just-prompt
just-prompt is an MCP server, listed under model apis. It reaches anthropic, deepseek, gemini, groq and openai. It needs ANTHROPIC_API_KEY, DEEPSEEK_API_KEY, GEMINI_API_KEY, GROQ_API_KEY and OPENAI_API_KEY to authenticate. Its repository has 739 GitHub stars; we last read it on 2026-10-22.
just-prompt serves as an MCP server, offering a unified interface to leading LLM providers including OpenAI, Anthropic, Google Gemini, Groq, DeepSeek, and Ollama.
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. just-prompt’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
just-prompt is an MCP server that provides a unified interface to top LLM providers (OpenAI, Anthropic, Google Gemini, Groq, DeepSeek, and Ollama)
What just-prompt can do
6 tools documented in its README. An AI client calls these by name.
prompt- Send a prompt to multiple LLM models
prompt_from_file- Send a prompt from a file to multiple LLM models
prompt_from_file_to_file- Send a prompt from a file to multiple LLM models and save responses as markdown files
ceo_and_board- Send a prompt to multiple 'board member' models and have a 'CEO' model make a decision based on their responses
list_providers- List all available LLM providers
list_models- List all available models for a specific LLM provider
Read from the README; names are kept only if the README contains them.
just-prompt compared with similar servers
| Server | Reaches | Needs | Stars | Last update | Licence |
|---|---|---|---|---|---|
| just-prompt (this page) | anthropic, deepseek, gemini, groq, openai | ANTHROPIC_API_KEY, DEEPSEEK_API_KEY, GEMINI_API_KEY, GROQ_API_KEY, OPENAI_API_KEY | 739 | 2025-08-10 | — |
| cross-llm-mcp | anthropic, deepseek, gemini, huggingface, kimi, mistral, openai(4 shared) | ANTHROPIC_API_KEY, DEEPSEEK_API_KEY, GEMINI_API_KEY, HF_TOKEN, HUGGINGFACE_API_KEY, KIMI_API_KEY, MISTRAL_API_KEY, OPENAI_API_KEY | 16 | 2026-10-15 | MIT |
| schemagate | anthropic, entra, gemini, mysql, openai, postgres, schemagate(3 shared) | ANTHROPIC_API_KEY, ENTRA_CLIENT_SECRET, GEMINI_API_KEY, OPENAI_API_KEY, SCHEMAGATE_AUDIT_SIGNING_KEY | 105 | 2026-10-22 | Apache-2.0 |
| brainstorm-mcp | deepseek, gemini, openai(3 shared) | DEEPSEEK_API_KEY, GEMINI_API_KEY, OPENAI_API_KEY | 71 | 2026-09-29 | MIT |
| vibeCoding-mcp | anthropic, gemini, openai(3 shared) | ANTHROPIC_API_KEY, GEMINI_API_KEY, OPENAI_API_KEY | 16 | 2025-07-09 | MIT |
| flama | anthropic, openai(2 shared) | None listed | 304 | 2026-10-13 | Apache-2.0 |
Ranked by services in common with just-prompt, then by stars. Figures are from each repository when we last read it.
Common questions about just-prompt
- What does just-prompt do?
- just-prompt serves as an MCP server, offering a unified interface to leading LLM providers including OpenAI, Anthropic, Google Gemini, Groq, DeepSeek, and Ollama.
- How do I install just-prompt?
- 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/disler/just-prompt
- What does just-prompt connect to, and what does it need?
- It reaches anthropic, deepseek, gemini, groq and openai. The credentials we found in its source are ANTHROPIC_API_KEY, DEEPSEEK_API_KEY, GEMINI_API_KEY, GROQ_API_KEY and OPENAI_API_KEY.
- Is just-prompt official and is it maintained?
- We found nothing naming it as a vendor’s official server. Its repository has 739 GitHub stars and its state in our directory is stale. Its last commit we recorded was on 2025-08-10.
- What licence does just-prompt use?
- The repository metadata we read does not state a licence, so check the repository before you rely on it.
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