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AI & ML MCP Servers

Memory, reasoning, RAG and ML tooling.

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1850 servers

Meminal

Memory for deep conversational context across any platform

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ClaudeCursorClineWindsurf

Taproot

Persistent memory layer for AI tools. Save and recall notes across Claude and other MCP clients.

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ClaudeCursorClineWindsurf

Meridian Skills

Routes AI tasks to dynamic LLM-generated skills via an orbital classifier.

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TypeScript
ClaudeCursorClineWindsurf

XFMS — Model Source

Pick the right LLM for any task. Ranked shortlist with rationale across 8 evaluators.

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ClaudeCursorClineWindsurf

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。

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ClaudeCursorClineWindsurfWarp

mwe-mcp — Memory Wiki Engine

Self-hosted multi-user memory for AI agents: a human-readable Markdown wiki with per-fragment ACL.

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ClaudeCursorClineWindsurf

Anamnese

A self-improving memory layer. Your memory, notes, tasks and goals, remembered everywhere.

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ClaudeCursorClineWindsurf

Elefante

Open, Git-native memory protocol for MCP agents. Portable, versioned, human-editable.

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TypeScript
ClaudeCursorClineWindsurf

github-twin

Personal RAG over your GitHub history (commits, code, reviews), served to Claude Code over MCP.

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Python
ClaudeCursorClineWindsurf

Deerdawn

AI session memory: the brief your AI reads before every session so no session starts cold.

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ClaudeCursorClineWindsurf

Vasperamemory

Persistent AI memory for coding assistants. 80+ tools for decisions, patterns, errors.

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ClaudeCursorClineWindsurf

Mcp

Turn any LLM into your lab assistant: search samples, track experiments, analyze data with AI.

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ClaudeCursorClineWindsurf

Collective Memory

MCP server for persistent, semantic memory across AI sessions

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TypeScript
ClaudeCursorClineWindsurf

Jade Note

MCP-native notes and memory for ChatGPT, Claude, and other AI tools.

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ClaudeCursorClineWindsurf

AitherOS ADK

Agent runtime with typed memory, knowledge and code graphs, plus file and web tools

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Python
ClaudeCursorClineWindsurfWarp

Mcp Memory

Persistent searchable memory for AI agents — save/get/search across sessions, tags.

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TypeScript
ClaudeCursorClineWindsurf

Hipocampo MCP

Bilingual dual memory with SSC for AI agents. Semantic search, embeddings, profiles.

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ClaudeCursorClineWindsurf

Opus 4.8 Agent

Authenticated async Opus 4.8 Agent agent with status polling and artifact results.

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ClaudeCursorClineWindsurf

Vector Mirror

Deterministic SVG perception for LLM agents — measures, never guesses. MCP server.

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TypeScript
ClaudeCursorClineWindsurf

Proxyllm

OpenAI-compatible LLM gateway: models, savings math, key provisioning, autonomous email-OTP signup

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ClaudeCursorClineWindsurf

Secenv

Centralized secrets manager MCP server. Generate .env files, rotate keys, sync to GitHub Actions.

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ClaudeCursorClineWindsurf

Arc

Local coordination hub for coding agents: durable shared memory, tasks, and handoffs. Desktop app.

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ClaudeCursorClineWindsurf

Skill Coverage Monitor

Walks every skill directory in skills/ and ~/.openclaw/skills/, validates each has SOUL.md (voice...

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ClaudeCursorClineWindsurf

Heirmos

Persistent memory shared across Claude, ChatGPT, Grok and other MCP clients.

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ClaudeCursorClineWindsurf