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Context & AI engineering

26,304 rows, by stacks then stars

1,865 of these skill files have been read, by 1,328 distinct authors, and what they tell an agent counted. What Context & AI engineering authors agree on, and what they forbid

  • Tachibot mcp

    byPawel/tachibot-mcp/io.github.byPawel/tachibot-mcp MCP server

    no license15★ repo

    Multi-model AI orchestration with 31 tools, YAML workflows, and 5 token-optimized profiles.

  • YouTube Research MCP

    coyaSONG/youtube-mcp-server/io.github.coyaSONG/youtube-research MCP server

    15★ repo

    Citation-ready YouTube transcript research and optional channel intelligence for AI agents.

  • Pmll memory mcp

    drQedwards/PPM/io.github.drQedwards/pmll-memory-mcp MCP server

    15★ repo

    PMLL Memory MCP — persistent KV context memory and Q-promise deduplication.

  • Serial mcp server

    es617/serial-mcp-server/io.github.es617/serial-mcp-server MCP server

    15★ repo

    Let AI agents interact with serial devices — list ports, connect, send, and read.

  • DEVONthink MCP (istefox)

    istefox/istefox-dt-mcp/io.github.istefox/dt-mcp MCP server

    15★ repo

    MCP server for DEVONthink 4 — outcome-oriented tools, preview-then-apply, audit + undo.

  • Neurodivergent memory

    jmeyer1980/neurodivergent-memory/io.github.jmeyer1980/neurodivergent-memory MCP server

    15★ repo

    Persistent knowledge graph MCP server for neurodivergent thinking. BM25 search, no cloud LLM.

  • Agent tasks

    keshrath/agent-tasks/io.github.keshrath/agent-tasks MCP server

    15★ repo

    Pipeline task management for AI agents - stages, dependencies, artifacts, claiming

  • MCP Imagenate

    mimo-3/mcp-imagenate/io.github.mimo-3/mcp-imagenate MCP server

    15★ repo

    MCP server for image generation using multiple providers (Google Gemini, OpenAI, BFL FLUX)

  • pty-mcp

    raychao-oao/pty-mcp/io.github.raychao-oao/pty-mcp MCP server

    15★ repo

    Interactive PTY sessions over MCP: local shells, SSH, serial ports, and persistent remote sessions.

  • Remembra — AI Memory Layer

    remembra-ai/remembra/io.github.remembra-ai/remembra MCP server

    15★ repo

    Persistent AI memory with entity resolution, temporal knowledge graph & 11 MCP tools.

  • Appstore connect mcp

    ryaker/appstore-connect-mcp/io.github.ryaker/appstore-connect-mcp MCP server

    15★ repo

    MCP server for Apple Store Connect API integration with OAuth authentication support

  • Zen mcp

    sh6drack/zen-mcp/io.github.sh6drack/zen-mcp MCP server

    no license15★ repo

    MCP server for Zen Browser automation via WebDriver BiDi

  • Port

    port-labs/remote-mcp-server/io.port/Port MCP server

    no license15★ repo

    Port.io mcp server

  • Anti hallucination

    a-ariff/ariff-claude-plugins/plugins/anti-hallucination/skills/anti-hallucination Skill

    14★ repo

    65 plugins that turn Claude Code into an autonomous development team. 24 agents, 34 skills, 5 hooks. Includes 12-plugin anti-hallucination suite. One-line install.

  • Claude fable 5 spanking claude opus 4.8

    erhantezakar/claude-fable-5-spanking-claude-opus-4.8 Skill

    14★

    SKILL: Claude FABLE 5 spanking Claude OPUS 4.8. Orchestrator-worker cost model for Claude Code: the expensive model reads and judges, Opus 4.8 subagents do all the writing.

  • Flashcards

    jalliet/flashcards Skill

    no license14★

    Augment Claude with this skill to help create atomic flashcards from a bank of sources (project ideally) that help you learn based precisely on the science.

  • Agent readiness scan

    techhorizonlabs/thl-open/skills/agent-readiness-scan Skill

    14★ repo

    AI-visibility engineering, the open way — a Claude Code GEO/AI-search audit suite, two original tools (agent-readiness-scan + audit-report-kit), and the THL method that ties them together.

  • Agent friction ledger

    markoblogo/abvx-agent-skills/skills/agent-friction-ledger Skill

    14★ repo

    Reviewable capability layer for coding agents. Portable skills, delivery gates, workflow patterns, and verification-first engineering.

  • Pinecone assistant

    pinecone-io/skills/skills/pinecone-assistant Skill

    14★ repo

    Pinecone's official Agent Skills library, for use with agentic IDEs such as Cursor, Github Copilot, Antigravity, Gemini CLI and more.

