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SelfPy/science-ai-mcp-server

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Academic peer-review and research workflow tools from [Science AI Journal](https://scienceaijournal.com): Pre-Check (paper-tier prediction), AI multi-agent peer

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About

Academic peer-review and research workflow tools from Science AI Journal: Pre-Check (paper-tier prediction), AI multi-agent peer review, Research Gaps Finder, Journal Recommender (1,214 venues with predatory-journal flags), Duplicate Publication Checker (CrossRef/arXiv/medRxiv/bioRxiv/Unpaywall/900k-paper library), and the Article Writer pipeline. Free local tools (FTS5, zero LLM cost); LLM tools use caller account credits.

README

Model Context Protocol server for Science AI Journal tools. Use Pre-Check, AI Review, Research Gaps, Journal Recommender, Duplicate Publication Checker, and the Article Writer from inside Claude Desktop, Cursor, Cline, or any MCP-enabled client — without leaving your assistant.

Full docs and screenshots: https://scienceaijournal.com/developers/mcp

Quick start (≈ 2 minutes)

  1. Generate an API key at https://scienceaijournal.com/settings?section=api-keys (free account required). Copy the saij_… token — you only see it once.

  2. Add this block to your Claude Desktop config file:

    {
      "mcpServers": {
        "science-ai-journal": {
          "command": "npx",
          "args": ["-y", "science-ai-mcp-server"],
          "env": {
            "SCIENCE_AI_API_KEY": "saij_…paste your key…"
          }
        }
      }
    }
    

    Config file locations:

    • macOS: ~/Library/Application Support/Claude/claude_desktop_config.json
    • Windows: %APPDATA%\Claude\claude_desktop_config.json
    • Linux: ~/.config/Claude/claude_desktop_config.json
  3. Restart Claude Desktop. The science-ai-journal server appears in the 🔌 tool list.

The same config works in Cursor (~/.cursor/mcp.json), Cline (via the VS Code extension panel), and Continue (anywhere that supports an mcpServers object).

Tools

Tool What it does Cost
pre_check_paper Tier 1-5 acceptance probability from title + abstract (local FTS5, no LLM) Free
check_duplicate_publication Cross-reference against CrossRef + arXiv + medRxiv + bioRxiv + Unpaywall + a 900k-paper library Free
recommend_journals Ranked target journals from a 1,214-venue index, with predatory-journal flags Free
find_research_gaps Synthesised gaps + most-cited + most-recent papers around your query Credits
ai_review_paper Single-agent AI peer-review pass on a prepared prompt Credits
start_writer_pipeline / get_writer_pipeline_status Drive the Article Writer pipeline from outside the wizard Credits

Configuration

Env var Default Purpose
SCIENCE_AI_API_KEY required Your saij_… token
SCIENCE_AI_BASE_URL https://scienceaijournal.com Override for self-hosted or staging environments

Troubleshooting

  • Tools don't appear after editing config: fully quit the host app (not just close the window) and reopen.
  • 401 unauthorized when calling a tool: the key was wrong, revoked, or expired. Mint a fresh one at Settings → API Keys.
  • 429 rate limit on find_research_gaps: you hit the 10-per-hour IP quota. Wait an hour.
  • npx can't resolve the package: ensure Node ≥ 20 and that your npm registry isn't set to a private mirror without this package yet (npm config set registry https://registry.npmjs.org/).

License

MIT

from github.com/SelfPy/science-ai-mcp-server

Install SelfPy/science-ai-mcp-server in Claude Desktop, Claude Code & Cursor

Recommended · one command, every IDE
unyly install selfpy-science-ai-mcp-server

Installs into Claude Desktop, Claude Code, Cursor & VS Code — handles npx, uvx and build-from-source repos for you.

First time? Get the CLI: curl -fsSL https://unyly.org/install | sh

Or configure manually

Run in your terminal:

claude mcp add selfpy-science-ai-mcp-server -- npx -y science-ai-mcp-server

FAQ

Is SelfPy/science-ai-mcp-server MCP free?

Yes, SelfPy/science-ai-mcp-server MCP is free — one-click install via Unyly at no cost.

Does SelfPy/science-ai-mcp-server need an API key?

No, SelfPy/science-ai-mcp-server runs without API keys or environment variables.

Is SelfPy/science-ai-mcp-server hosted or self-hosted?

Self-hosted: the server runs locally on your machine via the install command above.

How do I install SelfPy/science-ai-mcp-server in Claude Desktop, Claude Code or Cursor?

Open SelfPy/science-ai-mcp-server on unyly.org, pick your client tab (Claude Desktop, Claude Code, Cursor) and press Install — the config is generated automatically, no JSON editing.

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