
Science AI Journal MCP Server
io.github.SelfPyPublished by GitHub account SelfPyv0.1.2Updated Oct 27, 2026
Academic peer-review, research-gap finding, journal recommender, and article writer tools.
Overview
Local MCP server that connects an assistant to Science AI Journal for peer review, research-gap finding, journal recommendations and article writing.
- What you can do
- Run academic peer review on manuscripts
- Find research gaps in a field or topic
- Recommend journals for a paper
- Draft or write articles
- All actions go through the Science AI Journal service using an API key
- When to use it
- Useful for researchers, students and editors who want an assistant to help evaluate manuscripts, spot gaps in the literature, choose a target journal, or draft academic articles through the Science AI Journal platform.
- Requirements
- Runs locally over stdio, installed from the npm package science-ai-mcp-server (Node.js). Requires a Science AI Journal API key in SCIENCE_AI_API_KEY, generated in the account settings; the key is required for all tool calls. Optional SCIENCE_AI_BASE_URL overrides the base URL for self-hosted or staging setups. Desktop only; network access to the service is needed.
Installation
In SourceWeft
- Open Science AI Journal MCP Server in the dashboard and add it to a workspace.
- Enable the server for the chats that should use its tools.
Desktop only via STDIO. STDIO servers start a local process, so they need the SourceWeft desktop host.
Tools
0Version history
1- v0.1.2LatestSep 16, 2026
Score
25% of the applicable checks met
How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.
- Reached in the last 30 days25 pts
Keep the endpoint answering the MCP handshake; SourceWeft probes it every 30 days.
- Auth declared10 pts
Declare the credential headers in the registry entry, or keep the endpoint answering the probe so its auth can be classified.
- Tools listed15 pts
Answer tools/list without a credential, or ship a package that starts in a sandbox without one.
- DescriptionRequired15 pts
- Logo10 pts
- Documentation15 pts
Declare a GitHub repository with a README, or serve resource_documentation in the OAuth protected-resource metadata.
- License10 pts
Declare a license in the repository or the registry entry.