MCP Server Directory

mo-cmyk/mazarbul

Local-first memory for AI agents: entities, facts, relations and documents with semantic recall.

memcell-ai/mcp

Shared, persistent memory for AI agents: recall before acting, report outcomes to earn confidence.

Liyuan1992/memdsl

Review-gated declarative long-term memory with bounded read-only MCP access.

elViRafa/agentic-memory

File-first, local-first MCP memory for AI coding assistants: Markdown + YAML, no vector DB.

woshilaohei/mindcore-memory-mcp

AI long-term memory MCP server with importance scoring and confidence calibration

RohitDeshmukh-1/Mindtrail-MCP

Persistent, local-first memory for AI coding agents. Remember, recall and forget across sessions.

OmBansod2/nanomem

Memory that knows when a remembered fact has been replaced, not just when it was written.

ramdhavepreetam/NervaPack

Offline codebase knowledge graph: 91% token reduction vs naive RAG, plus cross-session agent memory.

AdelElo13/neurohive

Multi-agent memory intelligence with expertise tracking and conflict detection

NexTools-Solutions/nextool-mcp-glpi

MCP server for GLPI: tickets, ITIL, assets, knowledge base. GLPI 10/11. Not affiliated with Teclib'.

seynurmammad0v/obsidian-mcp

Turns Obsidian vaults into AI-queryable knowledge graphs with 12 tools

wd666430-rgb/open-agent-commons

Public broadcast and durable shared memory for AI systems and agents using signed Events.

konkomaji/opentoonz-mcp

Animate in OpenToonz from an AI assistant: native vector levels, xsheet timing, rigs and physics.

BK927/overwatch-aio

Overwatch 2 MCP for hero meta, public player stats, replays, patch notes, and OWCS Korea.

cnkang/qdrant-memory-mcp

Persistent scoped Qdrant memory for agents, through four explicit stdio MCP tools.

420247jake/session-forge

Persistent memory and session intelligence for AI coding assistants. Zero config.

shyn-labs/shyn

Local-first ambient memory for your Mac — pages, meetings, notes, encrypted on-device.

Jubstaaa/standup-mr

Standup notes from merge request state, with the failed job's error lines.

verbative/verbative-memory

On-device, self-organizing memory for AI coding agents — recalls the right facts into each prompt.

cognitivemyriad/mcp-verified-repo-memory

Stale-proof repository memory with citations + just-in-time verification + TTL (repo-scoped).

linxule/vox-mcp

Multi-model AI gateway — 10 providers including Cloudflare and Vercel, with conversation memory.

MatthewTracy/yagami

Open-source AI context firewall for governed model, retrieval, memory, and tool access.

A knowledge service for Germany's complex Energy Market Communications (MaKo) regulations.

memokar/brainy

Self-hosted shared brain for multiple agents: Git-versioned Markdown knowledge plus a task queue with atomic claims, per-space ACL, audit log and human approval, so Claude, ChatGPT and other agents can hand work to each other.

thyn-ai/telys-sdk

Official Telys MCP server — private, on-device memory & retrieval for AI assistants: 19 tools covering memory CRUD, semantic + on-device BM25 lexical search, single-key filtered queries, compaction/IVF/tuning maintenance, and a self-refreshing repo auto-indexer. Stdio; introspection needs no credentials; execution requires the one-time free telys login (device authorization). pipx install telys

soolaugust/0CompactMem

Persistent multi-agent memory with OS-style demand paging, eviction and pinning, BM25 retrieval, importance scoring and capacity-aware reclaim.

dfrancislyondflabc-tech/agentic-recall

Long-term memory over a folder of Markdown files: local hybrid retrieval (BM25F, dense vectors, phrase proximity) that reports when an answer is absent.

Look up a shared cache of past answers to programming questions.

SAP AI & analytics market data: consulting firms, day-rate bands, job radar and news, each record citable.

teolex2020/AuraSDK

Persistent, encrypted cognitive memory that works offline.

Tested step-by-step playbooks for AI agents: search, follow and report outcomes. Free.

20alexl/claude-engram

Local persistent memory for Claude Code: tracks mistakes and decisions via hooks, searches session history, detects loops and warns before edits.

Fetches FinOps reference guides and waste-pattern runbooks on cloud and AI cost management; no account needed.

Wear anyone's AI working rules by GitHub username: returns their hat.md and a hat code proving it was read.

Remembers your writing project across chats: story bible, characters, timeline and continuity checks.

TT-Wang/cortex-plugin

Claude Code memory plugin that mines past sessions for decisions, conventions and bug fixes, stores them in an Obsidian vault and briefs new sessions.

Persistent memory for AI agents: keyed facts, a wake bundle each session, one memory across every model.

hubinoretros/deep-thinker

Reasoning via a DAG thought graph with multiple strategies (dialectic, analogical, abductive and more), stuck detection, confidence scoring and self-critique.

Elevation, vegetation, flood, fire and air-quality facts for any place, each with a signed receipt.

Search a catalog of practical AI books, read free chapters, and check a claim against the source behind it.

andyliszewski/grounding-ai

Local searchable index of PDFs, EPUBs and Word documents for grounded answers with page and section citations.

Search signed scientific claims, methods, provenance, contradictions, retractions, and admission receipts.

whynowlab/jarvis-orb

Four-tier memory (episodic, semantic, project, procedural) with temporal scoring, contradiction detection, entity tracking and a desktop visualization orb.

cryptosquanch/legends-mcp

Chat with AI personas of famous founders and investors such as Elon Musk, Warren Buffett and Steve Jobs, based on their voices, frameworks and principles.

setheerwagen/local-ai-mcp-servers/mcp-modelmanager

Manage a local model machine: pull and remove Ollama models, switch the inference service between models and run LoRA fine-tuning jobs.

Krzysztof318/MailFathom

Self-hosted email search: syncs IMAP mailboxes into PostgreSQL to list, search and read mail and ask cited questions across the archive.

Search, save and set reminders in your library of saved links, posts and notes; sign in to unlock all tools.

dmayboroda/minima

Local RAG (on-premises) with MCP server.