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MCP servers tagged full-text-search

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

94
live servers
39
avg trust
592
most stars
51

juergenkoller-software/pdf-content-search-mcp

text PDF search with Apple Vision OCR across thousands of documents in under a second. Advanced filters (date, category, sender, amount), wildcards, boolean operators.

34
52

Doc Search MCP

Local MCP server that indexes PDFs, EPUBs, HTML, Markdown and text files and makes them searchable by LLM coding agents — keyword (FTS5/BM25), semantic, and hybrid search, entirel…

34
53

Local Research Library MCP

专供 AI 智能体访问本地研究文献库的 MCP。支持 PDF、Markdown、BibTeX、RIS、EndNote 及 XML 格式;具备自动索引、智能搜索及只读访问功能。MCP server for AI agents to access local research libraries. Supports PDF, Markdown, BibTeX,…

34
54

Imessage Portal

Read-only MCP server for iMessage, reachable from anywhere over an embedded Tailscale tunnel with OAuth.

34
55

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
56

Memlog

Markdown notes for humans, MCP-native for AI agents.

34
57

BM 25 Search

MCP server and CLI for BM25 keyword search over a local Markdown corpus — drop .md files into data/ and query from any MCP-compatible client or the command line.

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58

Discord Index

Search your team's entire Discord from Claude in ~1s. Keeps a local SQLite index (FTS5 + embeddings) because Discord's search API is closed to bots.

34
59

Pumex

A headless, daemon-based knowledge engine for Markdown vaults—index, search, and manage notes from the terminal, CI/CD, or AI agents.

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60

Acdc Server

Model Context Protocol (MCP) server that provides AI agents with searchable access to any markdown content through resources and an embedded full-text search tools.

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61

Jp Fts

A Model Context Protocol (MCP) server for Japanese full-text search using SQLite FTS5 and SudachiPy.

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62

Mcpdoc Rust

🚀 High-performance Rust MCP server for llms.txt documentation with BM25 search. 50x faster startup than Python, single binary deployment, persistent caching, and cross-platform su…

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63

Relith

Local-first context engine for AI-assisted coding. One SQLite index powering MCP-native search, symbols, references, and a knowledge graph... for any AI agent.

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64

Whatskept CLI

WhatsApp history, kept — searchable, AI-enriched, agent-ready over MCP.

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65

Vyral

Portable contracts and local-first runtimes for canonical data, retrieval, durable execution, and agent-facing AI.

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66

OrigRead Desktop

Modern desktop RSS reader for Windows, macOS & Linux, featuring side-by-side reading, verifiable AI citation, Web Search, and MCP tool integration.

34
67

Obsidian Search MCP

🔍 Search your Obsidian vault directly from Claude. Fast full-text search powered by Tantivy-Go, giving AI instant access to your entire knowledge base.

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68

Otzar

Local hybrid search over your own files — dense vectors, BM25, and metadata filters in one query. The same binary is an MCP server, so agents can search your notes.

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69

Texere

Persistent knowledge-graph memory for AI agents, exposed as a TypeScript library and MCP server.

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70

Lawful MCP

MCP server for Korean case law, statutes and sentencing data

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71

Crossref Local

Local CrossRef database with 167M+ works and full-text search

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72

Book Memex

Powerful eBook metadata management tool with SQLite backend, AI-powered enrichment, web interface, and comprehensive CLI. Features full-text search, automatic metadata extraction,…

34
73

Localvectordb

Document-first sqlite3+faiss vector database

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74

Miseledger

Your agent history is scattered. MiseLedger makes it searchable evidence. Local SQLite FTS ledger for AI work history; Brigade-ready evidence bundles. No network.

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75

Pi Zgrep

Semantic code search for the pi coding agent. One tool, four routes (hybrid, BM25, vector, ripgrep), auto-indexed. Powered by zg.

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76

Bookmark Memex

Personal bookmark archive for the memex ecosystem: SQLite + FTS5 + MCP server, with content caching, soft delete, marginalia, and cross-archive URIs

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77

Pagebridge

Multi-adapter document intelligence engine -- ingest, section-tag, and semantically query PDFs and text across SQLite, Postgres, MySQL, MSSQL, Oracle, MongoDB and more

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78

Js Doc Store

Zero-dependency vanilla JS document database in one file. MongoDB-style queries, indices, joins, aggregation, full-text search, graph traversal, field encryption, and JWT auth.

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79

Witslog

AI-native error intelligence framework — structured error events in a local SQLite DB per project, full-text searchable, deterministically auto-classified, exposed to any MCP-comp…

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80

AI Intelligence Hub

AI Intelligence Hub - Track 14 AI sources (GitHub, HuggingFace, MCP, Claude Code, Anthropic Skills & Cookbooks) with full-text search and keyword scoring. Port 4444.

34
81

Sana MCP

Your Sana.AI meeting transcripts, synced to your machine and searchable offline. An MCP server so AI agents can read and correct them, plus a terminal app for browsing them yourse…

34
82

Mocontext

Meauxsoft

MoContext - the local MCP server included with Mo-Search for Windows: full-text search, grounded evidence packs, and durable session memory over your own indexed files.

34
83

Keepygaga Rag

TimWongUp

Local-first knowledge retrieval for AI agents, combining FTS5, vector search, reranking, and traceable MCP results.

34
84

AetherDB

AeolusConsulting

AI-native database with semantic search, GraphRAG, hybrid search, full-text search, and edge deployment on Cloudflare Workers

updated 4 months ago
34
85

LocalKnowledgeTerminal

lachlanchen

Local-first, privacy-preserving multilingual knowledge cards grounded in cited books on your own hardware.

34
86

Markdown Memory

hishamkaram

MCP server that hands coding agents the one Markdown section that answers the question, not the whole file. Local hybrid search: BM25 keywords + ONNX embeddings in SQLite. No API…

34
87

Tg AI

anrysys

Local MCP server that lets an AI agent drive your personal Telegram account — send as you, read replies, and full-text search your entire chat history in PostgreSQL. With built-in…

34
88

Cs2wt Docs MCP

Just-Silver

离线索引 Counter-Strike 2 Workshop Tools 文档,并通过 MCP 提供给 AI 助手;附带抓取、增量同步与 SQLite FTS5 全文检索的 CLI。

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89

Home View Graph

nadiadatepe-eng

A five-model knowledge graph over a directory you choose — built to prove itself wrong. SQLite + FTS5, stdlib-only, 100% local.

34
90

Jishudb Desktop Releases

x-aijishu

A local-first knowledge base for humans and AI agents.

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91

Flyarchive

andrewsabn

FlyArchive — self-hosted personal document archive and knowledge base with hybrid semantic + full-text search. Local-first RAG: an MCP server gives Claude, Codex and any LLM agent…

updated 5 days ago
34
92

Sana MCP

laelhalawani

Your Sana.AI meeting transcripts, synced to your machine and searchable offline. An MCP server so AI agents can read and correct them, plus a terminal app for browsing them yourse…

updated 13 days ago
34
93

Engram

poorants

A networked PARA knowledge brain for coding agents — documents managed by PARA and woven into one connected graph, held in a searchable Postgres store with a revision history per…

updated 2 days ago
34
94

Muster

sidharthjoly

A search index over Australian data roles, pulled straight from employers' ATS feeds

updated 16 hours ago
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