AI & ML MCP Servers
Memory, reasoning, RAG and ML tooling.
1850 servers
Meminal
Memory for deep conversational context across any platform
Taproot
Persistent memory layer for AI tools. Save and recall notes across Claude and other MCP clients.
Meridian Skills
Routes AI tasks to dynamic LLM-generated skills via an orbital classifier.
XFMS — Model Source
Pick the right LLM for any task. Ranked shortlist with rationale across 8 evaluators.
Gft
Bring your GFT (Git for Thought) white-box thinking map to any AI agent. 把你的思维脉络接给任何 agent。
mwe-mcp — Memory Wiki Engine
Self-hosted multi-user memory for AI agents: a human-readable Markdown wiki with per-fragment ACL.
Anamnese
A self-improving memory layer. Your memory, notes, tasks and goals, remembered everywhere.
Elefante
Open, Git-native memory protocol for MCP agents. Portable, versioned, human-editable.
github-twin
Personal RAG over your GitHub history (commits, code, reviews), served to Claude Code over MCP.
Deerdawn
AI session memory: the brief your AI reads before every session so no session starts cold.
Vasperamemory
Persistent AI memory for coding assistants. 80+ tools for decisions, patterns, errors.
Mcp
Turn any LLM into your lab assistant: search samples, track experiments, analyze data with AI.
Collective Memory
MCP server for persistent, semantic memory across AI sessions
Jade Note
MCP-native notes and memory for ChatGPT, Claude, and other AI tools.
AitherOS ADK
Agent runtime with typed memory, knowledge and code graphs, plus file and web tools
Mcp Memory
Persistent searchable memory for AI agents — save/get/search across sessions, tags.
Hipocampo MCP
Bilingual dual memory with SSC for AI agents. Semantic search, embeddings, profiles.
Opus 4.8 Agent
Authenticated async Opus 4.8 Agent agent with status polling and artifact results.
Vector Mirror
Deterministic SVG perception for LLM agents — measures, never guesses. MCP server.
Proxyllm
OpenAI-compatible LLM gateway: models, savings math, key provisioning, autonomous email-OTP signup
Secenv
Centralized secrets manager MCP server. Generate .env files, rotate keys, sync to GitHub Actions.
Arc
Local coordination hub for coding agents: durable shared memory, tasks, and handoffs. Desktop app.
Skill Coverage Monitor
Walks every skill directory in skills/ and ~/.openclaw/skills/, validates each has SOUL.md (voice...
Heirmos
Persistent memory shared across Claude, ChatGPT, Grok and other MCP clients.