#model-context-protocol

A trilingual (繁中 / English / 简中) learning roadmap for agentic AI: from LLM basics to multi-agent systems, with 240+ curated resources and hands-on examples. 中文 AI agent 學習地圖。

Local-first AI memory you can see, edit, and override — portable across Claude Code, Codex, Cursor, Windsurf, and other MCP coding tools.

Native macOS system cleaner with YAML-driven safety rules, local AI explainability via MLX, and an MCP server for agent-controlled cleanup workflows.

Local Figma MCP server with no REST rate limits, no metered tool-call quotas, and a verification loop. Drop-in alternative to Figma's Dev Mode MCP and Framelink for Claude Code, Cursor, Windsurf — works on every plan including Free.

Device Context Protocol — bridge LLM agents to physical devices. Sub-50-byte frames, 27.6KB flash / 0.6KB RAM measured on ESP32, capability-scoped and safe by design. Complementary to MCP. Paper: arXiv:2605.26159

An AI-native molecular biology workbench for Claude Science: Claude opens sequence files and prepares analyses on request; you annotate, align, and review them in an interactive workspace.

Live context engine for AI agents: resolve verified workspace state before the context window opens. Pairs with Perseus Vault for persistent encrypted memory. Local-first, MIT. pip install perseus-ctx

The #1 Obsidian MCP for AI memory — freshness-aware, cited, local-first and read-only by default. Dataview, Bases, PDFs, every agent.

Don't write a bug report — record it. Local MCP: screen recording → transcript, frames, OCR, wall-clock evidence for coding agents.

Plugin-first AI terminal workspace for Codex and Claude Code with planning, CI/CD debugging, reusable agents, skills, TODOs, and MCP tool integrations.

Any brain, any agent. Package an AI agent's brain — persona, MCP stack, skills, memory, config — into one open, signed bundle and install it into any framework (OpenClaw, Hermes, Claude Code) in one click.

Agent tools from many descriptions in a single integration. Authorize operations, not just tool calls, and approve them when a human is required. The agent gets its own identity and never holds your credentials.

Your personal GitHub registry for AI Agent Skills. One repo. EVERY agent. EVERY device. Loaded on demand — Zero startup bloat.

MCP server for the Ejentum API. 8 cognitive operations across 4 harnesses (reasoning, code, anti-deception, memory) in dynamic and adaptive modes.

Hosted Amazon Seller & Vendor MCP server. Connect Claude, ChatGPT, Cursor, Codex, Gemini, GitHub Copilot to Amazon SP-API and Ads API data

Self-hosted MCP server + dashboard giving Claude Code, Cursor & Hermes agents shared long-term memory over a git-backed markdown vault. Agent-native, Obsidian-compatible second brain — markdown RAG, no vector DB.

Drive Unreal Engine 5.7 from any MCP client — 143 editor-automation tools (inspect, author, render) over a local TCP socket.

Your dashboard is data. Any AI can build it; any human can edit it. A protocol + runtime for agent-composable dashboards — layout-as-data, one guarded control plane, sandboxed agent-authored widgets, MCP server included.

Official MCP server for Consensus. Search 220M+ peer-reviewed research papers from Claude, ChatGPT, Cursor, and any MCP client.

MCP server for measuring LLM citation visibility across Perplexity, Claude, ChatGPT, Gemini, Bing, and Google AI Overviews. 12 tools, BYO keys, self-hosted, no telemetry.

Self-hosted personal agent.

AILmanac — the always-current, community almanac for getting the most out of Claude and every AI. For all levels.

Personal brand-taste memory for Claude Code: capture liked designs → local MCP sidecar → /design generates frontends in your accumulated taste. Brand-scoped cases, aspectual feedback, NEVER rules, approval-gated distillation.

Keyless heuristic self-inspection tool: an agent describes a thought or task and always gets back one metathought. Deterministic routing over an open CSV (no LLM). REST + MCP.

Canary — local Interactive Brokers MCP server, CLI, and risk desk. Standard builds and MCP are read/preview-only; a separate opt-in trading build provides gated CLI broker writes.

Rel.AI MCP - a local coding agent for ChatGPT Web. Let ChatGPT read and edit repositories, run commands and tests, review changes, and use Git through MCP.

Servidor MCP para retail VTEX: busca, agrega al carrito, verifica stock por local y analiza tu gasto desde Claude Code / Cursor. Primera implementacion: Plaza Vea (Peru).

Engineering OS — a suite of Model Context Protocol (MCP) servers that bring engineering discipline to AI coding assistants: dependency & version governance, hallucination detection, security/architecture/QA/performance review, multi-agent code review, self-healing, and compliance.

Give your AI agent a WhatsApp account — an MCP server with 87 tools for reading, sending, groups, status, scheduling & more. Works with Claude, Codex, Cursor, OpenCode & any MCP client.

Vinkius Open Data Initiative: The world's largest open-source database of Model Context Protocol (MCP) servers. Production-ready metadata connecting AI agents to APIs and enterprise tools.

Long-term memory for AI agents that stays correct — zero-dependency Python + MCP server for Claude Code. When a fact is corrected, the old value stops coming back.

Unified MCP server for Stremio: search movies/series, browse catalogs, list streams via addons, and play/control content on an Android TV. Works with Claude and any MCP client.

Measurable image + document toolkit. Bit-exact SVG from flat art (SSIM 1.0000, verified by rendering it back); beats potrace, imagetracerjs and vtracer on photographs. 11 raster formats, every pair convertible. Cut-ready DXF with real physical size, EPS, PDF, G-code. PDF & Office rendering. MCP server for agents. Zero-dependency portable core.

Search your shell history (zsh/bash/fish) from Claude/MCP. Local SQLite FTS5. Secret-redacted.

Capsule CRM tools for Claude. Local install via npx, org-wide via Custom Connectors.

Official MCP server and TypeScript client for Onplana — connect Claude, ChatGPT, Cursor, and any MCP-compatible AI agent to your project portfolio.

Cross-platform kit that gives AI agents (Claude Code, Codex, Cursor) persistent memory: Markdown vault + git + MCP. Local-first, hybrid search optional.

Search history local agents for prompts and conversations (Codex, Claude, Cursor, agy, grok, pi, opencode)

The bone cracks. The model reads. Audited divination for AI agents — tarot, I Ching, Xiao Liu Ren, Bazi. MCP server + CLI + agent skills.

AI agent knowledge & long-term memory · MCP server, knowledge graph, BM25 + RRF retrieval · drop-in for Claude Code/ Openclaw/ Cursor / Codex / Hermes