research-mentor-rag
Server Configuration
Describes the environment variables required to run the server.
| Name | Required | Description | Default |
|---|---|---|---|
No arguments | |||
Capabilities
Features and capabilities supported by this server
| Capability | Details |
|---|---|
| tools | {
"listChanged": false
} |
Tools
Functions exposed to the LLM to take actions
| Name | Description |
|---|---|
| research_bootstrapA | Load the compact 1200-paper RAG runtime and L0-L5 workflow status. |
| research_rag_queryC | Query the local embedding-free 1200-paper RAG. |
| research_routeC | Run mandatory multi-head stage retrieval and return next action/correction. |
| research_mentorD | Combine stage RAG retrieval with 12-Skill specialist method selection. |
| research_frontier_searchC | Run a dated live OpenAlex+Crossref frontier search for nearest papers, topics and gaps. |
| research_controllerC | Auto-detect a research stage, run mentor RAG, and require live frontier search for novelty before answering. |
Prompts
Interactive templates invoked by user choice
| Name | Description |
|---|---|
No prompts | |
Resources
Contextual data attached and managed by the client
| Name | Description |
|---|---|
No resources | |
Latest Blog Posts
- Who's Calling? MCP Hosts Are an Identity Blind Spot (And the Spec Knows It)By Om-Shree-0709 on .mcpAgent IdentityOAuth 2.1
- Your AI Chatbot Just Exposed Your CEO's Salary to an InternBy Om-Shree-0709 on .Agent IdentityMCP SecurityOAuth Delegation
- Why MCP Servers Need Execution Sandboxing (And Why Your Current Stack Isn't Enough)By Om-Shree-0709 on .Agentic AiPrompt InjectionWebAssembly
MCP directory API
We provide all the information about MCP servers via our MCP API.
curl -X GET 'https://glama.ai/api/mcp/v1/servers/GelortZCY/research-mentor-rag'
If you have feedback or need assistance with the MCP directory API, please join our Discord server