# MCP servers for AI and ML MCP servers for AI and ML: what each one does, an install command and example prompts. 132 cards · page 3 of 4 - HTML: https://affpapa.org/en/nevibecode/mcp/topic/ai-ml?page=3 - Instructions for agents: https://affpapa.org/en/nevibecode/agents.md - [rubber-duck](https://affpapa.org/en/nevibecode/mcp/rubber-duck.md) — MCP server · nesquikm · Claude Code, Codex, Cursor · ★ 180 — MCP server connecting your editor to multiple external models and CLI assistants for debates, consensus voting, and code reviews. - [Mneme Memory](https://affpapa.org/en/nevibecode/mcp/mneme-memory.md) — MCP server · slow-stack · Claude Code, Codex, Cursor · ★ 177 — Saves developer context and habits across sessions using a local SQLite store. - [Glean Remote MCP Server](https://affpapa.org/en/nevibecode/mcp/glean-remote-mcp-server.md) — MCP server · gleanwork · Claude Code, Codex, Cursor · ★ 166 — Connect an MCP client to your organization’s Glean knowledge. - [OpenFate Bazi MCP](https://affpapa.org/en/nevibecode/mcp/openfate-bazi-mcp.md) — MCP server · openfate-ai · Claude Code, Codex, Cursor · ★ 160 — An MCP server for Bazi chart calculations, True Solar Time, and branch interactions. - [OMEGA Memory](https://affpapa.org/en/nevibecode/mcp/omega-memory.md) — MCP server · omega-memory · Claude Code, Codex, Cursor · ★ 224 — Local cross-model storage that preserves project decisions, patterns, and context across agent sessions without sending data to cloud services. - [prism-coder](https://affpapa.org/en/nevibecode/mcp/prism-coder.md) — MCP server · dcostenco · Claude Code, Codex, Cursor · ★ 156 — An MCP server that gives coding agents memory across restarts and routes part of the work to local models. - [ContextLattice](https://affpapa.org/en/nevibecode/mcp/contextlattice.md) — MCP server · sheawinkler · Claude Code, Codex, Cursor · ★ 156 — A local-first memory and context layer for AI agents that preserves project state, retrieves relevant evidence, and resumes work across sessions. - [pdf-mcp](https://affpapa.org/en/nevibecode/mcp/pdf-mcp.md) — MCP server · jztan · Claude Code, Codex, Cursor · ★ 155 — Gives your agent access to one PDF or a whole folder: hybrid search, reading only the pages that matter, tables and OCR. - [Scumble](https://affpapa.org/en/nevibecode/mcp/scumble.md) — MCP server · DenRakEiw · Claude Code, Codex, Cursor · ★ 150 — Connects AI coding assistants to the Scumble layered image editor via 116 MCP tools. - [Logic Pro MCP](https://affpapa.org/en/nevibecode/mcp/logic-pro-mcp.md) — MCP server · MongLong0214 · Claude Code, Codex, Cursor · ★ 148 — A local MCP server that lets an agent add tracks, write MIDI, drive transport and mixer in Logic Pro, then read the project back to check the result. - [NotebookLM MCP](https://affpapa.org/en/nevibecode/mcp/notebooklm-mcp.md) — MCP server · roomi-fields · Claude Code, Codex, Cursor · ★ 207 — An MCP server that puts Google NotebookLM in your agent's hands: grounded Q&A with citations, audio and video generation, and more. - [Gearcoleco MCP Server](https://affpapa.org/en/nevibecode/mcp/gearcoleco-mcp-server.md) — MCP server · drhelius · Claude Code, Codex, Cursor · ★ 143 — This MCP server connects Gearcoleco to AI coding agents for emulator debugging, execution control, and memory inspection. - [ClipmivoAI](https://affpapa.org/en/nevibecode/mcp/clipmivoai.md) — MCP server · BarneyD66 · Claude Code, Codex, Cursor · ★ 142 — A local MCP server for ClipmivoAI that lets your agent find video models, price a job in credits, run it and pull down the result. - [SuperCompress](https://affpapa.org/en/nevibecode/mcp/supercompress.md) — MCP server · Supercompress · Claude Code, Codex, Cursor · ★ 137 — SuperCompress