Databases• MCP Alternatives Guide

Best Alternatives to Memory Find

Looking for an alternative to Memory Find? Whether you need a different runtime environment, custom authentication support, or alternative API integrations in the Databases ecosystem, we have cataloged and compared the top alternative MCP servers below.

Browse all Databases servers →View Memory Find Specs →

M

Target Reference Server

Memory Find Overview

The memory-find MCP server gives agents a local, explainable knowledge base backed by SQLite. It stores documents and atomic facts with provenance, then combines keyword, exact-identifier, semantic, fact, and routed graph retrieval into ranked results. MCP tools can ingest, search, read, remember, retire, explore, and maintain records, while results expose memo:// addresses and ranking reasons. Reach for it when an agent needs private, durable knowledge with evidence and no ongoing cloud dependency.

Primary Use Cases for Memory Find:

Store agent-fetched documents with provenance
Search technical notes using hybrid retrieval
Record facts with validity dates and evidence
Inspect why a result received its rank

Specification Matrix: Memory Find vs Alternatives

Direct comparison of key metrics, runtimes, authentication methods, and community popularity.

Server Name	Runtime	Auth	Pricing	GitHub Stars	Downloads	Action
M Memory Find (Target)	—	No auth required	Free	—	—	Current
M Memors	—	No auth required	Free	—	—	Compare →
Memory Kernel	uvx	—	—	3	—	Compare →
Remem Mcp — Local First MCP Memory + CodeGraph + Wiki	npx	—	—	8	—	Compare →
Leteo	bunx	No auth required	Free	2	—	Compare →
Genai Toolbox	npx	Other	Free	16,646	—	Compare →
MCP Sqlite	npx	No auth required	Free	129	—	Compare →
Dark Memory MCP	npx	—	—	1	—	Compare →
Mindpm	npx	—	—	9	—	Compare →
Memtether	—	No auth required	Free	2	—	Compare →
Obsidian Semantic Search	npx	—	—	1	—	Compare →
Agentmako	npx	No auth required	Free	54	—	Compare →
Code Index	npx	—	—	138	—	Compare →

Detailed Evaluation of Memory Find Alternatives

M

Memors

Runtime not confirmedDatabases

Local MCP knowledge base using SQLite, hybrid search, provenance, explainable ranking, and agent-managed facts.

Key Features:

Hybrid keyword, exact, semantic, fact, and graph retrieval

SQLite storage with one file per knowledge base

Provenance-bearing memo:// resources

0 0

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Memory Kernel

Runtime: uvxDatabases

Local-first AI memory backed by SQLite FTS5, with structured recall, context packing, and no vector database or cloud service.

Key Features:

SQLite FTS5 local retrieval

Structured memory records

Deterministic search and context packing

1 0 3

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Remem Mcp — Local First MCP Memory + CodeGraph + Wiki

Runtime: npxDatabases

Local SQLite memory, code indexing, and wiki tools for AI coding agents, with automatic context capture and recall.

Key Features:

Local SQLite memory storage

Automatic capture and recall hooks

CodeGraph indexing for nine languages

1 0 8

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Leteo

Runtime: bunxDatabases

Persistent local memory for coding agents, stored in SQLite and exposed through MCP.

Key Features:

Local SQLite-backed memory

MCP interface with 22 tools

Project-scoped knowledge

3 0 2

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Genai Toolbox

Runtime: npxDatabases

Connects MCP-compatible agents and IDEs to databases through prebuilt or custom tools.

Key Features:

Prebuilt database tools

Custom YAML-defined tools

Multi-database source support

6 0 16,646

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MCP Sqlite

Runtime: npxDatabases

Connects an AI agent to a SQLite file for schema inspection, SQL queries, and CRUD operations.

Key Features:

SQLite database information and introspection

Raw SQL queries with optional values

Table and schema discovery

2 0 129

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Dark Memory MCP

Runtime: npxDatabases

Persistent agent memory and vibe-loop validation over stdio MCP, using a local SQLite-backed store.

Key Features:

Persistent agent memory

SQLite-backed local storage

Vibe-loop specification and artifact workflow

2 0 1

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Mindpm

Runtime: npxDatabases

Stores project memory, tasks, decisions, notes, and session context in a local SQLite database for MCP-compatible coding agents.

Key Features:

SQLite-backed project memory

Task, blocker, and priority management

Decision, note, and context storage

2 0 9

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Memtether

Runtime not confirmedDatabases

Shared local SQLite memory for AI clients with source attribution, corrections, temporal history, and tamper-evident audit chains.

Key Features:

Shared SQLite memory database

Source attribution and provenance

Bi-temporal fact records

0 0 2

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Obsidian Semantic Search

Runtime: npxDatabases

Read-only MCP retrieval for Obsidian vaults, combining local Ollama embeddings with SQLite-backed semantic and keyword search.

Key Features:

Read-only Obsidian vault access

Hybrid semantic and keyword search

Local Ollama embeddings

3 0 1

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Agentmako

Runtime: npxDatabases

Local-first codebase intelligence MCP server indexing code, schema, diagnostics, and findings with SQLite and optional Postgres support.

Key Features:

Local SQLite-backed indexing of code, schema, and diagnostics

MCP server exposing tools like reef_ask, reef_status, reef_verify, and reef_impact

Support for Postgres/Supabase schema snapshots and read-only inspection

2 0 54

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Code Index

Runtime: npxDatabases

Indexes source code in SQLite and exposes symbol search, file access, and call-graph analysis through MCP.

Key Features:

SQLite-backed source indexing

Symbol, text, and regex search

Call-graph and data-link traversal

2 0 138

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Frequently Asked Questions: Memory Find Alternatives

The top-rated alternatives to Memory Find in the Databases category include Memors, Memory Kernel, Remem Mcp — Local First MCP Memory + CodeGraph + Wiki. These servers offer complementary or alternative capabilities depending on your deployment stack and authentication requirements.

Memory Find and its alternatives vary by runtime requirement (Node.js/npx, Python/uvx, Docker, or remote HTTP/SSE endpoints). Check the specification comparison table above to verify command requirements before installing.

It varies by server. Pricing, auth and license are declared by each maintainer and shown in the comparison table where provided — a dash means nothing was declared, so check that project's own site before assuming it's free.

Click the "Compare side-by-side →" button on any alternative card to see an in-depth comparison matrix covering feature lists, stars, npm downloads, install configurations, and schema specifications.