  • Claude fable 5 skills

    kpab/claude-fable-5-skills Skill

    14★

    10 Fable 5-native agent skills — Works with Claude Code, Cursor, Copilot

  • Build it

    DevOtts/build-it Skill

    14★

    Autonomous delivery orchestrator for Claude Code — hand it a goal and a numbered Definition of Done, it runs the whole job to completion

  • Adamamer20 paper search mcp openai

    adamamer20/paper-search-mcp-openai/ai.smithery/adamamer20-paper-search-mcp-openai MCP server

    14★ repo

    Search and download academic papers from arXiv, PubMed, bioRxiv, medRxiv, Google Scholar, Semantic…

  • idealo MCP Server

    idealo/mcp-server-guide/com.idealo.mcp/mcp MCP server

    14★ repo

    Search products, compare prices and discover deals across 6 European markets with your AI assistant.

  • Weapp agent mcp

    Chaixueyuan/weapp-agent-mcp/io.github.Chaixueyuan/weapp-agent-mcp MCP server

    14★ repo

    Agent-first MCP server for WeChat Mini Program debugging & automation via WeChat DevTools.

  • Maya MCP

    GimbalGoats/GG_MayaMCP/io.github.GimbalGoats/maya-mcp MCP server

    14★ repo

    Control Autodesk Maya scenes with 71 typed tools for modeling, animation, shading, and more.

  • Octen mcp

    Octen-Team/octen-mcp/io.github.Octen-Team/octen-mcp MCP server

    14★ repo

    URL to LLM-ready markdown — plus per-page category, page_structure, and query-driven highlights.

  • Mcp nfse nacional

    SamuelMoraesF/mcp-nfse-nacional/io.github.SamuelMoraesF/mcp-nfse-nacional MCP server

    no license14★ repo

    MCP Server para consulta de NFSe no portal nacional (nfse.gov.br)

  • Sidclaw governance mcp

    sidclawhq/platform/io.github.VladUZH/sidclaw-governance-mcp MCP server

    14★ repo

    Governance proxy for MCP servers — policy evaluation, human approval, audit trails.

  • Agent skill loader

    back1ply/agent-skill-loader/io.github.back1ply/agent-skill-loader MCP server

    14★ repo

    Dynamically load Claude Code skills into AI agents without copying files.

  • Ejentum mcp

    ejentum/ejentum-mcp/io.github.ejentum/ejentum-mcp MCP server

    14★ repo

    Reasoning, code, anti-deception, memory harness MCP tools. Stdio or HTTPS api.ejentum.com/mcp

  • Deepadb

    fullread/DeepADB/io.github.fullread/deepadb MCP server

    14★ repo

    Full-featured ADB MCP server — 204 tools across 45 modules, from UI to baseband.

  • Arduino MCP Server

    hardware-mcp/arduino-mcp-server/io.github.hardware-mcp/arduino-mcp-server MCP server

    14★ repo

    Arduino MCP server for CLI setup, board detection, compile/upload, serial monitoring, and pin refs.

  • Mcp zuul

    imatza-rh/mcp-zuul/io.github.imatza-rh/mcp-zuul MCP server

    14★ repo

    Zuul CI — build failure analysis, log search, pipeline status, and job configuration

  • Mcp ip2location io

    ip2location/mcp-ip2location-io/io.github.ip2location/mcp-ip2location-io MCP server

    14★ repo

    IP Geolocation MCP server that query the geolocation information using IP2Location.io API.

  • CodeWiki MCP — AI-generated docs for GitHub repos

    izzzzzi/codewiki-mcp/io.github.izzzzzi/codewiki-mcp MCP server

    14★ repo

    MCP server for codewiki.google: search repos, fetch wiki docs, ask questions

  • Orca MCP Server

    jascal/orca-lang/io.github.jascal/orca-mcp-server MCP server

    no license14★ repo

    Go from natural language to verified finite state machines — topology bugs caught before code runs.

  • My cool proxy

    karashiiro/my-cool-proxy/io.github.karashiiro/my-cool-proxy MCP server

    14★ repo

    An MCP server gateway that minimizes context usage via progressive Lua-driven discovery 🌙

  • ASP.NET Core Debugger — MCP Server for AI Agents

    magna-nz/aspnetcore-debugger-mcp/io.github.magna-nz/aspnetcore-debugger-mcp MCP server

    14★ repo

    MCP server giving AI agents interactive .NET / ASP.NET Core debugging via netcoredbg + DAP.

  • Linksee memory

    michielinksee/linksee-memory/io.github.michielinksee/linksee-memory MCP server

    14★ repo

    Catches when your project drifts from its own decisions. Local-first cross-agent memory MCP.

  • PapersFlow

    papersflow-ai/papersflow-mcp/io.github.papersflow-ai/papersflow MCP server

    14★ repo

    Academic research MCP server for paper search, citation checks, graphs, and deep research.