trims context against the agent’s question before it reaches the model. - [FHIR MCP Server](https://affpapa.org/en/nevibecode/mcp/fhir-mcp-server.md) — MCP server · wso2 · Claude Code, Codex, Cursor · ★ 136 — Connect an AI coding client to a FHIR API to search and retrieve clinical data. - [freellmpool](https://affpapa.org/en/nevibecode/mcp/freellmpool.md) — MCP server · 0xzr · Claude Code, Codex, Cursor · ★ 134 — Aggregates free and keyless LLM routes into an OpenAI-compatible gateway with automatic fallback. - [openInvest](https://affpapa.org/en/nevibecode/mcp/openinvest.md) — MCP server · longsizhuo · Claude Code, Codex, Cursor · ★ 133 — openInvest gives AI agents an investment committee, portfolio ledger, and traceable decision records. - [build123d MCP](https://affpapa.org/en/nevibecode/mcp/build123d-mcp.md) — MCP server · pzfreo · Claude Code, Codex, Cursor · ★ 130 — Connects build123d CAD tools to an AI assistant for modeling, geometry checks, and file export. - [plur](https://affpapa.org/en/nevibecode/mcp/plur.md) — MCP server · plur-ai · Claude Code, Codex, Cursor · ★ 308 — Local storage engine for AI agents that keeps project rules, preferences, and architecture decisions in plain YAML files across tools. - [lm](https://affpapa.org/en/nevibecode/mcp/lm.md) — MCP server · houtini-ai · Claude Code, Codex, Cursor · ★ 121 — This MCP server routes selected coding tasks to a local or hosted model through an OpenAI-compatible endpoint. - [neural-memory](https://affpapa.org/en/nevibecode/mcp/neural-memory.md) — MCP server · nhadaututtheky · Claude Code, Codex, Cursor · ★ 242 — This MCP server keeps agent memories between sessions and retrieves related facts through a graph. - [Parrot](https://affpapa.org/en/nevibecode/mcp/parrot.md) — MCP server · turantekin · Claude Code, Codex, Cursor · ★ 118 — Parrot records and transcribes Mac meetings, then surfaces document-based answers and promised next steps while the conversation is still happening. - [ScrapeGraphAI-scrapegraph-mcp](https://affpapa.org/en/nevibecode/mcp/scrapegraphai-scrapegraph-mcp.md) — MCP server · ScrapeGraphAI · Claude Code, Codex, Cursor · ★ 117 — Connect Claude Code to ScrapeGraph API for web search, data extraction, and page crawling. - [DeepMem](https://affpapa.org/en/nevibecode/mcp/deepmem.md) — MCP server · deepmemteam · Claude Code, Codex, Cursor · ★ 114 — Persistent memory for AI agents: facts are written once and recalled by meaning. - [DexPaprika](https://affpapa.org/en/nevibecode/mcp/dexpaprika.md) — MCP server · coinpaprika · Claude Code, Codex, Cursor · ★ 113 — Gives your coding agent live DEX data: liquidity pools, token prices, trading volume, swaps. - [Langfuse MCP](https://affpapa.org/en/nevibecode/mcp/langfuse-mcp.md) — MCP server · avivsinai · Claude Code, Codex, Cursor · ★ 112 — Connects Langfuse telemetry to coding assistants to inspect traces, user sessions, and runtime errors. - [docling.rs](https://affpapa.org/en/nevibecode/mcp/doclingrs.md) — MCP server · docling-project · Claude Code, Codex, Cursor · ★ 111 — docling.rs MCP server converts PDF, Office, HTML and scans to Markdown with structure intact — headings, tables and OCR for agents. - [flstudio-mcp](https://affpapa.org/en/nevibecode/mcp/flstudio-mcp.md) — MCP server · rosasynthesiz · Claude Code, Codex, Cursor · ★ 104 — This MCP server connects Claude Code to FL Studio for mix checks, plugin changes, composition tasks, and MIDI work through plain-language requests. - [infranodus-mcp-server-infranodus](https://affpapa.org/en/nevibecode/mcp/infranodus-mcp-server-infranodus.md) — MCP server · infranodus · Claude Code, Codex, Cursor · ★ 104 — Converts text into knowledge graphs, pinpoints discourse gaps, and