io.github.vectros-ai/mcp-serversearch

mcp-server

Verified · 3 days ago

Typed record store + hybrid search over MCP: deterministic lookups + semantic memory, per-customer.

Install

claude mcp add mcp-server -- npx -y @vectros-ai/[email protected]

Requires: VECTROS_API_KEY, VECTROS_KEYRING_ALIAS, VECTROS_API_BASE_URL, VECTROS_MCP_TOOLS

Our take

This server provides a typed record store with hybrid search, combining deterministic retrieval with semantic memory on a per-customer basis. It is for developers building agent systems that need structured memory and searchable context without handing everything to a plain vector index. The concept is solid for production-style agent infrastructure, though the public maturity signals are still thin and implementation quality would need hands-on verification.

reviewed by hand · 2026-07-07

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Verification record

last verified
3 days ago
github stars
1
last commit
7 days ago
archived
no
license
Apache-2.0
latest version
0.14.0
in registry since
2026-07-23

github.com/vectros-ai/vectros-mcp-server

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