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
Synapse Layer — Zero-Knowledge Memory
SynapseLayer/synapse-layer/io.github.SynapseLayer/synapse-secure-memory MCP server
13★ repoZero-Knowledge Context™ & Neural Handover™ for AI Agents. The Trust Layer for AI Memory.
antonio-mello-ai/mcp-proxmox/io.github.antonio-mello-ai/mcp-proxmox MCP server
13★ repoManage Proxmox VE clusters through AI assistants — VMs, containers, and more
cashfree/cashfree-mcp/io.github.cashfree/cashfree-mcp MCP server
no license13★ repoCashfree MCP server for cashfree docs and APIs
crabeye-ai/crabeye-mcp-bridge/io.github.crabeye-ai/crabeye-mcp-bridge MCP server
13★ repoOne MCP connection for all your tools — with discovery, namespacing, and execution policies.
damoqiongqiu/mcp-local-rag/io.github.damoqiongqiu/mcp-local-rag MCP server
13★ repoSemantic code & doc search with keyword boost. AST code nav, auto HF mirror, local, privacy-first.
deployhq/deployhq-mcp-server/io.github.deployhq/deployhq-mcp-server MCP server
13★ repoModel Context Protocol (MCP) server for DeployHQ API integration
helinakdogan/magnet-gateway/io.github.helinakdogan/agent-magnet MCP server
13★ repoBehavioral memory layer for AI tools. Learns preferences and context across Claude, Cursor, Codex.
henilcalagiya/google-sheets-mcp/io.github.henilcalagiya/google-sheets-mcp MCP server
no license13★ repoPowerful tools for automating Google Sheets using Model Context Protocol (MCP)
kumoproductions/mcp-cinema4d/io.github.kumoproductions/mcp-cinema4d MCP server
13★ repoMCP server for Cinema 4D — entity CRUD, parameter-level access, batched undo, security controls.
madhan-g-p/DevDocs-MCP/io.github.madhan-g-p/devdocs-mcp MCP server
no license13★ repoLocal DevDocs MCP Server (Developer Docs with project specific context awareness)
ozankasikci/global-agent-memory/io.github.ozankasikci/global-agent-memory MCP server
13★ repoShared, project-aware memory for Claude Code, Codex, and other agents with human review.
robhunter/agentdeals/io.github.robhunter/agentdeals MCP server
13★ repoMCP server aggregating developer infrastructure deals, free tiers, and startup programs
segentic-lab/glovebox-mcp/io.github.segentic-lab/glovebox-mcp MCP server
13★ repoSandboxed computer-use for AI agents: drive real browser + desktop apps in nested X11 windows
smaniches/semantic-scholar-mcp/io.github.smaniches/semantic-scholar-mcp MCP server
13★ repoMCP server for the Semantic Scholar API: search 200M+ papers, citations, authors, recommendations.
thunderbit-com/thunderbit-mcp-server/io.github.thunderbit-com/thunderbit-mcp-server MCP server
13★ repoAI-powered web scraping MCP. Distill pages to Markdown or extract structured data via JSON Schema.
thunderbit-open/thunderbit-mcp-server/io.github.thunderbit-open/thunderbit-mcp-server MCP server
13★ repoAI-powered web scraping MCP. Distill pages to Markdown or extract structured data via JSON Schema.
yusong652/yade-mcp/io.github.yusong652/yade-mcp MCP server
13★ repoMCP server for YADE — open-source DEM engine. Browse API docs, run simulations, manage tasks.
