agentmods.dev

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

Sort RelevanceRecently updatedFewest tokensSecurity gradeRepo starsStars this weekTop rated 125 mods

claude-kb

26

tenequm/claude-kb

MCP server Claude CodeCodexCursor +2

Universal knowledge base with Qdrant for Claude Code integration. Runs locally from the claude-kb Python package.

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

stellaris-mcp

27

GDM-Pixel/stellaris-code-search

MCP server Claude CodeCodexCursor +2

MCP server "stellaris-mcp" as configured in GDM-Pixel/stellaris-code-search. Runs locally from the stellaris-mcp npm package.

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

codeembed

28

robino16/codeembed

MCP server Claude CodeCodexCursor +2

MCP server "codeembed" as configured in robino16/codeembed. Launched with codeembed serve.

not rated 4 3mo ago A tokens not measured original MIT

neuromcp

29

AdelElo13/neuromcp

MCP server Claude CodeCodexCursor +2

Semantic memory for AI agents with hybrid search, knowledge graph, and consolidation. Runs locally from the neuromcp npm package.

not rated 4 1mo ago A tokens not measured

re-call

30

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 3 2d ago A tokens not measured original Apache-2.0

norn

31

samad001z/Norn

MCP server Claude CodeCodexCursor +2

Norn MCP server with remember, recall, forget, and list tools over stdio. Runs locally from the @samad001z/norn-server npm package.

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

ssr-concept-mcp

32

0xksure/ssr-concept-mcp

MCP server Claude CodeCodexCursor +2

MCP server "ssr-concept-mcp" as configured in 0xksure/ssr-concept-mcp. Runs locally from the ssr-concept-mcp Python package.

not rated 3 2mo ago A tokens not measured original MIT

semantic-code-mcp

33

vrppaul/semantic-code-mcp

MCP server Claude CodeCodexCursor +2

Local MCP server for semantic code search. Runs locally from the semantic-code-mcp Python package.

not rated 3 6mo ago A tokens not measured

engram

34

ReallyArtificial/engram

MCP server Claude CodeCodexCursor +2

Persistent storage for local modules. Runs locally from the engram npm package.

not rated 3 2mo ago A tokens not measured original MIT

mnemon-mcp

35

nikitacometa/mnemon-memory-mcp

MCP server Claude CodeCodexCursor +2

Persistent layered memory MCP server for AI agents — SQLite + FTS5 backend. Runs locally from the mnemon-mcp npm package. Needs 3 environment variables to run.

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

ariadne

36

mclaut/ariadne

MCP server Claude CodeCodexCursor +2

MCP server "ariadne" as configured in mclaut/ariadne. Launched with https://github.com/mclaut/ariadne/releases/download/v0.8.9/ariadne-v0.8.9.mcpb. Needs 5 environment variables to run.

not rated 3 11d ago A tokens not measured original MIT

consilience

37

Abner-Machado/consilience

MCP server Claude CodeCodexCursor +2

MCP server "consilience" as configured in Abner-Machado/consilience. Runs locally from the consilience Python package.

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

mcp-server

38

vectros-ai/vectros-mcp-server

MCP server Claude CodeCodexCursor

Typed record store + hybrid search over MCP: deterministic lookups + semantic memory, per-customer. Runs locally from the @vectros-ai/mcp-server npm package. Needs 3 environment variables to run.

not rated 3 +2 5d ago A tokens not measured original Apache-2.0

rag-vault

39

RobThePCGuy/rag-vault

MCP server Claude CodeCodexCursor +2

Local RAG MCP server with hybrid search, PDF/DOCX support, and zero-config setup. Runs locally from the @robthepcguy/rag-vault npm package. Needs 6 environment variables to run.

not rated 2 4d ago A tokens not measured

haypile

40

BenyD/haypile

MCP server Claude CodeCodexCursor +2

MCP server "haypile" as configured in BenyD/haypile. Launched with https://github.com/BenyD/haypile/releases/download/v0.3.1/haypile_0.3.1_darwin_a.

not rated 2 4d ago A tokens not measured AGPL-3.0

mcp-plesk-dev-docs

41

barateza/mcp-plesk-dev-docs

MCP server Claude CodeCodexCursor +2

A unified MCP server that indexes and retrieves Plesk documentation using vector embeddings and semantic search with reranking. Runs locally from the mcp-plesk-dev-docs Python package.

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

memkeeper

42

teflon07/memkeeper

MCP server Claude CodeCodexCursor +2

MCP server "memkeeper" as configured in teflon07/memkeeper. Runs in Docker (ghcr.io/teflon07/memkeeper:0.5.3).

not rated 2 11d ago A tokens not measured original Apache-2.0

vectr

43

swapnanil/vectr

MCP server Claude CodeCodexCursor +2

Semantic codebase search + persistent working memory for AI code editors. Local, zero-config, MCP. No API key. Runs locally from the vectr Python package.

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

aikd

44

gelutjari/aikd

MCP server Claude CodeCodexCursor +2

MCP server "aikd" as configured in gelutjari/aikd. Launched with aikd serve.

not rated 2 2mo ago A tokens not measured

tokenkeeper

45

admin-sosys/TokenKeeper

MCP server Claude CodeCodexCursor +2

MCP server "tokenkeeper" as configured in admin-sosys/TokenKeeper. Launched with tokenkeeper. Needs 1 environment variable to run.

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

ai-therapy-memory

46

dion-hagan/mcp-ai-therapy

MCP server Claude CodeCodexCursor +2

MCP server "ai-therapy-memory" as configured in dion-hagan/mcp-ai-therapy. Runs /path/to/mcp-ai-therapy/mcp-server/src/main.py with /path/to/your/python. Needs 3 environment variables to run.

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

cloudscape-docs-mcp

47

praveenc/cloudscape-docs-mcp

MCP server Claude CodeCodexCursor

MCP server "cloudscape-docs-mcp" as configured in praveenc/cloudscape-docs-mcp. Runs locally from the cloudscape-docs-mcp Python package.

not rated 2 9mo ago A tokens not measured original MIT

semantic-cache-mcp

48

CoderDayton/semantic-cache-mcp

MCP server Claude CodeCodexCursor +2

Lightweight MCP server for semantic file caching with 80%+ token reduction. Runs locally from the semantic-cache-mcp Python package.

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