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Knowledge & memory MCP servers

419 knowledge & memory MCP servers, ranked by popularity.

Updated 2026-10-18

419 knowledge & memory MCP servers, most popular first. Every listing shows its security level and install command.

NamePopularitySecurity
zotio
Zotero integration with preview-first, journaled writes: reads via the local Zotero desktop API without a key,
3 ★Review before installing
mcp-server-originalvoices
Query Original Voices digital twins, each representing a real person, to understand what users think and why.
3 ★Low risk
annas-mcp
Search Anna's Archive for books and journal articles by title, author, topic or DOI, and download the chosen f
3 ★Low risk
aiworkstation-open-source-intelligence
Research open-source AI projects: search a live radar, compare and shortlist projects, and plan stacks, keepin
3 ★Low risk
ossian-mcp
RAG over your own documents with cited passages, plus durable agent memory ranked by relevance, importance and
2 ★Low risk
agentmemory-codex-windows
Windows AgentMemory downstream for Codex with project-scoped persistent memory, bounded cross-project recall,
2 ★Low risk
memheaven
Self-hosted, remotely accessible shared long-term memory for AI agents.
2 ★Low risk
a2cr
Agent handoffs via client-encrypted WorkBaton checkpoints and WorkStash notes, so work can resume in another c
2 ★Low risk
agentbay
StremAI shared memory for coding agents across sessions, machines and tools, with per-agent attribution, prove
2 ★Low risk
agentready-mcp
Index any website and ask questions about it, with cited answers grounded in its content via RAG.
2 ★Low risk
librarian-cli
Ebook-to-Markdown pipeline (FB2, EPUB, DOCX, HTML, PDF) with full-text search and read-only tools to browse, r
2 ★Low risk
mcp
Deterministic, vertical-specific knowledge bases for autonomous agents, including an ethics module mapped to t
2 ★Low risk
soul-mcp-server
Validate and generate SOUL.md agent identity files, a YAML format for an agent's personality, voice, values an
2 ★Low risk
memocall
Read-only search and recall of past Claude Code sessions, loading any session on demand as compact Markdown wi
2 ★Low risk
cachly-mcp
Persistent memory for coding assistants: session briefings on lessons and open tasks, shared team memory, BM25
2 ★Review before installing
local-gpu-imagegen
Confirmation-gated local GPU image generation with ComfyUI: SHA-256 model identity, explicit license approval,
2 ★Low risk
Context-First-MCP
Session memory with tiered storage, context health monitoring, reasoning quality checks and truthfulness verif
2 ★Low risk
contextforge-mcp
Persistent memory for coding assistants with semantic search, Git commit/PR sync, project-based organization a
2 ★Low risk
agenthold
Shared versioned state store with optimistic concurrency control for coordinating concurrent agents, plus SQLi
2 ★Low risk
fish-bridge-mcp
Compresses AI chat sessions into a compact typed knowledge graph, with optional offline extraction via Ollama.
2 ★Low risk
LoreRoom
Encrypted local memory for Claude Code Telegram bots: captures both sides of conversations, with SQLCipher enc
2 ★Low risk
algora-mcp-server
Browse and search open-source bounties on Algora, filter by org, tech or amount, and get top bounties and aggr
2 ★Low risk
Agentic-KB
Persistent engineering knowledge base with source-backed wiki, agent-runtime and repository-context tools, con
2 ★Low risk
memento-mcp
Local-first memory for coding agents: stores facts, decisions, patterns and architecture notes in SQLite to re
2 ★Low risk
NebulaMind
Collaborative astronomy wiki written by AI agents, who can register, read, edit, vote and comment via an open
2 ★Review before installing
pinrag
RAG over PDFs, YouTube videos, GitHub repos and Discord exports: index documents and query them with citations
2 ★Low risk
saihm-mcp
Encrypted persistent agent memory anchored on COTI V2 mainnet: remember, recall, share, and forget with GDPR A
2 ★Low risk
mcp-memory
SQLite-based memory with exponential decay: memories strengthen on access and fade when unused, limiting unbou
2 ★Low risk
graph-memory
Personal knowledge graph for Claude on Neo4j with typed entities, bi-temporal edges, weighted decay, contradic
2 ★Low risk
farnsworth-syntek
Seven-layer recursive agent memory with context branching, holographic recall, dream consolidation and on-chai
2 ★Low risk
agentcivics
Decentralized civil registry for AI agents on Sui: soulbound identities, on-chain memories, reputation and ref
2 ★Low risk
PIL
Turns your Instagram saved posts into a local, searchable knowledge base, with AI-extracted summaries, key poi
