scholar-memory

Enables scientific literature research through multi-agent search, analysis, and semantic memory, exposing 9 MCP tools for querying, storing, and retrieving research findings.

→ byBasiliosP/RLM-Agent · listed on glama

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// key findings

✅

No credential exfiltration, no sensitive file access, no obfuscation

Static analysis found nothing flowing your secrets to unexpected places.

✅

Open source with a license and README

Anyone can audit the code, the license is declared, and the publisher documents what it does.

🔐

You'll be asked for 7 credentials: SCHOLAR_EMBEDDING_API_KEY, OPENAI_API_KEY, ANTHROPIC_API_KEY, GITHUB_TOKEN, TAVILY_API_KEY, BRAVE_API_KEY, SERPER_API_KEY

These are read from process.env at runtime. Make sure you trust where they’ll be sent.

// required environment variables

This server reads these from process.env. You'll be asked to provide them before it can run.

configSCHOLAR_MEMORY_DIR— ~/.scholaragent Data directory

configSCHOLAR_MEMORY_DB— ~/.scholaragent/memory.db SQLite DB path

configSCHOLAR_STRONG_BACKEND— anthropic Backend for analysis agents

configSCHOLAR_CHEAP_BACKEND— openai Backend for Scout

configSCHOLAR_EMBEDDING_BACKEND— export =lmstudio

configSCHOLAR_STRONG_MODEL— claude-sonnet-4-6 Strong model name

configSCHOLAR_CHEAP_MODEL— gpt-4o-mini Cheap model name

configSCHOLAR_LMSTUDIO_URL

configSCHOLAR_EMBEDDING_MODEL— export =text-embedding-nomic-embed-text-v1.5

configSCHOLAR_EMBEDDING_BASE_URL

🔐 secretSCHOLAR_EMBEDDING_API_KEY

configSCHOLAR_PROJECT_ROOT

🔐 secretOPENAI_API_KEY— (for embeddings — required by default) plus ANTHROPIC_API_KEY (for the strong model in normal/deep research), or

🔐 secretANTHROPIC_API_KEY— OPENAI_API_KEY (for embeddings — required by default) plus (for the strong model in normal/deep research), or

🔐 secretGITHUB_TOKEN— Optional: for GitHub code search (otherwise you'll get 401s — non-fatal).

🔐 secretTAVILY_API_KEY

🔐 secretBRAVE_API_KEY

🔐 secretSERPER_API_KEY

// full audit trail

The full breakdown of what we checked, the deductions that landed, the network hosts, the dependency advisories, and concrete fix guidance is available to verified publishers.

// improvement guidance — verified publishers only

We have 6 concrete improvements we can share with the publisher of this MCP. Each comes with specific guidance to raise the trust score.

// embed badge in your README

[![M8ven Score](https://m8ven.ai/badge/mcp/bybasiliosp-rlm-agent-ug4tji)](https://m8ven.ai/mcp/bybasiliosp-rlm-agent-ug4tji)

commit: 1dff72ed3201b92bb3e05ca16ccbc1d8978ae14a

code hash: f3a117125d39eaa52b82242dac0fb0a29f1fcc6f1b88b9791b1b32849791f0f2

verified: 6/22/2026, 12:43:51 PM

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