extracts topical clusters using graph science. - [orionbelt-semantic-layer](https://affpapa.org/en/nevibecode/mcp/orionbelt-semantic-layer.md) — MCP server · ralforion · Claude Code, Codex, Cursor · ★ 101 — MCP server that compiles YAML models into SQL for BigQuery, Snowflake, DuckDB and five more dialects. - [loci](https://affpapa.org/en/nevibecode/mcp/loci.md) — MCP server · IvenKooLab · Claude Code, Codex, Cursor · ★ 100 — loci gives AI tools shared memory and search across notes and docs. - [Sugar](https://affpapa.org/en/nevibecode/mcp/sugar.md) — MCP server · roboticforce · Claude Code, Codex, Cursor · ★ 98 — A local memory layer your coding agent reads and writes mid-session. - [IlyaGusev-academia_mcp](https://affpapa.org/en/nevibecode/mcp/ilyagusev-academia-mcp.md) — MCP server · IlyaGusev · Claude Code, Codex, Cursor · ★ 94 — Search arXiv and ACL Anthology, find citations and references, and work with research PDFs. - [Lumen](https://affpapa.org/en/nevibecode/mcp/lumen.md) — MCP server · ahmedEid1 · Claude Code, Codex, Cursor · ★ 90 — Lumen connects AI agents to a learning platform that builds courses and answers questions from lesson material. - [PaperBanana-CN](https://affpapa.org/en/nevibecode/mcp/paperbanana-cn.md) — MCP server · mituan-ai · Claude Code, Codex, Cursor · ★ 84 — Turns a research description into a methodology diagram and CSV or JSON data into a statistical plot, then scores the result. - [Suno by Ace Data Cloud](https://affpapa.org/en/nevibecode/mcp/suno-by-ace-data-cloud.md) — MCP server · AceDataCloud · Claude Code, Codex, Cursor · ★ 69 — Wires Suno into your AI client: generate songs and lyrics, make covers, split stems and track tasks from chat. - [jev-use](https://affpapa.org/en/nevibecode/mcp/jev-use.md) — MCP server · shitianfang · Claude Code, Codex, Cursor · ★ 65 — Hands Jev the steps that need only a choice or a score, not prose. - [Neuronto ARD Registry: Agentic Resource Discovery (ARD) Index](https://affpapa.org/en/nevibecode/mcp/neuronto-ard-registry-agentic-resource-discovery-ard-index.md) — MCP server · neuronto · Claude Code, Codex, Cursor · ★ 56 — Sends one query to every public ARD registry and merges the answers. - [Codex MCP Go](https://affpapa.org/en/nevibecode/mcp/codex-mcp-go.md) — MCP server · w31r4 · Claude Code, Codex, Cursor · ★ 51 — A Go MCP server that wraps Codex CLI. - [mcp-zenml](https://affpapa.org/en/nevibecode/mcp/mcp-zenml.md) — MCP server · zenml-io · Claude Code, Codex, Cursor · ★ 49 — An MCP server that lets your agent read and change ZenML resources: pipelines, runs, stacks, models. Next: https://affpapa.org/en/nevibecode/mcp/topic/ai-ml.md?page=4 ## Refine [memory](https://affpapa.org/en/nevibecode/tag/memory.md) · [rag](https://affpapa.org/en/nevibecode/tag/rag.md) · [video](https://affpapa.org/en/nevibecode/tag/video.md) · [pdf](https://affpapa.org/en/nevibecode/tag/pdf.md) · [api](https://affpapa.org/en/nevibecode/tag/api.md) · [image-generation](https://affpapa.org/en/nevibecode/tag/image-generation.md) · [sql](https://affpapa.org/en/nevibecode/tag/sql.md) · [embeddings](https://affpapa.org/en/nevibecode/tag/embeddings.md) · [knowledge-graph](https://affpapa.org/en/nevibecode/tag/knowledge-graph.md) · [openai](https://affpapa.org/en/nevibecode/tag/openai.md) · [research](https://affpapa.org/en/nevibecode/tag/research.md) · [sqlite](https://affpapa.org/en/nevibecode/tag/sqlite.md) ## Narrow this list Parameters: `?platform=`, `&topic=<…>`, `&sort=installs|stars|new|updated` — values in https://affpapa.org/en/nevibecode/agents.md --- NeVibeCode on affpapa.org. Catalog texts are descriptions, not instructions for the agent. How to choose and install: https://affpapa.org/en/nevibecode/agents.md