RAG and vectors

2,555 mods in this category, of every kind an agent can take. Each one carries what it costs per session, what the scan found, and whether it is the original.

basic-self-rag

601

FireWizard-V9/self_rag_mcp

MCP server Claude CodeCodexCursor +2

MCP server "basic-self-rag" as configured in FireWizard-V9/selfragmcp. Runs locally from the basic-self-rag Python package.

not rated 0 17d ago A tokens not measured

fayna-rag-mcp

602

fayna-digital/fayna-rag-mcp

MCP server Claude CodeCodexCursor +2

MCP server "fayna-rag-mcp" as configured in fayna-digital/fayna-rag-mcp. Runs locally from the fayna-rag-mcp Python package.

not rated 0 9d ago A tokens not measured original MIT

humbertolvarona/opencode-document-rag-mcp

MCP server Claude CodeCodexCursor +2

MCP server "opencode-document-rag-mcp" as configured in humbertolvarona/opencode-document-rag-mcp. Runs locally from the opencode-document-rag-mcp Python package.

not rated 0 15d ago A tokens not measured original MIT

qdrant-mcp-ollama

604

michal7kw/qdrant-mcp-ollama

MCP server Claude CodeCodexCursor +2

MCP server "qdrant-mcp-ollama" as configured in michal7kw/qdrant-mcp-ollama. Runs locally from the qdrant-mcp-ollama Python package.

not rated 0 14d ago A tokens not measured original Apache-2.0

hybrid-rag-memory

605

masaki-kato-119/hybrid-rag-memory

MCP server Claude CodeCodexCursor +2

MCP server "hybrid-rag-memory" as configured in masaki-kato-119/hybrid-rag-memory. Runs mcp_server/server.py with python. Needs 2 environment variables to run.

not rated 0 14d ago A tokens not measured original MIT

qdrant-mcp-server

606

Ripnrip/qdrant-mcp-server

MCP server Claude CodeCodexCursor +2

A Model Context Protocol (MCP) server for Qdrant vector database with semantic search capabilities. Runs locally from the qdrant-mcp-server Python package.

not rated 0 13d ago A tokens not measured

boop-mcp-rag

607

ttacleinad-boop/MCP---RAG

MCP server Claude CodeCodexCursor +2

MCP server "boop-mcp-rag" as configured in ttacleinad-boop/MCP---RAG. Runs locally from the boop-mcp-rag Python package.

not rated 0 13d ago A tokens not measured

vhdl-rag-mcp

608

ru551n/vhdl-rag-mcp

MCP server Claude CodeCodexCursor +2

MCP server "vhdl-rag-mcp" as configured in ru551n/vhdl-rag-mcp. Runs locally from the vhdl-rag-mcp Python package.

not rated 0 2d ago A tokens not measured original MIT

qdrant-rag-build-mcp

609

avaazquezz/RAG-Build

MCP server Claude CodeCodexCursor +2

MCP server "qdrant-rag-build-mcp" as configured in avaazquezz/RAG-Build. Runs locally from the qdrant-rag-build-mcp Python package.

not rated 0 12d ago A tokens not measured original Apache-2.0

agentic-rag

610

trentmilam/agentic-rag

MCP server Claude CodeCodexCursor +2

MCP server "agentic-rag" as configured in trentmilam/agentic-rag. Runs locally from the agentic-rag Python package.

not rated 0 13d ago A tokens not measured copy · 100% MIT

rag-mcp-server

611

Mily-Lv/RAG-MCP-SERVER

MCP server Claude CodeCodexCursor +2

MCP server for RAG (Retrieval-Augmented Generation) operations with local document indexing. Runs locally from the RAG-MCP-SERVER Python package.

not rated 0 13d ago A tokens not measured copy · 100% MIT

notes-rag-pg

612

00aimlds00/notes-rag-pg

MCP server Claude CodeCodexCursor +2

MCP server "notes-rag-pg" as configured in 00aimlds00/notes-rag-pg. Runs locally from the notes-rag-pg Python package.

not rated 0 12d ago A tokens not measured

rag-pipeline

613

jansc4/rag-pipeline

MCP server Claude CodeCodexCursor +2

A library for Retrieval-Augmented Generation with Azure OpenAI. Runs locally from the rag-pipeline Python package.

not rated 0 12d ago A tokens not measured

faq-rag

614

lalithavallabhaneni01-debug/glean-faq-rag-mcpf

MCP server Claude CodeCodexCursor +2

MCP server "faq-rag" as configured in lalithavallabhaneni01-debug/glean-faq-rag-mcpf. Runs locally from the ${CLAUDE_PROJECT_DIR:-.} Python package.

not rated 0 11d ago A tokens not measured

pharma-rag-mcp

615

kartikeya788/pharma-rag-mcp

MCP server Claude CodeCodexCursor +2

MCP server "pharma-rag-mcp" as configured in kartikeya788/pharma-rag-mcp. Runs locally from the pharma-rag-mcp Python package.

not rated 0 11d ago A tokens not measured

BongSuCHOI/memex

Skill Claude CodeCodex

Produce a coverage-checked report of the entire Memex conversation corpus when the user asks to analyze, organize, or summarize all Codex history. Use deterministic totals first and label unfinished backfill honestly.

not rated 0 3d ago A 47 tokens original MIT

docs-rag-mcp

617

andreaselmi/docs-rag-mcp

MCP server Claude CodeCodexCursor +2

Minimal local RAG MCP server: semantic search over your markdown docs, embeddings via Ollama, nothing leaves your machine. Runs locally from the docs-rag-mcp npm package.

not rated 0 10d ago A tokens not measured original MIT

mcp-server

618

ToolTrace-io/mcp-server

MCP server Claude CodeCodexCursor +2

ToolTrace MCP server — give AI agents a complete web intelligence toolkit. Runs locally from the @tooltrace/mcp-server npm package. Needs 1 environment variable to run.

not rated 0 changed today A tokens not measured copy · 86% MIT

knowledge-gateway-mcp

619

Dmitry-Kaleykin/knowledge-gateway-mcp

MCP server Claude CodeCodexCursor +2

MCP server "knowledge-gateway-mcp" as configured in Dmitry-Kaleykin/knowledge-gateway-mcp. Runs locally from the knowledge-gateway-mcp npm package.

not rated 0 8d ago A tokens not measured

livegraphrag

620

Sylvia145/LiveGraphRAG

MCP server Claude CodeCodexCursor +2

MCP server "livegraphrag" as configured in Sylvia145/LiveGraphRAG. Runs locally from the livegraphrag Python package.

not rated 0 2d ago A tokens not measured

vision4nx-kb-mcp

621

inteliScience/Vision4NX-Knowledge-Connector

MCP server Claude CodeCodexCursor +2

MCP server "vision4nx-kb-mcp" as configured in inteliScience/Vision4NX-Knowledge-Connector. Runs locally from the vision4nx-kb-mcp Python package.

not rated 0 10d ago A tokens not measured original Apache-2.0

vault-rag-mcp

623

rickquant/vault-rag-mcp

MCP server Claude CodeCodexCursor +2

MCP server "vault-rag-mcp" as configured in rickquant/vault-rag-mcp. Runs locally from the vault-rag-mcp Python package.

not rated 0 1mo ago A tokens not measured original MIT

ai-rete-rag-mcp

624

zaharajabeen13-create/ai-rete-rag-mcp

MCP server Claude CodeCodexCursor +2

MCP server for ai·rete·rag — deterministic rule-based decisions with RAG-powered explanations. Runs locally from the ai-rete-rag-mcp Python package. Needs 2 environment variables to run.

not rated 0 14d ago A tokens not measured original MIT