Knowledge and memory MCP sunucuları

com.brainiall

Persistent semantic memory storage, associative recall, and recent memory index by namespace.

Haki

io.github.GetHaki

Long-term memory for AI agents: bitemporal fact ledger, contradiction detection, explainability.

MCP Memory

Yerelknowledge-memorydatabases

io.github.GermaniU

Local persistent memory for AI agents: SQLite + FTS5 (BM25) lexical search, zero external infra.

Memory Bridge

xyz.memorybridgeai

One memory for all your AI tools: Claude, ChatGPT, Cursor and any MCP client share the same notes.

SlashML (/ Ml) Embodied Robotics Trajectory Memory

ai.slashml

Sub-millisecond 7-DoF trajectory episode memory and kinematic safety gates for robotics.

Agent Memory

io.github.theprodsde

Persistent agent memory with a decision layer: replay, restore, verify, or none — explainable.

HelpCrunch MCP By Usefulapi

io.usefulapi

Manage HelpCrunch chats, customers, agents and knowledge-base articles.

Yereldevopsdeveloper-tools

@runpod/plugin Knowledge

GitHub Actions

The Runpod plugin's skills, reference docs, golden paths and concept graph as one JSON bundle, for programs such as the Runpod MCP server

@lensmcp/memory Tracker

davidmantoon

LensMCP container/memory mutation tracking (Map/Set/Array instrumentation).

Engram

Yereldeveloper-toolsknowledge-memory

io.github.devinmlowe

Cognitive memory for coding agents: hybrid recall, remember/forget, knowledge graph, nightly dreams.

Memory MCP Lite

io.github.thuupx

A lightweight, structured, token-efficient local-first MCP memory server

Tdai Memory

Yereldatabasesdeveloper-tools

io.github.tinhien11

Local-first MCP memory server for coding agents. No API key, no cloud. SQLite + FTS5 + sqlite-vec.

Open Context Mode

zademy

OpenCode plugin + MCP server that saves 98% of your context window. Sandboxed code execution, FTS5 knowledge base, and intent-driven search.

Tribal

Yereldatabasesknowledge-memory

io.github.tribal-memory

Self-hosted semantic memory over MCP for an engineering team's tacit knowledge. Needs Postgres.

Audio & Video To Text (SRT, VTT, RAG Chunks)

io.github.BrunenJere

Transcribes audio and video files to text, SRT, VTT and timestamped chunks for RAG.

@plur Ai/mcp

plur9

PLUR MCP server — persistent memory tools for any AI agent

MFlow

Uzakdeveloper-toolsknowledge-memory

io.m-flow

Shared task board and knowledge base for AI coding agents

Maindex Expert Memory Service

io.maindex

Team-shared memory MCP: 15 tools, search, links, collections, bulk ops, Teams workspaces.

Maindex Smart Memory Service

io.maindex

Simple agent memory MCP: keep, recall, update, forget; shared team graph on Maindex.

Mapleai

io.github.veenrek

Pay-per-request GPT chat, embeddings, agents and prepaid keys with local x402 USDC signing

VerifiedState Memory

io.github.verifiedstate

Verified memory for AI agents. Signed assertions, billing attestation, session continuity.

GrayMatter

Yerelanalytics-monitoringknowledge-memory

io.github.angelnicolasc

Persistent agent memory as a single Go binary: knowledge graph, TUI observability, zero infra.

Flakiness Knowledge Graph

Yerelknowledge-memorybrowser-automation

io.github.vola-trebla

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

Memforge Memory

io.github.volsier

Team engineering memory for AI coding assistants. 47 MCP tools, pgvector semantic search.

Vortex Notes

Yerelknowledge-memoryproductivity

io.github.vortex-303

E2E-encrypted markdown notes as shared memory for you and your agents, with local semantic search.

Repofind

io.github.CloudCorpRecords

Local codebase search for agents: hybrid keyword/semantic search, locate, expand, related code.

Yereldeveloper-toolsknowledge-memory

Dijin Memory

co.dijin

Dijin is a Memory Layer: recall notes, decisions, and evidence-backed answers across every AI.

Butlerbrain

ai.butlerbrain

Persistent memory for AI assistants. Save once; recall from Claude, ChatGPT, or any MCP client.

Kireo

io.github.wang1051992187

Long-term memory for Claude Code, Cursor and any MCP client, with a searchable web dashboard.

GabrielaHdzMicrosoft

io.github.GabrielaHdzMicrosoft

An MCP server that provides visual memory and context storage with knowledge graph capabilities

Nexo

io.github.wazionapps

Cognitive memory for AI agents. Atkinson-Shiffrin, RAG, knowledge graph. 100+ tools.

ContextLib

io.github.willykeenan

A project's long-term memory as plain Markdown files, with an append-only, tamper-evident log.

Orma Memory

io.github.wizardwithcodehazard

Episode-first, zero-latency long-term memory for local LLMs and AI coding assistants.

Claude Master Toolkit

loviver

Operation layer for Claude Code: local dashboard, cost telemetry, context-guardian hooks, persistent memory (Pandorica), model router, MCP server, and a tree-sitter symbol index — all offline.

Embeddings, Rerank & Speech To Text (Tanod)

Uzakknowledge-memoryspeech

dev.tanod

Speech denoise, transcripts (SRT/VTT), embeddings, reranking, entities and translation.

Mwe MCP — Memory Wiki Engine