866 servers in Knowledge, Memory & RAG
Mitos
dovahkiin-v/mitos
Architectural decision memory for LLM-native workflows — markdown for humans, a graph for agents.
Nexus Memory
KairosMobius/nexus-memory-mcp
Persistent semantic memory for AI agents with knowledge graphs and Intelligence Packs.
okl
emeraldleaf/okl
Verified memory for coding agents: briefed before each task, proven by checks, gated on change.
On Board
swisspra/On_Board
Cross-platform shared memory and ticket coordination for AI agents across MCP clients.
OpenOCD Debugger
microhenrio/openocd-mcp
Debug microcontrollers via OpenOCD: flash, breakpoints, memory, registers and variables.
Release to Tasks
apomt/release-to-tasks-mcp
Convert public release-note URLs into ordered, source-cited upgrade tasks.
SUBSTRATE
PKaldone/substrate-mcp
Persistent AI entity framework with causal memory, emotional state, and identity.
Swiss Truth
swisstruthorg/swiss-truth-mcp
Verified knowledge base for AI agents — stop hallucinations with certified facts.
TokenKnows
johnnywuj81/tokenknows
Distill AI coding sessions into weekly reports, ADRs and a knowledge graph - self-hosted
Weasley DeepMind
potatohoney-p/weasley-deepmind
Secure, fragment-based long-term memory for MCP-compatible AI agents.
Routine
routineco/mcp-server
MCP server to interact with Routine: calendars, tasks, notes, etc.
Agentic KB
jaydubya818/Agentic-KB
Persistent engineering knowledge base with source-backed wiki, agent-runtime and repository-context tools, contradiction and staleness checks, and PIN-gated private scopes and writes.
Geond Agent Protocol
geondongkim/geond-agent-protocol
Local-first shared memory and coordination for coding agents on PostgreSQL/pgvector: repository evidence, reservations, handoffs and code graph context.
Personal Understanding
caix84476-netizen/personal-understanding
Verbatim-first personal memory: hashed word-for-word messages, records linked to their source quotes, anti-fabrication validators and an audit dashboard.
pr Genius
zsxh1990/pr-genius
Pull request contribution advisor based on case studies from real repos: merge probability analysis, pattern matching and contribution strategy.
Shadowgraph
LiLara-AI/shadowgraph
Local-first decision memory for AI agents: stores choices, rejected alternatives and reasons, failed attempts, outcomes, provenance and review conditions.
Brewers Almanack
gregario/brewers-almanack
Brewing knowledge: BJCP 2021 beer styles, hop varieties, malts, yeasts, water profiles, off-flavour diagnosis, recipe suggestions and food pairings.
Chamber
abm9111/chamber
Checks a claim's numbers, capitalised names and file names against the cited note, with no model; recorded claims are hash-pinned so chamber verify flags source drift.
Evc Team Relay
entire-vc/evc-team-relay-mcp
Read and write notes in your Obsidian vault.
Facthouse
gordonkjlee/facthouse
Local memory engine for AI tools, stored in a SQLite file you own.
OpenReflex
vishnu-77/openreflex
Local execution memory for coding agents: injects what worked and known fixes before similar tasks and advises whether to continue, pivot or stop.
al Buddy Memory
flytomoon/al-buddy-memory
Governed local memory for AI agents: facts are retired, not overwritten, and every call is audited.
Ariadne
mclaut/ariadne
Local-first agent memory with verified backup rotation and explicit project isolation.
Astria
Nodesify/astria
Turn any codebase into a queryable knowledge graph — offline-first, zero API keys.
Builderforce Memory
SeanHogg/builderforce-memory
Token-saving persistent memory for AI agents: recall durable facts instead of re-reading files.
CogZ
balaianu/CogZ
Local-first engineering cognition for AI coding agents — persistent memory over your codebase.
Darwin RAG
Brightdotdev/DARWIN
Local-first RAG engine with MCP server for AI agent integration.
FastMCP server for surgical queries against a vault knowledge graph (NetworkX no
adelaidasofia/graph-query-mcp
FastMCP server for surgical queries against a vault knowledge graph (NetworkX node-link JSON).…
Firekeep
kapella-hub/FirekeepHQ
Self-hosted operating layer for AI agents: knowledge, continuity, coordination, and governance.
gosidian
daniele-chiappa/gosidian
Self-hosted Obsidian-compatible markdown vault with a web UI and a 71-tool MCP server for AI agents
GraphyLoop
chadixearth/graphyloop
Workflow planner, wave dispatcher, persistent swarm memory, and deploy preflight for AI agents.
Hindsight MemPalace
holetron/hindsight-mempalace
Self-hosted long-term memory for AI agents over MCP — hierarchical recall backed by pgvector
Kemory
SeKondBrainAILabs/kemory-cli
Persistent memory for AI agents: connects MCP clients to your Kemory memory vault
Make0 Brain
make0-official/brain-oss
One shared, versioned memory for Claude Code, Cursor, Codex and every MCP agent. Local and offline.
Marrow
aryawidjaja/marrow
Shared memory for parallel AI coding agents. Local, free, with rooms and file claims.
Mnemolith
anishchugh05/mnemolith
Shared local memory for AI coding tools that stays true to your code.
Nahuali
Arakiss/nahuali
Trust-aware agent memory with evidence-backed recall, self-inspection, and audit history.
Norn
samad001z/Norn
Local-first, persistent memory for AI coding agents — remember, recall, forget, and list, over MCP.
phpgraph
hbenabdallah/phpgraph
Knowledge graph of a PHP codebase by static analysis: calls, routes, buses, layers, impact
Pipe (SPR)
MachuraHarry/pipe
AI-native runtime with built-in MCP server. 232 builtins, AI pipelines, RAG, single ~8 MB binary.
SMRITI Memory
smriti-memcore/smriti-memcore
Neuro-inspired long-term memory for AI agents with semantic graph and consolidation.
SoulSketch
bytewizard42i/soulSketch
Portable, user-owned AI memory packs: read, validate, fingerprint, diff, and observe
specmate
Alele496/bsv-specmate
BSV coding knowledge engine for AI agents — pre-compile traps and post-compile diagnosis.
Sprintra
Sprintra-io/sprintra-mcp
The project brain for AI coding agents — memory, decisions, sprints, knowledge base via MCP.
Talamus
ampres-ai/talamus
Local-first, source-grounded memory that survives AI agent sessions.
Vlk MemAct
aranajhonny/vlk
Stateful memory for AI agents. Temporal awareness, error loop detection, and preventive constraints.
CliDeck
SmartRoot7/clideck-mcp
Free verified network knowledge for AI agents: deterministic answers, honest unknowns.
Agentmemory Codex Windows
M-T-D-N/agentmemory-codex-windows
Windows AgentMemory downstream for Codex with project-scoped persistent memory, bounded cross-project recall, and an authenticated loopback MCP service; prebuilt Windows releases are available as an unsigned Technical Preview.