MCP Servers
Model Context Protocol servers that connect Claude to tools, APIs, and data.
What are you trying to do?
dbgprobe-mcp-server
Let AI agents interact with debug probes — connect, flash, read/write memory, and reset.
Lex
Episodic memory and architectural policy for AI agents. Frames, Atlas, and Policy.
memsprout
shared AI-context layer for teams — persistent memory your agents search and update over MCP
gitmem
Persistent institutional memory for AI coding agents. Memory that compounds.
mcp-memory-rs
Local-first agent memory: versioned JSON categories, BM25 search, per-device ACL, fleet sync.
WinstonRedGuard MCP Server
WinstonRedGuard monorepo bridge for MCP agents: governance, pipelines, memory, OSINT tools.
limpet
Persistent engineering memory for AI coding agents. Survives refactors, knows when it is stale.
Arca
Arca is a private data vault where your AI stores your structured data, semantic memory and skills.
Runlog
Verified registry of third-party-system knowledge — the external-dependency layer for agent memory.
claude-find
Pull Deep Memory from across your Claude Code Sessions — when you need it.
Inite Brain
Open-source bitemporal memory layer for LLM agents — knowledge graph with conflict resolution.
tokenmaxxen-mcp
Collective episodic memory for AI coding agents — search, deposit, comment, showcase builds.
nexus-memory-mcp
Persistent semantic memory for AI agents with knowledge graphs and Intelligence Packs.
memograph
Graph-based memory system for LLMs with knowledge graphs and semantic search.
Safe-Check (recall + counterfeit)
Is it recalled or fake? Recall lookup vs live US gov feeds + transparent counterfeit risk signal.
Talamus
Local-first, source-grounded memory that survives AI agent sessions.
Norn
Local-first, persistent memory for AI coding agents — remember, recall, forget, and list, over MCP.
kernal-mcp
Graph-native memory for AI agents: a knowledge graph built from conversation, via MCP.
engram-cc
Universal AI coding assistant memory — session handoff, SLM compression, and semantic retrieval.
unerr
Operational memory for AI agents: code graph, session memory & guardrails. No context rot.
memory-mcp-lite
A lightweight, structured, token-efficient local-first MCP memory server
cozo-memory
Local-first memory system for AI agents with hybrid search and graph reasoning
Mindswap
Local-first AI context and memory server for cross-tool coding continuity.
yantrikdb-mcp
Cognitive memory for AI agents — semantic memory, knowledge graph, and adaptive recall