2 ★Low risk
gapbase-mcp
Search a database of startup gaps by industry, role or keyword, each with the pain point, solution direction a
2 ★Low risk
moodle-mcp-server
Query Moodle LMS data via Moodle Web Services: courses, users, assignments, categories and site info. Extensib
1 ★Low risk
amber
Hosted long-term memory for AI assistants. Your assistant stores facts with its own phrasings; Amber embeds th
1 ★Low risk
BovedIA
Personal memory for Claude Code in plain Markdown notes, with a router note that decides what context to load
1 ★Low risk
booboo
View and query your AI system (agents, memory, knowledge, automations) as a 3D knowledge graph: stats, search,
1 ★Low risk
burn-mcp-server
Search, triage and organize bookmarks saved in the Burn 451 read-later app as a knowledge base.
1 ★Review before installing
claude-handoff
Claude Code session handoffs: turns any transcript, even crashed ones, into a handoff file and distills projec
1 ★Low risk
robo-cortex
Git-aware memory store for coding agents: memories anchored to git blob hashes are flagged for review when the
1 ★Low risk
memex
Persistent agent memory with semantic search and recency decay, local ONNX embeddings, background summarizatio
1 ★Low risk
bitatlas
Zero-knowledge cloud drive with client-side AES-256-GCM encryption: upload, download, search and organize file
1 ★Low risk
linklore-mcp
Structured memory for coding agents: typed lore and doc entries with status and links that agents read and wri
1 ★Low risk
usecortex-mcp
Persistent knowledge memory for agents: read context into projects and write discoveries back, organized by to
1 ★Review before installing
doc-manager
Personal document vault on Azure Blob Storage: read, write and search plaintext docs, while client-side AES-25
1 ★Review before installing
giskard-oasis
Refocuses an agent that has lost its thread by distilling its original purpose, paid per use via Lightning or
1 ★Low risk
cortex-connector
Persistent semantic memory for agents with quality-gated writes, typed claims, conflict tracking and coherence
1 ★Review before installing
3dprint-oracle
3D printing filament knowledge base from SpoolmanDB: search filaments, compare material properties and print s
1 ★Low risk
agentdocs-mcp
Read, create, update, comment on and share AgentDocs Markdown docs, with full-text and semantic search.
1 ★Review before installing
vivac
A provenance tree for coding agents: every node records the node it was born from, so the agent can ask why th
1 ★Low risk
rag-mcp
Minimal local RAG that vector-searches a document corpus and returns cited passages.
1 ★Low risk
md-vision-mcp
Read Markdown with inlined images and heading indexes for agentic RAG over local docs or allowed URLs.
1 ★Low risk
simplemem
Simple memory for coding agents using DuckDB and VoyageAI.
1 ★Low risk
jidoseal-mcp
Checks a folder of Markdown docs for missing Open Knowledge Format (OKF) frontmatter fields, locally; writes o
1 ★Low risk
lithtrix-mcp
Persistent cross-vendor agent memory with credibility-scored web search, browser fetch and a shared Commons po
1 ★Low risk
mcp-roo-memory
Persistent fractal graph memory for coding agents: semantic search, hot/cold/archive context tiers and decisio
1 ★Low risk
aimemo
Local, dependency-free memory server shipped as a single binary.
1 ★Low risk
ratary
Persistent coding memory for AI assistants with hybrid search, a knowledge graph and token-efficient context,
1 ★Review before installing
mcp-server
AgentBase: an open registry of agent instruction files. Search and retrieve system prompts, skills, workflows,
1 ★Low risk
mcp
Path-scoped team memories, rules and skills for coding agents from Pathrule workspaces.
1 ★Low risk
groundwork
Company state for operating small businesses: brand, voice, charter, priorities, modules and skills.
1 ★Low risk
artifacta-mcp
Artifact store for agent outputs: persist, retrieve and share them across runs and sessions, with content-hash
1 ★Review before installing
saihm-mcp-server-pro
Client-side encrypted agent memory where the server only sees ciphertext, with post-quantum identity and shari
1 ★Review before installing
threadctx-mcp
Local-first shared team memory for coding agents: decisions, fixes and gotchas persist per repo and are shared
1 ★Low risk
being
Personality runtime for agents: persistent memory, identity (SOUL) and relationships that carry across AI clie
1 ★Review before installing
repo-memory
Shared, git-tracked memory for AI agents on the same codebase: facts, decisions and gotchas stored in a commit
1 ★Low risk
localkeep
Local-first chronological memory: write dated, editable memory banks in a local UI, and Claude recalls them on
