MCP Servers

Connectors that give your AI agent hands — databases, browsers, email, payments, and every service in between.

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Memanto MCP

★ 1,600

MEMANTO is a memory agent. It remembers, recalls, and answers — so your agents can achieve long-term goals and avoid confusion.

🔥🔥🔥✓ VerifiedAccount requiredNeeds API keys

PMB (Personal Memory Brain)

★ 289

Local-first persistent memory for AI coding agents over MCP: decisions, lessons and facts persist across sessions via hybrid BM25 + vector + graph retrieval, fully offline, no API keys.

🔥🔥🔥✓ VerifiedFreeAdvanced setup

YourMemory

★ 247

Persistent memory for AI agents with Ebbinghaus forgetting curve decay, hybrid BM25 + vector + knowledge graph retrieval, temporal reasoning, and a local dashboard. 89.4% Recall@5 on LongMemEval.

🔥🔥🔥✓ VerifiedFreeQuick setup

Memclaw

★ 240

MemClaw — persistent memory for AI agent fleets (OSS) — Trending history, engagement metrics, and Reddit & Hacker News discussions on Trendshift

🔥🔥🔥✓ VerifiedAccount requiredAdvanced setup

Mnemory

★ 182

A self-hosted, secure, feature-rich memory system for AI agents and assistants. Provides intelligent fact extraction and deduplication, with an artifact store for detailed content.

🔥🔥🔥🔥✓ VerifiedAccount requiredAdvanced setup

piia-engram

★ 168

Persistent AI memory across tools — remember your preferences, code standards, and decisions across Claude Code, Cursor, Codex, and any MCP tool. Local-first, zero-cloud.

🔥🔥🔥✓ VerifiedFreeQuick setup

engram

★ 136

Local code-knowledge graph + bi-temporal mistakes memory for AI coding agents. Serves a ranked structural packet instead of whole files on read/grep, and surfaces fixes your repo already reverted (mined from git history). Zero cloud, Apache-2.0.

🔥🔥🔥🔥✓ VerifiedFreeNeeds API keys

Link

★ 80

Local Markdown memory for AI agents

🔥🔥🔥✓ VerifiedFreeAdvanced setup

BrainFlow - Shared Team Memory - MCP

★ 48

Your company's brain, connected to Claude, ChatGPT, Gemini, Cursor, and VS Code. Turn your team's email history into shared memory that any AI assistant can query with natural language.

🔥🔥Paid serviceNeeds API keys

Bhived

★ 34

Shared memory MCP for AI agents. one agent solves it, every other agent learns.

🔥🔥FreeQuick setup

Agents Remember

★ 25

`Agents Remember` is a Drift-aware repository memory for coding agents in complex codebases. Captures what code can't say on its own! Retrieves memory by path, semantic search, and relationship (code-graph).

🔥🔥FreeQuick setup

Memento

★ 21

A local-first, LLM-agnostic memory layer for AI assistants

🔥🔥🔥✓ VerifiedFreeAdvanced setup

Mori

★ 20

Shared memory layer for AI coding agents with dream pipeline distillation, session grounding, and multi-instance coherence.

🔥🔥Paid serviceAdvanced setup

XMemo

★ 12

User-owned memory for AI agents over remote MCP. Save, search, recall, update, and manage scoped memories across Copilot, Claude, ChatGPT, IDEs, and CLIs.

🔥🔥🔥✓ VerifiedAccount requiredAdvanced setup

Hindsight-MemPalace

★ 10

Self-hosted long-term memory for AI agents: MCP server with hierarchical recall over pgvector.

🔥🔥🔥✓ VerifiedFreeAdvanced setup

Myco Brain

★ 7

Self-hosted memory and knowledge-graph MCP server for AI agents. TypeScript on Postgres 16 + pgvector, 11 brain_* tools. Runs keyless: full-text and semantic search, ingestion, content-hash dedup, provenance via brain_why, and the knowledge graph all work with no API keys via local Ollama. Apache-2.0.

🔥🔥🔥🔥✓ VerifiedAccount requiredAdvanced setup

MarsNMe

★ 6

Agent-agnostic persistent memory backend. 13 MCP tools, Supabase + Jina embeddings, multi-profile isolation, semantic recall across sessions.

🔥🔥✓ VerifiedAccount requiredAdvanced setup

sessionmem

★ 6

Local-first MCP server that gives AI coding assistants persistent session memory. 85.6% token reduction, no cloud.

🔥🔥✓ VerifiedPaid serviceAdvanced setup

Krimto

★ 5

Open-source team memory layer for AI coding agents. Markdown files in git, a user→team→org hierarchy, one cross-vendor MCP server. Apache-2.0.

🔥🔥🔥🔥✓ VerifiedFreeAdvanced setup

Agentic Task System (ats)

★ 5

Turns your task manager into agent memory: hybrid (RRF) retrieval over TickTick or an Obsidian vault via an adapter contract. MCP server + CLI, no vector DB to maintain.

🔥🔥🔥✓ VerifiedFreeQuick setup

vault-cortex

★ 5

MCP server for Obsidian vaults — plugin-free search, memory, and full vault access for any AI agent.

🔥🔥🔥✓ VerifiedPaid serviceAdvanced setup

Dakera

★ 5

Self-hosted Rust-based MCP server for AI agent memory — persistent, queryable memory with hybrid search, knowledge graphs, built-in embeddings, and 14 core tools (expandable to 86+ with profile-based tiering).

🔥🔥🔥✓ VerifiedAccount requiredAdvanced setup

Vault Cortex

★ 5

MCP server for Obsidian vaults — search, memory, link graph, 23 tools, OAuth-protected.

🔥🔥🔥🔥✓ VerifiedPaid serviceAdvanced setup

Recall

★ 5

Open-source MCP memory server for AI coding agents — durable cross-session memory, per-agent namespaces, ChromaDB-backed, self-hosted.

🔥🔥🔥🔥✓ VerifiedFreeAdvanced setup

MCP Memory-mesh

★ 5

An MCP server that gives Claude Code persistent memory across sessions (open source, SQLite)

🔥🔥🔥✓ VerifiedFreeNeeds API keys

universal-memory

★ 4

A vendor-agnostic cognitive persistence layer for AI agents. Eliminate the "repetition tax" by transporting your context, preferences, and history across sessions. Features an auto-adaptation engine that syncs global instructions to ensure operational cohesion and optimize token usage across any LLM or multi-agent workflow.

🔥🔥FreeQuick setup