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

semantic-kinematics

73

shanevcantwell/semantic-kinematics-mcp

MCP server Claude CodeCodexCursor

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

not rated 1 8d ago A tokens not measured

kengo006/alexandria-semantic-recall

MCP server Claude CodeCodexCursor

MCP server "alexandria-semantic-recall" as configured in kengo006/alexandria-semantic-recall. Runs locally from the alexandria-semantic-recall Python package.

not rated 1 13d ago A tokens not measured original MIT

local-rag-backend

75

suwa-sh/local-RAG-backend

MCP server Claude CodeCodexCursor

MCP server "local-rag-backend" as configured in suwa-sh/local-RAG-backend. Runs locally from the local-rag-backend Python package.

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

mcp-docs-ask

76

alyiox/mcp-docs-ask

MCP server Claude CodeCodexCursor +2

MCP server for local retrieval over markdown documentation. Runs locally from the mcp-docs-ask Python package.

not rated 0 2d ago A tokens not measured original MIT

kbdb

77

diko316/knowledge-base-db

MCP server Claude CodeCodexCursor +2

A searchable second brain for AI agents: ranked keyword and semantic search over your Markdown. Runs locally from the @dikolab/kbdb npm package.

not rated 0 3d ago A tokens not measured AGPL-3.0

rag-mcp

78

jaimenbell/rag-mcp

MCP server Claude CodeCodexCursor +2

Minimal, honest RAG-over-a-corpus MCP retrieval tool: searchknowledge(query, k) -> cited chunks. Local embeddings + embedded vector store. Auth-scoped, fail-soft, version-pinned. Runs locally from the jaimenbell-rag-mcp Python package.

not rated 0 yesterday A tokens not measured original MIT

subconscious-mcp

79

vishaltorc/subconscious-mcp

MCP server Claude CodeCodexCursor

Local-first semantic memory for MCP agents. Recall, remember, forget, echo, drift detection, stats over stdio. Runs locally from the subconscious-mcp Python package.

not rated 0 2mo ago A tokens not measured original MIT

dolores

80

yeneryigitcelik-debug/dolores

MCP server Claude CodeCodexCursor

MCP server "dolores" as configured in yeneryigitcelik-debug/dolores. Runs locally from the @dolores/mcp npm package. Needs 2 environment variables to run.

not rated 0 2mo ago A tokens not measured original MIT

distillory

81

everyai-com/distillory

MCP server Claude CodeCodexCursor

MCP server "distillory" as configured in everyai-com/distillory. Runs locally from the distillory Python package.

not rated 0 2mo ago A tokens not measured original MIT

pycontextify

82

tbrandenburg/pycontextify

MCP server Claude CodeCodexCursor

MCP server "pycontextify" as configured in tbrandenburg/pycontextify. Runs locally from the pycontextify Python package.

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

vaporif/mcp-server-qdrant

MCP server Claude CodeCodexCursor

MCP server for Qdrant vector database with local embedding support. Runs locally from the mcp-server-qdrant-rs Python package.

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

mcp-recall-md

84

kalikin-artem/proj-mcp-recall-md

MCP server Claude CodeCodexCursor

Local semantic search for markdown notes — MCP server. Runs locally from the mcp-recall-md Python package.

not rated 0 2mo ago A tokens not measured original MIT

lake-of-vectors

85

tungpun/lake-of-vectors

MCP server Claude CodeCodexCursor

MCP server "lake-of-vectors" as configured in tungpun/lake-of-vectors. Runs locally from the lake-of-vectors Python package.

not rated 0 4mo ago A tokens not measured

grepsense

86

alaiba/grepsense

MCP server Claude CodeCodexCursor

MCP server "grepsense" as configured in alaiba/grepsense. Runs locally from the grepsense Python package.

not rated 0 2mo ago A tokens not measured original MIT

sse-embedding

87

Rikka-Botan/Fast-Embedding-MCP-SSE

MCP server Claude CodeCodexCursor

MCP server "sse-embedding" as configured in Rikka-Botan/Fast-Embedding-MCP-SSE. Runs locally from the sse-embedding Python package.

not rated 0 2mo ago A tokens not measured original Apache-2.0

obsidian-rag

88

danielscholl/obsidian-rag-mcp

MCP server Claude CodeCodexCursor

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

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

agentrecall-db

89

shaxzodbek-uzb/agentrecall

MCP server Claude CodeCodexCursor

Agent memory in a single SQLite file — no vector DB, no server, no cloud. Keyword recall on stdlib alone; torch-free hybrid semantic search via model2vec + sqlite-vec. Python lib + MCP server + CLI. Runs locally from the agentrecall-db Python package.

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

semantic-search-mcp

90

adborroto/semantic-search-mcp

MCP server Claude CodeCodexCursor +2

RAG-lite: local semantic search over your files, as a CLI and an MCP server. No LLM, no API keys, no servers. Runs locally from the @adborroto/semantic-search-mcp npm package.

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

ollqd

91

leomarviegas/Ollqd

MCP server Claude CodeCodexCursor

MCP server "ollqd" as configured in leomarviegas/Ollqd. Runs locally from the ollqd Python package.

not rated 0 6mo ago A tokens not measured original Apache-2.0

inkdex

92

antonlunden/inkdex

MCP server Claude CodeCodexCursor

MCP server that indexes markdown docs and exposes hybrid semantic search for LLM context retrieval. Runs locally from the inkdex npm package.

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

ai-lab

93

bunlongheng/ai-lab

MCP server Claude CodeCodexCursor +2

A set of components for AI in React. Runs locally from the ai-lab npm package.

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

docgraph

94

carrilloapps/docgraph

MCP server Claude CodeCodexCursor +2

MCP server "docgraph" as configured in carrilloapps/docgraph. Launched with cmd /c npx -y -p @carrilloapps/docgraph docgraph-mcp serve.

not rated 0 2mo ago A tokens not measured original MIT

cc-history

95

Straska7/cc-history

MCP server Claude CodeCodexCursor +2

MCP server "cc-history" as configured in Straska7/cc-history. Runs locally from the cc-history Python package.

not rated 0 2mo ago A tokens not measured original Apache-2.0

corpus-rag

96

monahand1023/corpus

MCP server Claude CodeCodexCursor +2

Single-user RAG framework for personal archives. Local-first, MCP-native. Runs locally from the corpus-rag Python package.

not rated 0 2d ago A tokens not measured original MIT