Agents365-ai/agent-native-design/skills/agent-native-design Skill
no license12★ repoAgent-Native CLI design & review skill — design CLIs that serve humans, AI agents, and orchestration systems simultaneously
vanillaflava/tasknotes-skill/tasknotes Skill
12★ repoAgent skill for task management in Obsidian reads and writes your TaskNotes directly as markdown files. Pairs with llm-wiki-claude-skills for an assisted knowledge + task workflow.
zvec-ai/zvec-agent-skills/skills/zvec Skill
12★ repoOfficial AI Agent skills for building with Zvec vector database
EmblemCompany/Agent-skills/skills/emblem-ai-agent-wallet Skill
12★ repoOfficial skill collection for EmblemAI agents — 200+ crypto tools across 7 blockchains
runkids/my-skills/agent-browser/agent-browser Skill
no license12★ repoMy AI agent skills — managed with skillshare
MSiccDev/ai-context-kit/skills/create-agents-md Skill
12★ repoAI Context Kit provides a structured, instruction-based framework for context-aware AI collaboration across LLM providers. It includes authoritative specs, canonical templates, and skills workflows for creating and validating user context and project AGENTS.md files.
AAO-SH/fable-harness Skill
12★Project-local agent harness skill for traceable AI workflows
ckorhonen/claude-skills/skills/agent-browser Skill
12★ repoA curated collection of skills for Claude Code and Codex — specialized capabilities across development, design, AI, security, and more. Part of the cdd.dev/skills family.
AstravueOrg/astravue-mcp-server/com.astravue/astravue-mcp MCP server
12★ repoManage projects, tasks, time tracking, and team collaboration through natural language.
Deltologic/datadoe-mcp/com.datadoe/amazon-seller-mcp MCP server
12★ repoHosted Amazon Seller and Vendor MCP server for Claude, ChatGPT, Cursor, Codex, Gemini, Copilot.
MCPfinder - MCP Server Discovery
mcpfinder/mcpfinder/dev.mcpfinder/server MCP server
12★ repoYour AI discovers and installs MCP servers across Official Registry, Glama, and Smithery.
balldontlie-api/mcp/io.balldontlie/mcp MCP server
12★ repoProvides access to live sports data and analytics from BALLDONTLIE: The Sports API
formio/uag/io.form/uag MCP server
12★ repoThe Universal Agent Gateway (UAG) enables in-process agentic automation using Form.io.
BerkKilicoglu/google-health-fitbit-mcp/io.github.BerkKilicoglu/google-health-fitbit-mcp MCP server
12★ repoPrivacy-first Google Health API MCP server for health, sleep, activity and HR agents
VictoriaMetrics-Community/mcp-victoriatraces/io.github.VictoriaMetrics-Community/mcp-victoriatraces MCP server
12★ repoMCP Server for VictoriaTraces. Provides integration with VictoriaTraces API and documentation
alxpark/propresenter-mcp/io.github.alxpark/propresenter-mcp MCP server
12★ repoProPresenter 7 MCP server
codeurali/mcp-dataverse/io.github.codeurali/dataverse MCP server
12★ repo73 tools for Microsoft Dataverse: CRUD, FetchXML, metadata, audit, batch, role privileges and more.
devemberx/mcp-server-polarion/io.github.devemberx/mcp-server-polarion MCP server
12★ repoMCP server for Polarion ALM — read and write documents and work items
finstacklabs/finstack-mcp/io.github.finstacklabs/finstack-mcp MCP server
12★ repoIndia-first MCP server for NSE/BSE, fundamentals, analytics, and market research workflows.
foxitsoftware/foxit-pdf-api-mcp-server/io.github.foxitsoftware/foxit-pdf-api-mcp-server MCP server
no license12★ repoMCP server that exposes Foxit PDF API capabilities via stdio.
Marketplaces MCP (RU) — Wildberries & Ozon
ilyautov/marketplaces-mcp-ru/io.github.ilyautov/marketplaces-mcp-ru MCP server
12★ repoWildberries & Ozon Seller APIs in your AI assistant — schema-driven, safety-gated.
isakskogstad/kolada-mcp/io.github.isakskogstad/kolada-mcp MCP server
12★ repoSwedish municipality statistics from Kolada API. 6000+ KPIs for all 290 municipalities.
