agentmods.dev

vector-search MCP servers

13 tagged vector-search, measured the same way as everything else here.

Browse within: embeddings 5

Sort RelevanceRecently updatedFewest tokensSecurity gradeRepo starsStars this weekTop rated 13 mods

obsidian-hybrid-search

01

flowing-abyss/obsidian-hybrid-search

MCP server Claude CodeCodexCursor +2

Search Obsidian vaults with hybrid full-text, fuzzy, semantic, and graph retrieval. Runs locally from the obsidian-hybrid-search npm package. Needs 10 environment variables to run.

not rated 112 +2 7d ago A tokens not measured original MIT

pond

02

tenequm/pond

MCP server Claude CodeCodexCursor +2

MCP server "pond" as configured in tenequm/pond. Launched with pond-db.

not rated 82 +3 5d ago A tokens not measured original Apache-2.0

skalex

03

TarekRaafat/skalex

MCP server Claude CodeCodexCursor +2

MCP server "skalex" as configured in TarekRaafat/skalex. Runs /absolute/path/to/examples/mcp-agent-server/index.js with node. Needs 1 environment variable to run.

not rated 21 +1 1mo ago A tokens not measured original Apache-2.0

coderag

04

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

zvec-mcp-server

05

zvec-ai/zvec-mcp-server

MCP server Claude CodeCodexCursor +2

MCP server for Zvec vector database. Runs locally from the zvec-mcp-server Python package.

not rated 12 6mo ago A tokens not measured original Apache-2.0

mcp-server

06

memo-fs/memofs

MCP server Claude CodeCodexCursor +2

Persistent memory and virtual filesystem MCP server for AI agents. Runs locally from the @memofs/mcp-server npm package. Needs 2 environment variables to run.

not rated 6 23d ago A tokens not measured original MIT

forge

07

VoxellInc/forge-mcp

MCP server Claude CodeCodexCursor +2

MCP server for Forge, Voxell's embedding API. Voxell's Ingot-8B-R3 ranks #1 for English on MTEB. Runs locally from the @voxell/forge-mcp npm package. Needs 1 environment variable to run.

not rated 1 14d ago A tokens not measured original MIT

ghcp-cli-vector-memory-mcp

08

BrainSlugs83/GithubCopilotCLI-VectorMemoryMCP

MCP server Claude CodeCodexCursor +2

MCP server that gives GitHub Copilot CLI persistent long-term memory via local semantic vector search. Install: npx -y ghcp-cli-vector-memory-mcp. Runs locally from the ghcp-cli-vector-memory-mcp npm package.

not rated 1 4mo ago A tokens not measured original MIT

rag-mcp

09

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 1 27d ago A tokens not measured original MIT

mcp-docs-ask

10

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 7d ago A tokens not measured original MIT

fayna-rag-mcp

11

fayna-digital/fayna-rag-mcp

MCP server Claude CodeCodexCursor +2

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

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

aide-mcp-server

12

NetApp/aide-mcp-server

MCP server Claude CodeCodexCursor +2

MCP server for NetApp AI Data Engine. Runs locally from the netapp-aide-mcp Python package.

not rated 0 4mo ago A tokens not measured original BSD-3-Clause