embeddings MCP servers

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

Browse within: code-search 18local-first 18knowledge-graph 16model-context-protocol 15agent-memory 14chromadb 14hybrid-search 14knowledge-base 12bm25 9ai-memory 8semantic-search 7markdown 6documentation 5fastmcp 5

semcode-mcp

49

huawang1258/semantic-code-mcp

MCP server Claude CodeCodexCursor

Semantic code search MCP server: Tree-sitter AST chunking + voyage-code-3 embeddings + hybrid retrieval (sqlite-vec + FTS5 + RRF) + Voyage rerank-2.5 + call graph expansion. Runs locally from the semcode-mcp Python package.

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

raya-ac/engram

MCP server Claude CodeCodexCursor

Cognitive memory system with hybrid retrieval, entity graphs, and memory lifecycle. 98.1% R@5 on LongMemEval. Runs locally from the engram-memory-system Python package.

not rated 2 4mo ago A tokens not measured original MIT

kiro-total-recall

51

danilop/kiro-total-recall

MCP server Claude CodeCodexCursor

MCP server "kiro-total-recall" as configured in danilop/kiro-total-recall. Runs locally from the kiro-total-recall Python package.

not rated 2 7mo ago A tokens not measured original MIT

shared-memory

52

fazerluga-creator/shared-memory

MCP server Claude CodeCodexCursor

MCP server "shared-memory" as configured in fazerluga-creator/shared-memory. Runs locally from the shared-memory Python package.

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

nvidia-mcp

53

holm-digital-io/nvidia-mcp

MCP server Claude CodeCodexCursor

MCP server "nvidia-mcp" as configured in holm-digital-io/nvidia-mcp. Runs locally from the nvidia-mcp Python package.

not rated 2 24d ago A tokens not measured original MIT

amem-memory

54

amanasmuei/amem

MCP server Claude CodeCodexCursor

The memory layer for AI coding tools. Local-first, developer-specific, works everywhere. Runs locally from the @aman_asmuei/amem npm package.

not rated 2 4mo ago A tokens not measured original MIT

openlmlib

55

Vedant9500/OpenLMlib

MCP server Claude CodeCodexCursor

Local cross-project knowledge and research library for LLM workflows. Runs locally from the openlmlib Python package.

not rated 2 6d ago A tokens not measured original MIT

senior-code-mcp

56

Tamaz-sujashvili/senior-code-mcp

MCP server Claude CodeCodexCursor

MCP server "senior-code-mcp" as configured in Tamaz-sujashvili/senior-code-mcp. Runs locally from the senior-code-mcp Python package.

not rated 1 1mo ago A tokens not measured

memoryhub

57

taraksh01/memoryhub

MCP server Claude CodeCodexCursor

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

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

trinity-memory

58

trinity-tick/trinity

MCP server Claude CodeCodexCursor +2

Trinity v8.2.0: Memory Operating System — Multi-Agent Shared Memory, 50-Layer Guardian Chain, 129-Paper Brain-Inspired Alignment, GraphQL API, Raft Cluster, BM25+Jieba Chinese Retrieval. Runs locally from the trinity-memory Python package.

not rated 1 yesterday A tokens not measured original MIT

x402-tools-mcp

59

mizukaizen/x402-tools-mcp

MCP server Claude CodeCodexCursor

22 x402 pay-per-call utility tools for AI agents — scrape, validate, embed, store, moderate, notify, convert, prevent loops. No accounts, no API keys. USDC on Base via the x402 protocol. Runs locally from the @melis-ai/x402-tools-mcp npm package. Needs 2 environment variables to run.

not rated 1 2mo ago A tokens not measured

cozo-memory

60

tobs-code/cozo-memory

MCP server Claude CodeCodexCursor

Local-first memory system for AI agents with hybrid search and graph reasoning. Runs locally from the cozo-memory npm package.

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

tool-compass

61

mcp-tool-shop-org/tool-compass

MCP server Claude CodeCodexCursor

Semantic MCP tool discovery gateway - find tools by intent, not memory. Runs locally from the tool-compass Python package.

not rated 1 24d ago A tokens not measured original MIT

CyprianFusi/MCP-rag-with-Chromadb

MCP server Claude CodeCodexCursor

MCP server "6-mcp-rag-with-langchain" as configured in CyprianFusi/MCP-rag-with-Chromadb. Runs locally from the 6-mcp-rag-with-langchain Python package.

not rated 1 9mo ago A tokens not measured original MIT

mnemon-memory

63

nousergon/mnemon

MCP server Claude CodeCodexCursor +2

Universal long-term memory layer for AI agents via MCP. Runs locally from the mnemon-memory Python package.

not rated 1 yesterday A tokens not measured original MIT

exocortex

64

shawnhack/exocortex

MCP server Claude CodeCodexCursor

MCP server "exocortex" as configured in shawnhack/exocortex. Runs ./packages/mcp/dist/index.js with node.

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

mcp-knowledge-base

65

m4k00/mcp-knowledge-base

MCP server Claude CodeCodexCursor

MCP server for knowledge base functionality - Coming Soon. Runs locally from the mcp-knowledge-base npm package.

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

shelfmark-rag

66

LucasSantana-Dev/shelfmark

MCP server Claude CodeCodexCursor

Local hybrid retrieval (BM25 + embeddings + RRF) for agent memory and codebases — one SQLite file, MCP server included. Runs locally from the shelfmark-rag Python package.

not rated 1 23d ago A tokens not measured original MIT

synccontext

67

infinitylabs-io/SyncContext

MCP server Claude CodeCodexCursor

MCP server "synccontext" as configured in infinitylabs-io/SyncContext. Runs locally from the synccontext Python package.

not rated 1 3mo ago A tokens not measured original MIT

artificemachine/obsidian-semantic-mcp

MCP server Claude CodeCodexCursor +2

MCP server "obsidian-semantic-mcp" as configured in artificemachine/obsidian-semantic-mcp. Runs locally from the obsidian-semantic-mcp Python package.

not rated 1 3d ago A tokens not measured original Apache-2.0

trailmem

69

amitnexTech/trailmem

MCP server Claude CodeCodexCursor

Local-first, graph-linked persistent memory for AI coding agents (MCP server + CLI). Runs locally from the trailmem Python package.

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

localmind

70

ixxrllg/localmind

MCP server Claude CodeCodexCursor

Give every AI agent perfect memory of your codebase — offline. Local knowledge + context engine with CLI and MCP. Runs locally from the @ixxrllg/localmind npm package.

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

supermem

71

LaxRaj/supermem

MCP server Claude CodeCodexCursor

MCP server "supermem" as configured in LaxRaj/supermem. Runs locally from the supermem npm package.

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

cortexmem

72

gonzalonicolasr/cortexmem

MCP server Claude CodeCodexCursor

MCP server "cortexmem" as configured in gonzalonicolasr/cortexmem. Runs locally from the @gonrocca/cortexmem npm package.

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