866 servers in Knowledge, Memory & RAG
skillmem
liza-studio/skillmem
Self-improving skill memory for coding agents: useful skills are reinforced, unused ones fade; local English/Russian hybrid search, tamper-evident history.
Bluet
dev.bluet/bluet
Product memory your agents read before they work: briefs, plan checks against decisions, debriefs.
Callosium
callosium/callosium
One shared memory for every AI you use, in plain Markdown files you own.
DevTime
Shakargy/devtime
Local-first, read-only MCP server for evidence-backed repository memory.
MindForge
sairam0424/MindForge
Read the MindForge engine over MCP: knowledge graph, project health, and audit log.
CodeCortex
rushikeshmore/CodeCortex
Persistent codebase knowledge for coding agents: symbols, dependency graphs, co-change patterns and architectural decisions extracted with tree-sitter.
Genome
NORTHTEKDevs/genome
Local persistent agent memory without LLM calls: semantic recall over SQLite with bi-temporal fact tracking.
Tribal
tribal-memory/tribal
Self-hosted semantic memory for an engineering team's tribal knowledge: the decisions and reasoning behind the code, queryable by the team and its agents.
Memory Arbiter
billy12151/memory-arbiter-mcp
Local memory middleware: targeted retrieval instead of full-memory loading, rule-based conflict arbitration and one SQLite store shared across coding agents.
Conventions
FedgeNo/conventions-mcp
Memory for coding conventions and standing instructions that persists across sessions.
Dbgprobe
es617/dbgprobe-mcp-server
Let AI agents interact with debug probes — connect, flash, read/write memory, and reset.
Figma Vector
workingmodel/wm-figma-vector-mcp
Let Claude create and edit fully editable vector nodes on the Figma canvas.
Hivemind
hiveforge-sh/hivemind
MCP server for Obsidian vaults - AI tools with consistent canonical context. Local-first.
Lore
agentkitai/lore
Cross-agent memory over MCP: hybrid recall, knowledge graph, private/shared visibility, redaction.
Memory
chenxiaofie/memory-mcp
情景+实体记忆 MCP 服务,为 Claude Code 提供持久化记忆能力
Memorykit
rapozoantonio/memorykit
Cognitive memory for AI coding assistants — persistent memory across sessions
Sticky
1picassoai/sticky
Persistent memory and context for your agent, on a board you can see. Capped, so it stays small.
Mnemostack
udjin-labs/mnemostack
Self-hosted hybrid agent memory on Qdrant combining vector search, BM25, temporal retrieval and an optional Memgraph knowledge graph via rank fusion.
Sessionmem
catfish-1234/sessionmem
Local memory for coding assistants: watches sessions and injects a compact summary at the start of each new one, stored in a SQLite file.
Engram
HBarefoot/engram
Offline persistent agent memory on SQLite with local embeddings, hybrid semantic and full-text recall, secret detection and contradiction handling.
Agentskb
Cranot/agentskb-mcp
Researched knowledge for AI agents. Canonical answers from official sources.
Aletheia
mohamed-ashraf-elsaed/aletheia-mem
A free, local memory and rules hub for Claude Code and other AI coding tools, served over MCP.
Dakera
Dakera-AI/dakera-mcp
Agent memory engine — 106 MCP tools, self-hosted, single Rust binary
Edition API
hiroshic9-png/edition-api
Japan business regulations, compliance, travel, protocols, memory — 10 knowledge domains, 23 tools.
Growmos
codician-team/growmos
Living knowledge graph for your repo: query with citations, remember/link facts, fact-check claims.
Memory Lite
thuupx/memory-mcp-lite
A lightweight, structured, token-efficient local-first MCP memory server
Mindpm
umitkavala/mindpm
Project memory and a control plane for AI coding agents.
nMEMORY
menot-you/n-memory
Memory your agent can trust — every answer carries its source; when it doesn't know, it says so.
Supernote
ridget/supernote-mcp
Capture the screen, read/render notes, and upload files on a Ratta Supernote from an AI agent.
Turbo Quant Memory
Lexus2016/turbo_quant_memory
Local-first memory and knowledge graph for coding agents. Compact retrieval, no network.
Agent Memory
g1itchbot8888-del/agent-memory
Three-layer agent memory (identity, active, archive) with semantic search, graph relationships and conflict detection.
Synapse
anshulyadav1976/synapse
Zero-runtime-dependency Markdown memory vault with SQLite search, linked wiki pages, ChatGPT/Claude imports, and human-approved agent note proposals.
Agent Memory OS
yamantaka520/Agent-Memory-OS
Local-first memory for AI agent teams: private, team and project access control, associative recall and federated sync with revocation, plus a web console.
Crbro Memory
Octonove/crbro-memory
Persistent agent memory in local JSON files: neuron/synapse graph with heat scoring, fact-level search, corrections, secret redaction and team sharing via Git.
inspeximus
DanceNitra/inspeximus
Agent memory with a correction channel: supersede or revert stale facts, block restated old values, and prove deletions with signed tombstones.
CodeCortex Context Engine
BehnamJalaliCo/CodeCortex
Context intelligence for AI coding agents: navigation, impact, memory, guarded edits.
Color Engine
aimsise/color-engine-mcp
Six pure, in-memory CSS color tools: parse, convert, WCAG/APCA contrast, gamut map, ramps, solver
Covate
SunflowersLwtech/covate
Learning sidebar for AI coding assistants: quizzes on your changes, debug memory, term explanations
DataGraph
io.github.team-earth/datagraph
Urban intelligence knowledge graph. Structured locality data for civic problem-solving.
Obelisk
zachhannum/obelisk
Comment on a passage of an Obsidian note, and propose suggested edits.
Stickies
dumbspacecookie/stickies
Persistent, expiring, importance-graded sticky notes for Claude Code.
Strata
agenerationforwordz-tech/strata
Self-hosted AI memory server. Persistent memory on your hardware, not the cloud.
Blue Synergy Cortex
novotapeter-bs/bs_cortex
Long-term, drift-free cognitive memory engine for AI Agents and Cursor IDE.
Acheron
timmx7/acheron-mcp-server
Persistent memory shared across Claude Chat, Code and Cowork, stored in local SQLite with full-text search.
Adhd Hub
uniskela/adhd-hub
Self-hosted project-continuity hub for coding agents: tracks unfinished work, progress, overlap and reminders across clients.
Agent Memory Bridge
zzhang82/Agent-Memory-Bridge
Local-first memory for coding agents that turns coding sessions into reusable engineering memory: decisions, gotchas and domain knowledge.
Context Memory
ErebusEnigma/context-memory
Persistent, searchable context storage across Claude Code sessions using SQLite FTS5, with AI session summaries, checkpoint recovery and a web dashboard.
Gingugu
gingugu/gingugu
Local SQLite memory for coding assistants: typed memories with confidence lifecycle, namespaces, knowledge graph, hybrid search and keychain credential vault.