RAG and vectors

2,543 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.

rag

385

fieldcure/fieldcure-mcp-rag

MCP server Claude CodeCodexCursor +2

MCP server "rag" as configured in fieldcure/fieldcure-mcp-rag. Launched with FieldCure.Mcp.Rag. Needs 5 environment variables to run.

not rated 0 3mo ago A tokens not measured original MIT

mcp-server

386

infino-ai/infino-mcp

MCP server Claude CodeCodexCursor +2

Keyword, vector, hybrid, and SQL retrieval over data on object storage, for AI agents. Runs locally from the @infino-ai/mcp-server npm package. Needs 8 environment variables to run.

not rated 0 yesterday A tokens not measured original Apache-2.0

rag-mcp

387

jaimenbell/rag-mcp

MCP server Claude CodeCodexCursor +2

Minimal, honest RAG-over-a-corpus MCP retrieval tool: searchknowledge(query, k) -> cited chunks. Local embeddings + embedded vector store. Auth-scoped, fail-soft, version-pinned. Runs locally from the jaimenbell-rag-mcp Python package.

not rated 0 3d ago A tokens not measured original MIT

x-archive-rag

388

mameshivaa/x-archive-rag

MCP server Claude CodeCodexCursor +2

MCP server "x-archive-rag" as configured in mameshivaa/x-archive-rag. Launched with https://github.com/mameshivaa/x-archive-rag/releases/download/v0.1.4/x-archive-r.

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

kb-mcp

389

mcp-dir/kb-mcp

Skill Claude CodeCodex

Skill da REST API do Base de Conhecimento na MCP.AI: 7 endpoints em /api/kb. Sua base de conhecimento privada: suba documentos (.md, .txt, .docx, PDF, imagens), a plataforma indexa tudo semanticamente e o agente busca o contexto relevante na hora. Ideal pra escritórios. Cada base é isolada, o conteúdo fica…

not rated 0 7d ago A 130 tokens original MIT

ragora-mcp

390

velarynai/ragora-mcp

MCP server Claude CodeCodexCursor +2

Search your knowledge bases from any AI assistant using hybrid RAG. Remote server at mcp.ragora.app.

not rated 0 6mo ago A tokens not measured original MIT

pgvector

391

mittalpk/mcp-server-pgvector

MCP server Claude CodeCodexCursor +2

MCP server exposing pgvector similarity search, hybrid search, and index management as tools for LLM agents. Runs locally from the mcp-server-pgvector Python package. Needs 2 environment variables to run.

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

golden-dataset-mcp

393

nipunkhanderia/golden-dataset-mcp

MCP server Claude CodeCodexCursor +2

MCP server wrapping golden-dataset-studio for version-controlled golden dataset management and RAG evaluation. Runs locally from the golden-dataset-mcp Python package.

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

mcp-bookmark

394

pree-dew/mcp-bookmark

MCP server Claude CodeCodexCursor +2

MCP server to save and search bookmarks using OpenAI RAG. Runs locally from the mcp-bookmark-server Python package. Needs 1 environment variable to run.

not rated 0 11mo ago A tokens not measured

mcp-bookmark

395

preedew17/mcp-bookmark

MCP server Claude CodeCodexCursor +2

MCP server to save and search bookmarks using OpenAI RAG. Runs locally from the mcp-bookmark-server-preedew Python package. Needs 1 environment variable to run.

not rated 0 4mo ago A tokens not measured

dify-mcp

396

salted-butter-joshua/dify-mcp

MCP server Claude CodeCodexCursor +2

MCP server exposing Dify knowledge base retrieval to Cursor and other MCP clients. Runs locally from the dify-mcp Python package. Needs 5 environment variables to run.

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

zkshare

397

sp0oby/zkShare

MCP server Claude CodeCodexCursor +2

ZKshare stdio MCP: store/prove/share, semantic search, sandbox proxy to HTTPS /api/v1/context. Runs locally from the zkshare-mcp npm package. Needs 2 environment variables to run.

not rated 0 4mo ago A tokens not measured original MIT

garnet-mcp

398

tarazou9/garnet-mcp

MCP server Claude CodeCodexCursor +2

MCP server "garnet-mcp" as configured in tarazou9/garnet-mcp. Launched with GarnetMcp.Server. Needs 6 environment variables to run.

not rated 0 27d ago A tokens not measured original MIT

voidfeed-mcp

399

voidfeedai-ops/voidfeed-mcp

MCP server Claude CodeCodexCursor +2

Knowledge API for AI agents — content, agent directory, model benchmarks, semantic search. Runs locally from the voidfeed-mcp npm package. Needs 2 environment variables to run.

not rated 0 3mo ago A tokens not measured

miapi

400

Doyukndr/miapi-python

MCP server Claude CodeCodexCursor +2

Official Python client for MIAPI — Grounded AI Answers API. Runs locally from the miapi-sdk Python package. Needs 1 environment variable to run.

not rated 0 8d ago A tokens not measured original MIT

qdrant-mcp

401

msstnk/qdrant-mcp

MCP server Claude CodeCodexCursor +2

Qdrant MCP server with configurable embedding providers. Runs locally from the qdrant-mcp Python package.

not rated 0 4mo ago A tokens not measured copy · 100% Apache-2.0

sage-mcp

402

ltaysh0/sage-mcp

Skill Claude CodeCodex

Hybrid semantic search (dense vectors + BM25) over local markdown/code knowledge bases. Indexes files into Qdrant via LlamaIndex. Exposed as a CLI (sage) and an MCP server (sage-mcp-mcp). Agents inside an MCP-capable host should prefer MCP tools — shared persistent connection, no subprocess overhead, no Qdrant…

not rated 0 4mo ago A 0 tokens

code-context-mcp

403

nachogeinfor-ops/code-context

MCP server Claude CodeCodexCursor +2

MCP server with local RAG for Claude Code repo context. Runs locally from the code-context-mcp Python package.

not rated 0 3mo ago A tokens not measured original MIT

whoosh-rag-mcp

404

jianlins/whoosh_rag_mcp

MCP server Claude CodeCodexCursor +2

Search and retrieve documentation using Whoosh full-text search with MCP server support. Runs locally from the whoosh-rag-mcp Python package.

not rated 0 9mo ago A tokens not measured

mcp-rag

405

fastmcp-me/mcp-rag

MCP server Claude CodeCodexCursor +2

A local MCP service for retrieval-augmented generation, a method that combines generated answers with retrieved information. It runs from the mcp-rag Python package.

not rated 0 10mo ago A tokens not measured fork

mcp-rag-server

406

FORIFOR/mcp-rag-server

MCP server Claude CodeCodexCursor +2

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

not rated 0 7mo ago A tokens not measured copy · 100% MIT

CyprianFusi/mcp-research-assistant

MCP server Claude CodeCodexCursor +2

MCP Server for Research Assistant with Vector Database Management. Runs locally from the mcp-research-assistant Python package.

not rated 0 8mo ago A tokens not measured copy · 100% MIT

nexla-document-qa

408

PShinde630/nexla-document-qa-mcp

MCP server Claude CodeCodexCursor +2

MCP server "nexla-document-qa" as configured in PShinde630/nexla-document-qa-mcp. Runs locally from the nexla-document-qa Python package.

not rated 0 1mo ago A tokens not measured