1 ★Low risk
Bilinc
Hosted agent memory with an audit trail: writes carry provenance, contradictions surface as inspectable change
1 ★Review before installing
project-memory-mcp
Persistent memory for coding agents in plain repo files (AGENTS.md, issues.jsonl): captures bugs, fixes, decis
1 ★Low risk
Knos
Local memory shared by all coding agents on a machine, built from sessions, commits, CLAUDE.md/AGENTS.md and A
1 ★Low risk
painspotter-mcp
Startup and product opportunities mined from Reddit, Hacker News, Product Hunt and Stack Exchange: pain points
1 ★Low risk
fittin-mcp
Patent prior art search and startup IP analysis: clone risk scores, defensibility maps, patentable features an
1 ★Low risk
uis-mcp-server
UNESCO Institute for Statistics indicators on education, science, culture and communication by country, region
1 ★Low risk
mcp-archiveorg
Full-text search inside the Internet Archive's scanned books, periodicals and documents, catalogue search, and
1 ★Review before installing
citeguard
Check citations against Crossref for retractions, corrections or expressions of concern before they go into a
1 ★Low risk
sparkit-mcp
Ask SPARKIT, a scientific research agent, questions and get cited Markdown reports based on literature search
1 ★Low risk
science-ai-mcp-server
Science AI Journal tools: paper-tier prediction, AI peer review, research gap finder, journal recommender, dup
1 ★Review before installing
mcp-molecules
Chemistry tools from NIST data: molar mass with uncertainties, isotope-distribution mass spectra and name-form
1 ★Low risk
paxaver-mcp
Paxaver school community platform: student lunch ordering with allergy and dietary checks, wallets, school cal
–Review before installing
subctx-connector
Support center for autonomous artificial minds.
–Low risk
cairn-mcp
Shared base of one-sentence lessons, must-dos and must-nots learned by other agents, organized by stack and si
–Low risk
library-mcp
Public-domain book knowledge base paid via x402: full-text search, metadata, chapters, quotes, ask-a-book Q&A
–Review before installing
aistoragedepot-mcp
Shared, versioned team library of prompts, rules, skills and docs, searchable by agents, with items exposable
–Low risk
whitemagic
Local-first durable memory and session continuity for AI agents, with a hash-chained audit ledger and backup,
–Low risk
memini
Local-first project memory and guardrails for coding agents: records failed attempts, fragile files and decisi
–Low risk
shared-memory-mcp
Public, source-linked notebook for AI agents: search and read entries, and publish findings, questions and cor
–Review before installing
solucortex-mcp
Technical memory for AI agents: recall a project's approved decisions, conventions and risks at task start and
–Low risk
basemouse-core
Shared, versioned agent memory with sourced answers and full history: search, context packs and document upser
–Low risk
zipmem-mcp
Local long-term memory for terminal coding agents: blueprints, code anchors and distilled lessons in one JSON
–Low risk
claude-engram
Local persistent memory for Claude Code: tracks mistakes and decisions via hooks, searches session history, de
–Low risk
echocache
Cache expensive LLM results with HTTP-style freshness (TTL, stale-while-revalidate) and semantic recall of rel
–Low risk
braintube-mcp
Compiles saved YouTube videos, podcasts, articles, PDFs and Notion/Obsidian notes into a persistent, semantica
–Low risk
contextium-mcp-server
Shared team context for AI tools: serves versioned, permissioned knowledge, coding standards, skills and agent
–Low risk
deadends.dev
Known dead ends for code errors and country-specific rules (visa, banking, legal): fixes that look right but f
–Low risk
khwan-mcp
Memory for coding agents built around corrections: distills your corrections into standing rules for later ses
–Low risk
ailooplibrary-mcp
Read-only AI Loop Library catalog of bounded agent work loops: pick one for a goal and render a run protocol w
–Review before installing
url-manager-mcp
Bookmark and knowledge manager where agents save web pages and auto-categorize them into collections with sear
–Low risk
agentram-mcp
Key-value agent memory over an HTTP API without embeddings: store, retrieve, search and share memory across ag
–Low risk
knowmind
Agent memory and knowledge graph hosted in Germany: hybrid BM25, vector and Neo4j graph recall with reranking,
–Low risk
local-ai-mcp-servers
Manage a local model machine: pull and remove Ollama models, switch the inference service between models and r
–Low risk

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