j0hanz/filesystem-context-mcp-server/io.github.j0hanz/filesystem-context MCP server
12★ repo🔍 Read-only MCP server for secure filesystem exploration, searching, and analysis
jackdark425/aigroup-mdtoword-mcp/io.github.jackdark425/aigroup-mdtoword-mcp MCP server
12★ repo本地 Markdown 到 Word 文档转换工具,支持最新 MCP 协议特性、完整的页眉页脚页码功能、增强的表格功能、数据导入和数学公式支持,修复本地相对路径图片嵌入问题
keshrath/agent-knowledge/io.github.keshrath/agent-knowledge MCP server
12★ repoCross-session memory for AI agents - knowledge graph, scoring, semantic search
kiwoongeom/gmc-mcp/io.github.kiwoongeom/gmc-mcp MCP server
12★ repoMIT-licensed pip-installable MCP for Google Merchant Center on Merchant API v1 (126 tools).
kylastech/kylas-crm-mcp-server/io.github.kylastech/kylas-crm MCP server
12★ repoMCP server for Kylas CRM: create, search, and manage leads. Requires KYLAS_API_KEY.
luarss/openroad-mcp/io.github.luarss/openroad-mcp MCP server
12★ repoThe OpenROAD MCP server - interactive EDA sessions via Model Context Protocol
Montimage/mitre-mcp/io.github.luongnv89/mitre-mcp MCP server
12★ repoMCP server exposing the MITRE ATT&CK framework via the official MCP Python SDK.
meloncafe/chromadb-remote-mcp/io.github.meloncafe/chromadb-remote-mcp MCP server
12★ repoRemote ChromaDB vector database MCP server with streamable HTTP transport
muend/arcgis-mcp-bridge/io.github.muend/arcgis-mcp-bridge MCP server
12★ repoA secure, local-first MCP server exposing ArcGIS Pro's ArcPy engine over stdio JSON-RPC.
neverinfamous/postgresql-mcp/io.github.neverinfamous/postgres-mcp MCP server
12★ repoPostgreSQL MCP server with 203 tools, connection pooling, HTTP/SSE, OAuth 2.1, and tool filtering
neverinfamous/postgres-mcp/io.github.neverinfamous/postgres-mcp-server MCP server
12★ repoEnterprise PostgreSQL MCP server with 63 tools, 10 resources, 10 prompts for AI-native operations
paypal/paypal-mcp-server/io.github.paypal/paypal-mcp-server MCP server
12★ repoA command line tool for setting up PayPal MCP server
ratamaha-git/n8n-mcp/io.github.ratamaha-git/n8n-mcp MCP server
12★ repoMCP server for n8n: generate, lint, explain failed executions, drive live n8n via REST.
savhascelik/meta-api-mcp-server/io.github.savhascelik/meta-api-mcp-server MCP server
no license12★ repoYou can connect any API to LLMs. This enables AI to interact directly with APIs
skivuha/federal-compass-mcp/io.github.skivuha/federal-compass-mcp MCP server
12★ repoAI compass from private sector to federal career — USAJobs search, salary, KSA
sumup/sumup-agent-toolkit/io.github.sumup/mcp MCP server
12★ repoTools to explore SumUp accounts, payments, customers, and payouts.
temporal-cortex/mcp/io.github.temporal-cortex/mcp MCP server
12★ repo18 deterministic calendar tools: contact resolution, temporal context, availability, booking
vargahis/monarch-mcp/io.github.vargahis/monarch-money MCP server
12★ repoMCP server for Monarch Money — accounts, transactions, budgets, cashflow, investments, and more
vornicx/Midas/io.github.vornicx/midas MCP server
12★ repoLocal-first, source-traceable agent memory — no LLM at ingest, fully offline
xt765/mcp-document-converter/io.github.xt765/mcp-document-converter MCP server
12★ repoConvert PDF, DOCX, HTML, Markdown, and Text for AI assistant context injection.
yonro/memory-os-cli/io.github.yonro/xmemo MCP server
12★ repoUser-owned memory for AI agents, Copilot, Claude, IDEs, CLIs, and chat apps over remote MCP.