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

brain

97

sysangel/brain-mcp

MCP server Claude CodeCodexCursor +2

DDB front-end for SQL engines. Runs locally from the brain Python package.

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

mcp-docsearch

98

MrMattMunro/mcp-docsearch

MCP server Claude CodeCodexCursor +2

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

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

mcp-docqa-server

99

saivarun161/mcp-docqa-server

MCP server Claude CodeCodexCursor +2

MCP server "mcp-docqa-server" as configured in saivarun161/mcp-docqa-server. Runs locally from the mcp-docqa-server Python package.

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

sint-memory-mcp

100

kostyk348/sint-ua-v2.1

MCP server Claude CodeCodexCursor +2

MCP server "sint-memory-mcp" as configured in kostyk348/sint-ua-v2.1. Runs locally from the sint-memory-mcp Python package.

not rated 0 1mo ago A tokens not measured original Apache-2.0

rag-mcp

101

NextLevelManagementAdvisors/rag-mcp

MCP server Claude CodeCodexCursor +2

This is a local rag-mcp solution with chromadb using langchain and docling. Runs locally from the rag-mcp Python package.

not rated 0 9d ago A tokens not measured AGPL-3.0

cci-blackbook

102

dephekt/grow-book-mcp

MCP server Claude CodeCodexCursor +2

MCP server "cci-blackbook" as configured in dephekt/grow-book-mcp. Runs locally from the cci-blackbook Python package.

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

context-server

103

context-server/context-server

MCP server Claude CodeCodexCursor +2

Lightweight MCP server for semantic search over organizational markdown. Runs locally from the context-server Python package.

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

vectorlane

104

talocode/vectorlane

MCP server Claude CodeCodexCursor +2

Open-source local vector memory engine for AI agents — ingest documents, chunk content, generate embeddings, search locally, return metadata/citations. Runs locally from the @talocode/vectorlane npm package.

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

webdocs-mcp

105

saianthireddy/webdocs-mcp

MCP server Claude CodeCodexCursor +2

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

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

esp32-docs-mcp

106

ozonejunkieau/esp32-docs-mcp

MCP server Claude CodeCodexCursor +2

MCP server "esp32-docs-mcp" as configured in ozonejunkieau/esp32-docs-mcp. Runs locally from the esp32-docs-mcp Python package.

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

codeprint

107

m4ttheweric/codeprint

MCP server Claude CodeCodexCursor +2

Auto-generate markup examples for your styleguide. Runs locally from the codeprint npm package.

not rated 0 1mo ago A tokens not measured

codebase-memory

108

H-Gelender/codebase-memory

MCP server Claude CodeCodexCursor +2

Self-updating codebase knowledge graph for AI-powered IDEs. Runs locally from the codebase-memory Python package.

not rated 0 1mo ago A tokens not measured

knowledge-index

109

gustavoali/hybrid-rag-mcp

MCP server Claude CodeCodexCursor +2

Search index for agent memory — knowledge graph index for your documents. Runs locally from the knowledge-index Python package.

not rated 0 1mo ago A tokens not measured

aimem-mcp

110

yogesh-joshi-0333/aimem

MCP server Claude CodeCodexCursor +2

Local-first, project-scoped MCP memory server for AI coding assistants. Runs locally from the aimem-mcp npm package.

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

mcp-pgvector-search

111

JuanPinilla198/mcp-pgvector-search

MCP server Claude CodeCodexCursor +2

MCP server "mcp-pgvector-search" as configured in JuanPinilla198/mcp-pgvector-search. Runs locally from the mcp-pgvector-search Python package.

not rated 0 18d ago A tokens not measured original MIT

saitarrun/Semantic-code-intelligence

MCP server Claude CodeCodexCursor +2

MCP server "semantic-code-intelligence" as configured in saitarrun/Semantic-code-intelligence. Runs locally from the semantic-code-intelligence Python package.

not rated 0 11d ago A tokens not measured

realmemory

113

re-obscura/realMemory

MCP server Claude CodeCodexCursor +2

MCP server "realmemory" as configured in re-obscura/realMemory. Runs locally from the realmemory Python package.

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

thomaskawas/agent-context-substrate

MCP server Claude CodeCodexCursor +2

MCP server "agent-context-substrate" as configured in thomaskawas/agent-context-substrate. Runs locally from the agent-context-substrate Python package.

not rated 0 9d ago A tokens not measured original MIT

docs-rag-mcp

115

andreaselmi/docs-rag-mcp

MCP server Claude CodeCodexCursor +2

Minimal local RAG MCP server: semantic search over your markdown docs, embeddings via Ollama, nothing leaves your machine. Runs locally from the docs-rag-mcp npm package.

not rated 0 9d ago A tokens not measured original MIT

simple-rick

116

good-v1be/simple-rick

MCP server Claude CodeCodexCursor +2

MCP server "simple-rick" as configured in good-v1be/simple-rick. Runs locally from the simple-rick npm package.

not rated 0 9d ago A tokens not measured original MIT

thought-search

117

Reppin123/thought-search

MCP server Claude CodeCodexCursor +2

MCP server "thought-search" as configured in Reppin123/thought-search. Runs locally from the thought-search Python package.

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

cortex

118

VBlackJack/Cortex

MCP server Claude CodeCodexCursor +2

Local multi-client RAG server over the Model Context Protocol. Runs locally from the cortex-local-rag Python package. Needs 1 environment variable to run.

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

annal

119

heyhayes/annal

MCP server Claude CodeCodexCursor +2

Semantic memory server for AI agent teams. Runs locally from the annal Python package.

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