embeddings MCP servers

127 tagged embeddings, measured the same way as everything else here.

Browse within: LLM 32local-first 18code-search 16knowledge-graph 16model-context-protocol 16agent-memory 15hybrid-search 15chromadb 14mcp-server 14knowledge-base 12bm25 9cli 8cursor 8ai-memory 7

context7

01

agentset-ai/agentset

MCP server Cursor

One of 2 in mcp.json

Gives the agent up-to-date documentation and code examples for libraries and frameworks, fetched on demand so answers are not stuck at the model's training cutoff. Runs locally from the @upstash/context7-mcp npm package.

not rated 2.1k +8 2d ago A tokens not measured copy · 86% MIT

vexor

02

scarletkc/vexor

MCP server Claude CodeCodexCursor +2

A semantic search engine for files and code. Runs locally from the vexor Python package. Needs 3 environment variables to run.

not rated 244 13d ago A tokens not measured original MIT

velesdb-memory

03

cyberlife-coder/VelesDB

MCP server Claude CodeCodexCursor +2

MCP server "velesdb-memory" as configured in cyberlife-coder/VelesDB. Launched with https://github.com/cyberlife-coder/VelesDB/releases/download/velesdb-memory-v0.9.

not rated 98 +1 2d ago A tokens not measured

pensyve

04

major7apps/pensyve

MCP server Claude CodeCodexCursor +2

MCP server "pensyve" as configured in major7apps/pensyve. Launched with pensyve-mcp --stdio.

not rated 97 +2 changed 15d ago A tokens not measured

msdanyg/smart-connections-mcp

MCP server Claude CodeCodexCursor +2

Local semantic search over Obsidian vaults via Smart Connections embeddings. Multi-vault, private. Runs locally from the smart-connections-mcp npm package. Needs 1 environment variable to run.

not rated 58 +1 1mo ago A tokens not measured original MIT

code-memory

06

kapillamba4/code-memory

MCP server Claude CodeCodexCursor +2

A deterministic, high-precision code intelligence MCP server. Runs locally from the code-memory Python package. Needs 2 environment variables to run.

not rated 49 4mo ago A tokens not measured original MIT

MVPandey/CAE

MCP server Claude CodeCodexCursor +2

MCP server "conversationalanalysisengine" as configured in MVPandey/CAE. Runs locally from the ConversationalAnalysisEngine Python package.

not rated 49 1y ago A tokens not measured

cortex

08

gambletan/cortex

MCP server Claude CodeCodexCursor +2

MCP server "cortex" as configured in gambletan/cortex. Runs in Docker (ghcr.io/gambletan/cortex:v1.8.0).

not rated 35 5d ago A tokens not measured original MIT

markdown-vault-mcp

09

pvliesdonk/markdown-vault-mcp

MCP server Claude CodeCodexCursor +2

Generic markdown vault MCP with hybrid search. Runs locally from the markdown-vault-mcp Python package. Needs 89 environment variables to run.

not rated 34 changed 1mo ago A Socket: warn tokens not measured original MIT

rpg-encoder

10

userFRM/rpg-encoder

MCP server Claude CodeCodexCursor +2

Semantic code graph for AI-assisted code understanding via tree-sitter and MCP. Runs locally from the rpg-encoder npm package.

not rated 31 4mo ago A tokens not measured original MIT

fortemi

11

Fortemi/fortemi

MCP server Claude CodeCodexCursor +2

MCP server "fortemi" as configured in Fortemi/fortemi. Runs ./mcp-server/index.js with node. Needs 2 environment variables to run.

not rated 27 +1 today A tokens not measured

connapse

12

Destrayon/Connapse

MCP server Claude CodeCodexCursor +2

MCP server "connapse" as configured in Destrayon/Connapse. Runs in Docker (ghcr.io/destrayon/connapse:v0.3.2).

not rated 21 today A tokens not measured original MIT

midas

13

vornicx/Midas

MCP server Claude CodeCodexCursor +2

MCP server for Midas — local-first, source-traceable agent memory with no LLM at ingest. Runs locally from the midas-memory-mcp Python package. Needs 4 environment variables to run.

not rated 15 2mo ago A tokens not measured original MIT

smartmcp-router

14

spak2005/smart-mcp

MCP server Claude CodeCodexCursor +2

Intelligent MCP tool routing — reduce context bloat by serving only relevant tools. Runs locally from the smartmcp-router Python package.

not rated 13 5mo ago A tokens not measured original MIT

nxopen-mcp

15

mingfeng6684/nxopen-mcp

MCP server Claude CodeCodexCursor +2

MCP server that gives AI coding agents accurate NXOpen .NET API knowledge via hybrid retrieval. Runs locally from the nxopen-mcp Python package.

not rated 13 3mo ago A tokens not measured original MIT

coderag

16

SylphxAI/coderag

MCP server Claude CodeCodexCursor +2

One of 2 in .mcp.json

Locus — local-first hybrid code search MCP (transitional id @sylphx/coderag-mcp; brand @sylphx/locus). Runs locally from the @sylphx/coderag-mcp npm package. Needs 3 environment variables to run.

not rated 12 1mo ago A tokens not measured original MIT

claude-find

17

Cavinooo/claude-find

MCP server Claude CodeCodexCursor +2

Pull Deep Memory from across your Claude Code Sessions — when you need it. Runs locally from the claude-find npm package.

not rated 12 4mo ago A tokens not measured original MIT

obsidian-brain

18

sweir1/obsidian-brain

MCP server Claude CodeCodexCursor +2

Obsidian MCP server: semantic search, knowledge graph, and vault editing. No plugin required. Runs locally from the obsidian-brain npm package. Needs 15 environment variables to run.

not rated 12 2mo ago A tokens not measured original Apache-2.0

agent-relay

19

TsukumoHQ/trovex

MCP server Claude CodeCodexCursor +2

One of 2 in .mcp.json

MCP server "agent-relay", hosted remotely at localhost, as configured in TsukumoHQ/trovex.

not rated 11 2d ago A tokens not measured AGPL-3.0

engram

20

HBarefoot/engram

MCP server Claude CodeCodexCursor +2

Local-first persistent memory for AI agents — SQLite + local embeddings, MCP-native, no cloud. Runs locally from the @hbarefoot/engram npm package.

not rated 9 3mo ago A tokens not measured original MIT

palace-rs

21

AncientiCe/palace-rs

MCP server Claude CodeCodexCursor +2

MCP server "palace-rs" as configured in AncientiCe/palace-rs. Launched with https://github.com/AncientiCe/palace-rs/releases/download/v0.9.1/palace-0.9.1.mc.

not rated 9 +1 today A tokens not measured original MIT

paper-intelligence

22

Strand-AI/paper-intelligence

MCP server Claude CodeCodexCursor +2

MCP server enabling AI agents to efficiently search and understand PDF documents. Runs locally from the paper-intelligence Python package.

not rated 6 22d ago A tokens not measured original MIT

mnemotree

23

kurcontko/mnemotree

MCP server Claude CodeCodexCursor +2

MCP server "mnemotree" as configured in kurcontko/mnemotree. Runs locally from the mnemotree Python package.

not rated 6 4mo ago A tokens not measured original MIT

re-call

24

GiulioDER/RE-call

MCP server Claude CodeCodexCursor +2

Trustworthy retrieval for an AI agent's own memory — verdict, confidence and provenance per hit, or an explicit abstention. Runs locally from the recall-rag Python package. Needs 3 environment variables to run.

not rated 6 yesterday A tokens not measured original AGPL-3.0