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glama

Open Research KB

A local-first MCP server for building and querying PDF knowledge bases. It indexes PDFs into DuckDB and exposes evidence-grounded retrieval tools to separate corpus-backed answers from independent reasoning.

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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.
// required environment variables
This server reads these from process.env. You'll be asked to provide them before it can run.
configKB_MCP_CATALOG_PATH
configKB_MCP_DEFAULT_DB_NAME
configKB_MCP_DUCKDB_PATH
configKB_MCP_PDFINFO
configKB_MCP_PDFTOPPM
configKB_MCP_PDFTOTEXT
configKB_MCP_SMOKE_PDFpath-to-sample.pdf> npm run smoke:pdf
configKB_MCP_TESSERACT
// 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 4 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/vecbase-labs-open-research-kb-1j9nr2)](https://m8ven.ai/mcp/vecbase-labs-open-research-kb-1j9nr2)
commit: cdbb810b02b35494b33c975324776d021c4ba2d1
code hash: 2e8b1b741da19711faa5f5797e1eb645cf90cb2c3108074e2aa1eace24a8b2e8
verified: 7/6/2026, 10:37:11 AM
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