shelfmark-rag

MCP Serverdatabaseragretrievalsemantic-searchbm25

Local hybrid retrieval (BM25 + embeddings + RRF) for agent memory and codebases — one SQLite file, MCP server included.

Directory Presence

Cross-referenced across 55 tracked directories

Directory	First Seen	Last Confirmed
P PyPI (Real-time)	8/12/2026	8/12/2026
P PyPI Skills Registry	9/28/2026	9/28/2026
G GitHub Search	10/27/2026	10/28/2026

Adoption Metrics & Statistics

#17357

Popularity Rank

2 / 55

Listed In

Emerging

Adoption Stage

8/12/2026

Created

GitHub Stars

Open Issues

10/6/2026

Last Commit

Recently added to the ecosystem

Health Score

22/100

Directory Presence10/20

Community3/30

Usage1/20

Development Activity8/30

Directory Adoption Over Time

Aug 12, 26: + PyPI (Real-time)Oct 27, 26: + GitHub Search

Cross-Posting Opportunities

Could also be listed in these directories:

npm Skills RegistryPyPISmitheryOpenToolsAwesome MCP ServersHugging Face HubAwesome MCP ToolsPyPI Skills RegistryCline MCP Marketplacenpm Registry+43 more

Info

Author: Lucas Santana
License: MIT License Copyright (c) 2026 Lucas Santana Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
Package: shelfmark-rag
Registry: pypi
Last Commit: 10/6/2026
Directories: 2

Links

Repository Homepage

AI Security Scan

Related MCP Servers

mcp-postgres-server

anton_ov

A Model Context Protocol server for PostgreSQL database operations

MCP Serverdatabase

248 dirs

io.github.kansei-link/kansei-mcp-server

kansei-link

Intelligence layer for discovering and orchestrating Japanese SaaS MCP tools (AEO)

MCP Serverdatabase

17 dirs

io.github.cammac-creator/ibanforge

cammac-creator

IBAN validation, BIC/SWIFT lookup, SEPA compliance and risk scoring. 121K+ BICs.

MCP Serverdatabase

37 dirs

mcp-server-db2i

ronistrom

MCP server for IBM DB2 for i (DB2i) database queries and metadata inspection

MCP Serverdatabase

276 dirs

Health Score

22/100

Directory Presence10/20

Community3/30

Usage1/20

Development Activity8/30

Directory Adoption Over Time

Aug 12, 26: + PyPI (Real-time)Oct 27, 26: + GitHub Search

Cross-Posting Opportunities

Could also be listed in these directories:

npm Skills RegistryPyPISmitheryOpenToolsAwesome MCP ServersHugging Face HubAwesome MCP ToolsPyPI Skills RegistryCline MCP Marketplacenpm Registry+43 more

Related MCP Servers