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MCP servers tagged reranking

30 live MCP servers tagged "reranking", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with reranking.

30
live servers
36
avg trust
29
most stars
1

Redevops Rag

Hybrid RAG (DuckDB vector + BM25 + RRF + recency/keyword priors + optional cross-encoder rerank) as an installable library + CLI.

52
2

Rag CLI

Local Retrieval-Augmented Generation (RAG) plugin for Claude Code that combines Chroma db vector embeddings with intelligent info retrieval with Multi-Agent Framework (MAF) orches…

44
3

Jev Judge MCP

PyModel

Typed judgment tools for MCP agents. TypeSafe's Jev model as verify, screen, find, classify, rerank, decide, compare, extract, review, gate, and score: the model judges, policy de…

★ 29updated 10 days ago
39
4

Knowledge Rag

Local RAG System for Claude Code — Hybrid search + Cross-encoder Reranking + Markdown-aware Chunking + 12 MCP Tools. No external servers, pure ONNX in-process.

39
5

LLM Wiki Agent

Convert raw content into an interlinked Obsidian wiki using this Kotlin MCP server and Claude Code. Build a knowledge base without RAG indexing.

39
6

Rasputin Memory

The ultimate memory backend for OpenClaw and Claude Code. Persistent conversation memory with LLM fact extraction, foundation-model reranking, and 77.7% LoCoMo accuracy. MCP nativ…

39
7

Hitgate

LucasSantana-Dev

Portable hybrid (BM25 + dense + RRF) retrieval engine and a label-free evaluation harness — extracted from a personal AI-assistant memory index and decoupled to run on any source…

★ 4updated 14 days ago
34
8

Vectile

d3uceY

A desktop search engine for everything you write, read, and keep. Connect your Obsidian vault, projects, Calibre library, and code repos, then find anything with local hybrid sear…

★ 3updated 11 days ago
34
9

Hybrid Rag

MCP server exposing hybrid RAG (BM25 + dense + RRF + reranking) over SEC filings — with FastAPI backend, Next.js frontend, and 22-query evaluation.

★ 2
34
10

Atlas Agentic Rag

RiceSouffle

ATLAS: Agentic RAG as one coherent system — hybrid search + reranking + knowledge graph, tool-calling over MCP, multi-model routing, guardrails, and a real eval harness. Runs full…

★ 2
34
11

Treeloom

treeloom

GraphRAG code search over MCP. Parses code with tree-sitter, weaves a Neo4j code graph, and serves hybrid semantic search to AI agents at lower cost than grep.

★ 2updated 25 days ago
34
12

Grepogram

nnemirovsky

Semantic search for your Telegram chats — fully local hybrid retrieval, MCP server + CLI for any AI agent

★ 1updated 14 days ago
34
13

Intently

Alphaxalchemy

Intent-first search that finds the right tool from a vague description. Hybrid retrieval over LLM-written cards, LLM rerank with recall safety, MCP server for AI agents, runs on a…

★ 1
34
14

Codex Jev

Hyper-AI-Lab

Evidence selection and quota-aware recovery for Codex. Optional Jev reranking, local privacy controls, exact source reads. Keep your coding model.

★ 1
34
15

Qdrant Neo4j Crawl4ai MCP

MCP server combining Qdrant vector search, Neo4j knowledge graphs, and Crawl4AI web intelligence with agentic RAG capabilities. FastMCP 2.0 architecture with enterprise security,…

34
16

Ferrex

Persistent memory for AI agents. Stores facts, events, and procedures with intelligent retrieval, entity resolution, and staleness scoring. Fully local.

34
17

Nram

Self-hosted long-term memory substrate for any LLM-using tool. Hybrid vector + lexical recall with MMR reranking, auto-extracted knowledge graph, sleep-style consolidation, per-pr…

34
18

Local RAG Backend

This is the backend for a RAG system that runs on Docker Compose. It registers documents in a wide range of file formats, which can be searched using the MCP server.

34
19

Ohmyrepos

Oh My Repos: Semantic search for GitHub starred repositories.

34
20

AI Video Search

🧐 Discover key moments in videos with natural language queries using AI, all running locally in your browser for fast and private searches.

34
21

Anthropic RAG

Self-hosted, always-fresh RAG pipeline over the Anthropic GitHub org — grounded, cited Q&A over docs + issues/PRs/comments, refreshed hourly and served to AI agents over an MCP se…

34
22

Kiara

Kiara - KI Assistent für Retrieval und Analyse

34
23

Tech Radar Agent

Local AI-agent research copilot: hybrid retrieval (E5 + BM25 + RRF + cross-encoder), bounded ReAct agent with deterministic citation validation, FastAPI + React chat UI, and a rea…

34
24

Aina Veris

Domain-aware RAG framework with A2A agents, MCP server/client support, multi-domain retrieval, tool-assisted inference, and grounded citations.

34
25

Vaultspec Rag

Search code and feature records by meaning through the command line or Model Context Protocol (MCP). Inference runs on your GPU.

34
26

Bert

harshithkantamneni

Long-context project memory for Claude Code / Cursor / Codex — a local MCP server with hybrid retrieval (dense + BM25 + cross-encoder rerank). Falsification-first benchmarks, hone…

34
27

Agent Context Substrate

thomaskawas

The substrate is the asset; the model is an interchangeable client. Agent Context Substrate (ACS): model-independent memory for AI agents.

34
28

AskMiao

Scorpio-meow

🐱 Enterprise knowledge-base chat that cites its sources. Hybrid RAG (FAISS + BM25 + Cross-Encoder rerank) with an agentic research loop, custom API & MCP tools with user approval,…

34
29

Treeweft

Treeweft

GraphRAG code search over MCP. Parses code with tree-sitter, weaves a Neo4j code graph, and serves hybrid semantic search to AI agents at lower cost than grep.

34
30

HelloSupport

StephaneHe

Local-only multi-agent troubleshooting assistant: LangGraph agents, RAG (Chroma + reranker), MCP tools, guarded text-to-SQL, 4B vs 7B LLM benchmark on an 8 GB GPU.

34
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