its source are OPENAI_API_KEY.
- Is summarize-mcp 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 stale. Its last commit we recorded was on 2025-06-20.
- What licence does summarize-mcp use?
- The repository declares the MIT licence.
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