AI, Memory & Reasoning MCP Servers

MCP servers that give assistants persistent memory, knowledge graphs and structured reasoning. Each entry is scanned with the deterministic Capability-Flow Trust Model — grades are computed, never self-reported.

Agent Memory 6 implementations
A
best: @kiraautonoma/agent-memory-mcp

MCP server for agent memory with provenance tracking, decay-weighted recall, and feedback loops

AI, Memory & Reasoning Best score 99/100 0 findings 58/wk Cap. Minimal
Banco De Ideas npm
A
banco-de-ideas-mcp

MCP Server para co-crear ideas y bisociaciones artificiales. Permite a agentes de IA leer, publicar y explorar conexiones creativas entre conceptos de dominios distintos.

AI, Memory & Reasoning Score 99/100 0 findings 58/wk Cap. Minimal
File Ai npm
A
@flyfish-dev/file-ai

Read-only document awareness MCP server for agent-ready local file context.

AI, Memory & Reasoning Score 99/100 0 findings 58/wk Cap. Minimal
Agent Signal npm
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agent-signal

Collective intelligence for AI shopping agents — every agent that connects makes every other agent smarter

AI, Memory & Reasoning Score 99/100 0 findings 57/wk Cap. Minimal
Agentram npm
A
agentram-mcp

Model Context Protocol server for AgentRAM. Persistent memory for AI agents.

AI, Memory & Reasoning Score 99/100 0 findings 57/wk Cap. Minimal
Flakiness Knowledge Graph npm
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flakiness-knowledge-graph-mcp

MCP server + Playwright reporter that builds a flakiness knowledge graph from test run history

AI, Memory & Reasoning Score 99/100 0 findings 57/wk Cap. Minimal
Memory Lancedb npm
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@cablate/memory-lancedb-mcp

MCP server for LanceDB-backed long-term memory with hybrid retrieval (Vector + BM25), cross-encoder rerank, multi-scope isolation, and memory lifecycle management

AI, Memory & Reasoning Score 99/100 0 findings 53/wk Cap. Minimal
Memocall npm
A
memocall

An MCP server that recalls past Claude Code conversations across all projects as clean, compact Markdown.

AI, Memory & Reasoning Score 99/100 0 findings 52/wk Cap. Minimal
Claude Memory Fts npm
A
claude-memory-fts

Long-term memory MCP server for Claude Code with hybrid search (FTS5 + semantic), RRF ranking, and auto context injection

AI, Memory & Reasoning Score 99/100 0 findings 51/wk Cap. Minimal
Ratary npm
A
@ratary/mcp-server

MCP server proxying Ratary REST — persistent coding memory for AI assistants

AI, Memory & Reasoning Score 99/100 0 findings 51/wk Cap. Minimal
Yuque 2 implementations
A
best: @wwwwwujl/yuque-mcp

Production-grade Yuque MCP server with safe read/write tools.

AI, Memory & Reasoning Best score 99/100 0 findings 51/wk Cap. Minimal
Maximo npm
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maximo-mcp-server

Model Context Protocol (MCP) server for IBM Maximo

AI, Memory & Reasoning Score 99/100 0 findings 50/wk Cap. Minimal
Memdata npm
A
memdata-mcp

MCP server for MemData - persistent memory for AI agents

AI, Memory & Reasoning Score 99/100 0 findings 50/wk Cap. Minimal
Smara 2 implementations
A
best: @smara/mcp-server

MCP server for Smara Memory API — persistent memory for AI agents

AI, Memory & Reasoning Best score 99/100 0 findings 50/wk Cap. Minimal
Manoma npm
A
manoma-mcp

MCP server for soul.md — your portable AI identity layer

AI, Memory & Reasoning Score 99/100 0 findings 49/wk Cap. Minimal
Rag 5 implementations
A
best: mcp-rag-server

MCP server for enabling RAG

AI, Memory & Reasoning Best score 99/100 0 findings 48/wk Cap. Minimal
Casemgr npm
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casemgr-mcp

A shared workspace your AI agent actually writes to — 184 MCP tools, persistent memory, semantic search. Stdio-to-HTTP bridge for CaseMgr's hosted MCP endpoint.

AI, Memory & Reasoning Score 99/100 0 findings 47/wk Cap. Minimal
Coderswap npm
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@coderswap/mcp-server

MCP server for Claude Desktop: autonomous research ingestion + hybrid vector search with intent-aware ranking. Build searchable knowledge bases from AI research summaries.

AI, Memory & Reasoning Score 99/100 0 findings 47/wk Cap. Minimal
Packforai npm
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packforai-mcp

MCP server for PackForAI — convert PDF, DOCX, PPTX, XLSX, CSV, JSON into clean, AI-ready Markdown from Claude, Cursor and other MCP clients.

AI, Memory & Reasoning Score 99/100 0 findings 47/wk Cap. Minimal
Robot Resources Router npm
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@robot-resources/router-mcp

MCP server for Robot Resources Router — stats, config, and model comparison tools

AI, Memory & Reasoning Score 99/100 0 findings 47/wk Cap. Minimal
Remembrallmcp npm
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remembrallmcp

Persistent knowledge memory layer for AI agents. Rust core, Postgres + pgvector backend, MCP protocol.

AI, Memory & Reasoning Score 99/100 0 findings 46/wk Cap. Minimal
Doctree npm
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doctree-mcp

Agentic document retrieval over markdown — BM25 search + tree navigation via MCP. Inspired by PageIndex and Pagefind.

AI, Memory & Reasoning Score 99/100 0 findings 45/wk Cap. Minimal
Ordali Memory npm
A
@rdrco/mcp-ordali-memory

Local SQLite-backed MCP memory server for the Ordali framework.

AI, Memory & Reasoning Score 99/100 0 findings 45/wk Cap. Minimal
Modular Mcp Memory npm
A
modular-mcp-memory

模块化MCP记忆系统 v4.5.1 - 基于Zettelkasten记忆片段盒笔记法的精简记忆系统,包含性能优化、智能占位符功能、内容提取拆分功能和修复的展开功能

AI, Memory & Reasoning Score 99/100 0 findings 44/wk Cap. Minimal