RAG and vectors

3,096 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.

mcp-local-context

289

SteedMonteiro/mcp-local-context

MCP server Claude CodeCodexCursor +2

Local Documentation MCP Server with RAG. Runs locally from the mcp-local-context Python package.

not rated 2 1y ago A tokens not measured original MIT

plexmcp AGENTS.md

290

sandraschi/plexmcp

Instructions file CodexOpenCode

AGENTS.md instructions for sandraschi/plexmcp, covering plexmcp — agent context, project overview, key commands, lint and test.

not rated 2 5d ago A 2,046 tokens original MIT

the-rag-mcp

291

Sankalp-2005/the_rag_mcp

MCP server Claude CodeCodexCursor +2

MCP server "the-rag-mcp" as configured in Sankalp-2005/theragmcp. Runs locally from the the-rag-mcp Python package.

not rated 2 2mo ago A tokens not measured

mcp-duckvault

292

caron14/mcp-duckvault

MCP server Claude CodeCodexCursor +2

DuckVault-MCP: local vector and visual graph RAG for Markdown and OKF. Runs locally from the mcp-duckvault Python package.

not rated 2 19d ago A tokens not measured original MIT

nonatofabio/local-graphrag-mcp

Instructions file Claude Code

Claude Code instructions for nonatofabio/local-graphrag-mcp, covering claude.md, project overview, architecture, the stack and duckdb extensions required.

not rated 2 8mo ago A 1,328 tokens

github-code-rag

294

suyu-creator/github-code-rag-mcp

MCP server Claude CodeCodexCursor +2

MCP server "github-code-rag" as configured in suyu-creator/github-code-rag-mcp. Runs locally from the github-code-rag Python package.

not rated 2 11d ago A tokens not measured original MIT

kb-memory

295

fish827-08/rag-kb

Skill Claude CodeCodex

A local-first memory and knowledge service that an AI client can access through MCP or HTTP. It stores long-term facts and preferences, indexes documents and web pages, and supports retrieval while offline.

not rated 2 changed yesterday A 0 tokens original Apache-2.0

vault-mcp

296

moton16/Mortis-RAG-MCP

Skill Claude CodeCodex

A knowledge-base search tool that uses Mortis'RAG MCP to find notes or other stored material, read original text, check indexes, and register libraries.

not rated 2 5d ago A 61 tokens

nguyenchiencong/local-docs-mcp

Instructions file CodexOpenCode

AGENTS.md instructions for nguyenchiencong/local-docs-mcp, covering project overview, key commands, indexing documents, index documents from the docs/ directory and alternative using the project script.

not rated 2 9mo ago A 733 tokens original MIT

mcp-server

298

notbnull/mcp-rag-context

MCP server Claude CodeCodexCursor +2

MCP server "mcp-server" as configured in notbnull/mcp-rag-context. Runs locally from the @rag-context/mcp-server npm package.

not rated 2 1y ago A tokens not measured original MIT

qdrant-mcp

299

andrewlwn77/qdrant-mcp

MCP server Claude CodeCodexCursor +2

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

not rated 2 +1 1y ago A tokens not measured original Apache-2.0

Shawnzheng011019/milvus-sdk-code-helper

MCP server Claude CodeCodexCursor +2

MCP server "mcp-pymilvus-code-generator" as configured in Shawnzheng011019/milvus-sdk-code-helper. Runs locally from the mcp-pymilvus-code-generator Python package.

not rated 2 1y ago A tokens not measured original MIT

Memory-DB CLAUDE.md

301

cunzai97/Memory-DB

Instructions file Claude Code

Claude Code instructions for cunzai97/Memory-DB, covering memory-db — claude.md, the harness, the 4 tools (mcp), storememory(content, tags?, dedupthreshold=0.85) and getmemories(query, limit=5, minscore=0.5).

not rated 2 2mo ago A 473 tokens original MIT

memoryhub

302

taraksh01/memoryhub

MCP server Claude CodeCodexCursor +2

MCP server for persistent memory using Qdrant vector store. Runs locally from the @taraksh011/memoryhub npm package.

not rated 1 16d ago A tokens not measured original MIT

pow-rag-mcp

303

powmarx/pow-mcp-rag-new

MCP server Claude CodeCodexCursor +2

Local RAG MCP server for code and documentation. Runs locally from the pow-rag-mcp Python package.

not rated 1 22d ago A tokens not measured

forge-embeddings

304

VoxellInc/forge-mcp

Skill Claude CodeCodex

Turn text into embedding vectors with Forge (Voxell's hosted embedding API) for semantic search, RAG retrieval, clustering, dedup, or similarity. Use when the user wants to embed text/documents/queries, build or query a vector index, find similar or duplicate text, or pick an embedding model and dimension. Provides…

not rated 1 3mo ago A 84 tokens original MIT

agent-memory

305

agishub/agishub-mcp

MCP server Claude CodeCodexCursor +2

One of 7 in server.json

Persistent semantic memory for AI agents: store and recall text by meaning (RAG). x402. Remote server at api.agishub.com.

not rated 1 2d ago A tokens not measured original MIT

darwin-rag

306

Brightdotdev/DARWIN

MCP server Claude CodeCodexCursor +2

Local-first RAG knowledge base with hybrid search (BM25 + embeddings), exposed to AI agents via MCP — fully offline-capable. Runs locally from the darwin-rag Python package. Needs 4 environment variables to run.

not rated 1 10d ago A tokens not measured

climate-ipcc-rag

307

AswaniSahoo/climate-risk-agent

MCP server Claude CodeCodexCursor +2

MCP server "climate-ipcc-rag" as configured in AswaniSahoo/climate-risk-agent. Runs in Docker (ghcr.io/aswanisahoo/climate-ipcc-rag-mcp:0.1.0). Needs 3 environment variables to run.

not rated 1 15d ago A tokens not measured original MIT

memocat-mcp

308

MontyGovernance/memocat-mcp

MCP server Claude CodeCodexCursor +2

MCP server for self-hosted AI agent memory, semantic search, vector RAG, and Montycat. Runs locally from the memocat-mcp Python package. Needs 2 environment variables to run.

not rated 1 5d ago A tokens not measured original MIT

sql-server-mcp

309

TharanaBope/SQL-MCP-Mac-Windows

MCP server Claude CodeCodexCursor +2

One of 2 in server.json

SQL Server MCP with RAG capabilities for Windows (native ODBC support). Runs locally from the @tharanabopearachchi/sql-server-mcp npm package.

not rated 1 4mo ago A tokens not measured original MIT

doctree-mcp CLAUDE.md

310

joesaby/doctree-mcp

Instructions file Claude Code

Claude Code instructions for joesaby/doctree-mcp, covering claude.md — doctree-mcp, project overview, architecture, key design decisions and data flow.

not rated 1 2mo ago A 1,650 tokens original MIT

mcp-server

311

mixpeek/mcp-server

MCP server Claude CodeCodexCursor +2

Give your agent eyes. Search video, images, and audio via the Mixpeek multimodal retrieval API. Runs locally from the @mixpeek/mcp npm package. Needs 3 environment variables to run.

not rated 1 4mo ago A tokens not measured original MIT

jiarongli517021911144/hybrid-rag-mcp-server

MCP server Claude CodeCodexCursor +2

MCP server "modular-rag-mcp-server" as configured in jiarongli517021911144/hybrid-rag-mcp-server. Runs locally from the modular-rag-mcp-server Python package.

not rated 1 5mo ago A tokens not measured

At most 3 mods per repository are shown here, and a mod shipped inside a plugin is left to that plugin's page — the rest are on their repository pages: