MCP Servers
Model Context Protocol servers that connect Claude to tools, APIs, and data.
What are you trying to do?
state-trace
Bounded working memory for coding agents — typed nodes, current-vs-stale state, MCP-mountable.
Attestor
Self-hosted memory for agent teams. Bi-temporal replay, deterministic retrieval, audit log.
flakiness-knowledge-graph-mcp
MCP server + Playwright reporter that builds a flakiness knowledge graph from test run history
context-keeper
Durable project-memory MCP: decisions, constraints, and pipelines across Claude sessions.
Selvedge
Long-term memory for AI-coded codebases — agents log the why behind every change and read it back.
DoneThat
Privacy-first work tracking with summaries, reports, coaching, and AI-ready long-term memory.
cosmos-mcp
Personal knowledge graph every MCP client reads from and writes to. Portable across agents.
0Latency Memory
Persistent memory layer for AI agents. Sub-100ms recall, semantic search, knowledge graphs.
Session Forge
Persistent memory and session intelligence for AI coding assistants. Zero config.
misakanet
Agent failure memory network. Search 235+ verified debugging lessons from real engineering sessions.
StremAI
StremAI MCP: shared memory for AI coding agents. Connected agents can recall. OAuth + local stdio.
agent-memory
Persistent, agent-owned memory with encrypted storage and shared knowledge commons.
twiceshy
Experience memory for coding agents: validated traps, fixes and dead-ends at decision time.
nativ
AI-powered localization — translate, manage translation memory, and access style guides.
MemoraEU
Zero-knowledge persistent memory layer for AI agents. Encrypted client-side, hosted in France.
rnv-color-mcp
A complete color workflow over MCP: mix, convert, harmonize, measure, and remember palettes.
premium-data-mcp-server
Federal contracts, FDA recalls, business registrations, Amazon products — B2B intel.
hypermnesia-mcp
Scientifically-grounded persistent memory for Claude — local-first, hybrid retrieval, 72 references.
MCP OpenClaw Extensions
138-tool MCP server for AI agent firms: security, A2A, Hebbian memory, fleet mgmt
in-memoria
Persistent codebase intelligence that gives AI assistants memory across sessions
CheckMyVIN
Decode any VIN and check open NHTSA safety recalls. Free official US government data, no auth.
memory-journal-mcp
Developer journal with knowledge graphs, relationships, Git context, and semantic search
nhtsa-vehicle-safety-mcp-server
Decode VINs, search recalls, complaints, crash ratings, and investigations.
ace-context-mcp
Local-first memory for AI chats: save context in one chat, load it in any other via MCP.