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MCP server · RAG

LLM Knowledge Base MCP

by · github.com/manveesh-achanta/LLM-Knowledge-Base-MCP

MCP server providing a persistent markdown knowledge base with hybrid dense + sparse vector search (Qdrant, Cloudflare Workers AI, Splade).

Unclaimed fastmcphybrid-searchmcpmcp-serverqdrant-vector-databaserag-pipelineresourcestools
InstallView source
46Fair

Scored 2 hours ago · breakdown

About LLM Knowledge Base MCP

LLM Knowledge Base MCP is an MCP server published by manveesh-achanta in the RAG category: mCP server providing a persistent markdown knowledge base with hybrid dense + sparse vector search (Qdrant, Cloudflare Workers AI, Splade).

Recent commit activity is the strongest signal that reported issues will get attention.

Install

From source
git clone https://github.com/manveesh-achanta/LLM-Knowledge-Base-MCP

This server has no ConduID identity, so agent calls to it are not receipted. Pin the version you install and review the source before granting it credentials.

Tools (7)

add_filterRegisters a new topic filter (`filter_name` + `description`) in `filters.json` so future ingestion/queries can use it.

Parameters not published.

add_schemaAppends additional rules to the existing ingestion schema without removing what's there.

Parameters not published.

get_all_with_filterReturns every stored document (full payload), optionally scoped to one filter — enumeration rather than ranked search.

Parameters not published.

ingestStores a schema-formatted markdown document into the knowledge base under a given filter, embedding it with both dense and sparse vectors.

Parameters not published.

queryHybrid (dense + sparse, RRF-fused) semantic search across the entire knowledge base; returns the top 7 matching text chunks.

Parameters not published.

query_with_filterSame hybrid search as `query`, but scoped to documents whose `filter` matches the one provided.

Parameters not published.

set_schemaOverwrites `Schema_File.txt` with a brand-new ingestion schema.

Parameters not published.

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Questions

About LLM Knowledge Base MCP

How do I install LLM Knowledge Base MCP?

No package has been published for this server, so install it from source: clone the repository and follow its README.

Is LLM Knowledge Base MCP safe to use with an AI agent?

Its trust score is 46 out of 100 (fair). Conduid hasn't run static security checks on this repository yet, so review the source yourself before granting it credentials. It has no ConduID identity yet, so agent calls to it are not receipted.

Is LLM Knowledge Base MCP still maintained?

Yes — the last commit was 3 months ago. The repository has 0 stars and 0 forks.