"Server Fault" matching MCP servers:

Enables an LLM agent to assemble, wire, run, fault and observe electromechanical motor-control circuits through 26 tools covering component placement, terminal connections, button/switch operation, fault injection, and simulation control. Also lets agents load and save circuits and generate PDF drawing sets, screenshots and scripted demo videos.

AI-powered industrial fault diagnosis MCP server with 8 tools for diagnosing equipment faults, searching parts, decoding VINs, and managing equipment profiles. Covers 313+ fault codes for Allen-Bradley, Siemens, ABB, Mitsubishi, and Fanuc PLCs.

MCP server that analyzes interpersonal disputes and provides a fault ratio based on facts, emotions, context, and relationship dynamics.

Standalone MCP server for Obsidian vaults - hybrid search (FTS5 + vector + cross-encoder reranking), images and PDFs in agent-readable form, Kanban-aware tasks (Tasks-plugin + Dataview formats), structured memory with topic recall, fine-grained read/write tools for optimal token efficiency, and link graph support. Run locally, self-host, or one-click deploy for remote access. OAuth 2.1.

A generic Markdown vault MCP server with FTS5 full-text search, semantic vector search, frontmatter-aware indexing, incremental reindexing, and non-markdown attachment support that exposes search, read, write, and edit tools.

RAG Vault lets your AI coding assistant search your private documents locally. Everything runs on your machine and your data stays private.

Enables Claude Code to read and write an Obsidian-style markdown vault stored locally or in S3, with indexed full-text search, schema validation, linting, and session hooks.

A self-hostable semantic skill registry for AI agents, providing searchable, versioned, and verified skills over a single MCP endpoint with per-agent private vaults and trust tiers.

MCP server for Aussie Broadband NBN diagnostics, enabling AI assistants to run connection tests, check outages, speed tests, and fault tickets via the MyAussie API.

MCP server that exposes an Obsidian-style markdown vault as a shared memory for AI agents, with tools for searching, reading, writing, and querying notes and wiki-links.

Enables AI assistants to search, read, and traverse Markdown note vaults (Obsidian-compatible) with full-text search, backlinks, knowledge graphs, and a persistent memory system for cross-session context.

Headless semantic MCP server for Obsidian, Logseq, Dendron, Foam, and any markdown folder. Features built-in hybrid semantic search, surgical AST editing, template scaffolding, zero-config local embeddings, and workflow tracking.

MCP server that gives AI models read/write access to Obsidian vaults with semantic search, link graph analysis, canvas manipulation, and incremental indexing.

Serves configurable fake service worlds as MCP tools with fault injection, recording every call and enabling seeded pytest assertions on final state.

Enables AI agents to persist, search, and evolve knowledge through a Markdown vault with a typed knowledge graph and MCP interface.

Governed, tamper-evident memory and audit trail for AI agents with 0G Merkle segment sealing. Records agent actions in append-only namespaces with hash chaining, seals segments to 0G Storage, and supports audits and retention enforcement.

MCP server for securely managing GitHub & GitLab credentials in an encrypted vault, allowing AI agents to retrieve tokens by org or group name automatically.

Enables AI agents to access Bitwarden/Vaultwarden secrets through scoped, per-agent MCP access and a short-lived human secret handoff link with local screenshot OCR.

Enables AI agents to securely manage server credentials, execute commands, inspect and rotate passwords, discover websites and containers, and access GPU/NPU status through permission-scoped MCP tools and REST endpoints.

Enables AI clients to read, write, search, and manage files in an Obsidian vault via MCP over SSE, running standalone without the Obsidian desktop app.