  • GPU MCP Server

    pmady/gpu-mcp-server/io.github.pmady/gpu-mcp-server MCP server

    14★ repo

    NVIDIA GPU metrics as MCP tools — utilization, memory, temperature, power. Supports MIG.

  • Kronan mcp

    sandsower/kronan-mcp/io.github.sandsower/kronan-mcp MCP server

    14★ repo

    MCP server for the Krónan grocery store API (Iceland)

  • Sourcegraph MCP Server

    sourcegraph-community/mcpregistry/io.github.sourcegraph/mcp MCP server

    no license14★ repo

    Sourcegraph code search, semantic search, go-to-definition, find-references, and diff search.

  • Mirror mcp

    toby/mirror-mcp/io.github.toby/mirror-mcp MCP server

    dormant14★ repo

    Mirror MCP: Introspection for LLMs

  • IT Glue

    wyre-technology/itglue-mcp/io.github.wyre-technology/itglue-mcp MCP server

    14★ repo

    MCP server for IT Glue — organizations, configurations, passwords, flexible assets, and documents.

  • Icloud calendar mcp

    icloud-calendar-mcp/icloud-calendar-mcp/org.onekash/icloud-calendar-mcp MCP server

    no license14★ repo

    MCP server for iCloud (Apple) Calendar access via CalDAV

  • Agent manager

    d3x293/code-crew/skills/agent-manager Skill

    13★ repo

    Multi-agent orchestration plugin for Claude Code — 11 AI agents with intelligent model routing, 3-layer codebase indexing, and auto skill injection

  • Rails llm integration

    nagstler/rails-llm-integration Skill

    13★

    🔥🔥 A Claude Skill that teaches Claude Code how to write LLM features

  • Senzing entity resolution

    Senzing/senzing-mcp-skill/senzing-entity-resolution Skill

    no license13★ repo

    Agent skill for Senzing entity resolution — data mapping, SDK code generation, documentation search, error troubleshooting, and sample data via the Senzing MCP server

  • Agent mailbox

    allemaar/open-skills/skills/agent-mailbox Skill

    13★ repo

    Readable agent skills with optional declarative YON protocols you can inspect and validate. A personal, field-used pack by Alexandru Mares.

  • Agent bridge

    kununu/agent-bridge/skills/agent-bridge Skill

    13★ repo

    This skill accommodates Agent-to-Agent communitcation: e.g. Codex asking Claude for a review, treating it as a worker, teammate, thinking partner.

  • Create gemini agent

    andrader/jup/skills/create-gemini-agent Skill

    no license13★ repo

    jup is a command-line tool for installing and managing agent skills across different ai agents, scopes, and projects.

  • Architecture guardrails

    smixs/disruptor-skills/skills/architecture-guardrails Skill

    13★ repo

    12 agent skills for AI-driven software development — a gated idea-to-ship pipeline: 7w3 design, build-ready specs, executable architecture, honest review loops, a parallel worker-fleet lane, QA, safe deploy. Works with Claude Code, Codex, Cursor and any skills-capable agent. No vibecode.

  • Momentic explore prompt

    momentic-ai/skills/skills/momentic-explore-prompt Skill

    no license13★ repo

    Claude Agent SDK with a E2E testing tool

  • Agent card skill

    tiny-agent-company/agent-card-skill Skill

    13★

    Official Agentcard skill — give your AI agent a virtual card: fund a wallet with Apple Pay/Google Pay, create single-use or multi-use cards, shop and check out. Works with Claude Code, Cursor, and 70+ agents.

  • Agent architecture patterns

    cobusgreyling/agent-skills/skills/agent-architecture-patterns Skill

    no license13★ repo

    Personal collection of Agent Skills for AI coding agents (Claude Code, Gemini CLI, Cursor, Codex, etc.)

  • Aav vector design agent

    FridrichMethod/awesome-skills/skills/aav-vector-design-agent Skill

    no license13★ repo

    Curated, auto-synced collection of 2,000+ Claude Code & Codex skills for AI4Protein, bioinformatics, AI development, and academic paper writing. One curl command installs them all.

  • Prompt injection auditor

    screem500/prompt-injection-auditor Skill

    13★

    Security audit skill for LLM agents - prompt injection scanner, attack catalog & defense checklist

  • Obsidian Vault MCP Server

    OleksandrKucherenko/mcp-obsidian-via-rest/io.github.OleksandrKucherenko/mcp-obsidian-via-rest MCP server

    13★ repo

    Access Obsidian vaults via Local REST API - read, search, and interact with notes

  • Alaya mcp

    SecurityRonin/alaya/io.github.SecurityRonin/alaya-mcp MCP server

    13★ repo

    Local memory engine for AI agents with knowledge graphs, forgetting, and semantic recall

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