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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

  • N3MemoryCore Lite (Working Memory)

    NeuralNexusNote/n3mcmcp-lite/io.github.NeuralNexusNote/n3mc-workingmemory MCP server

    0★ repo

    Ephemeral 7-day hybrid vector+BM25 working memory, multilingual, backed by Redis Stack.

  • MCP Commerce Server Starter

    NewPlanetWW/mcp-commerce-starter/io.github.NewPlanetWW/mcp-commerce-starter MCP server

    no license0★ repo

    FastMCP commerce server starter: product catalog, search, and checkout. Deploy to Vercel in 5 min.

  • Vectordecisions mcp server

    NikitaDatar/vectordecisions-mcp-server/io.github.NikitaDatar/vectordecisions-mcp-server MCP server

    no license0★ repo

    AI Governance MCP Server - GATRI trust scoring, kill-switch, EU AI Act compliance for Claude

  • Contextual mcp server

    NitishGourishetty/contextual-mcp-server/io.github.NitishGourishetty/contextual-mcp-server MCP server

    no license0★ repo

    RAG-enabled MCP server using Contextual AI. Supports single-agent and multi-agent modes.

  • Nodeflare mcp

    Nodeflare-app/nodeflare-mcp/io.github.Nodeflare-app/nodeflare-mcp MCP server

    0★ repo

    Blockchain JSON-RPC on 23 EVM chains for AI agents - free tier, API key, or x402 pay-per-call.

  • SqlServerMcp

    Nithish1206/SqlServerMcp.NuGet/io.github.Nithish1206/SqlServerMcp MCP server

    0★ repo

    MCP server for SQL Server: schema inspection, safe read-only queries, query plan analysis

  • Canton mcp

    Noves-Inc/canton-mcp/io.github.Noves-Inc/canton-mcp MCP server

    0★ repo

    Query Canton Network balances, rewards, transactions, prices, and identity from any AI agent.

  • Calendly mcp server

    NyxToolsDev/calendly-mcp-server/io.github.NyxToolsDev/calendly-mcp-server MCP server

    0★ repo

    Connect Claude to Calendly — schedule meetings, check availability, manage events

  • Founden mcp

    O-mega-Enterprise/founden-mcp/io.github.O-mega-Enterprise/founden-mcp MCP server

    0★ repo

    Build your company over chat: website, app, and admin built in the cloud. One API key.

  • Suprsonic mcp

    O-mega-Enterprise/suprsonic-mcp/io.github.O-mega-Enterprise/suprsonic-mcp MCP server

    0★ repo

    One API key, dozens of capabilities for your AI agent. Zero provider auth.

  • Rive mcp

    ODU33104/rive-mcp/io.github.ODU33104/rive-mcp MCP server

    no license0★ repo

    Free, editor-less MCP server for Rive: create, edit, inspect, render and preview .riv animations

  • Quickbooks mcp server

    NyxToolsDev/quickbooks-mcp-server/io.github.NyxToolsDev/quickbooks-mcp-server MCP server

    0★ repo

    Connect Claude to QuickBooks Online — query finances, create invoices, run reports

  • Colber mcp

    Obi49/Colber/io.github.Obi49/colber-mcp MCP server

    0★ repo

    Trust + coordination infrastructure for the agent economy. 27 tools across 6 Colber modules.

  • Rhizome MCP

    Odrin/rhizome-mcp/io.github.Odrin/rhizome-mcp MCP server

    0★ repo

    Local-first MCP server for task tracking and coordination of autonomous AI coding agents.

  • Bizfile MCP

    OjasKord/bizfile-mcp/io.github.OjasKord/bizfile-mcp MCP server

    0★ repo

    Company intelligence via UK Companies House and risk screening across 386 risk data sources.

  • Data Compliance Classifier MCP

    OjasKord/data-compliance-mcp/io.github.OjasKord/data-compliance-mcp MCP server

    0★ repo

    Classify data safety before storing or sharing. GDPR, HIPAA, PCI-DSS, CCPA. AI-powered.

  • Tender MCP

    OjasKord/tender-mcp/io.github.OjasKord/tender-mcp MCP server

    0★ repo

    Government tender search for AI agents. UK, EU and US procurement opportunities.

  • Local Model Suitability MCP

    OjasKord/local-model-suitability-mcp/io.github.OjasKord/local-model-suitability-mcp MCP server

    0★ repo

    Check if a task runs locally vs cloud. Save money on calls that don't need cloud inference.

  • VAT Validator MCP

    OjasKord/vat-validator-mcp/io.github.OjasKord/vat-validator-mcp MCP server

    0★ repo

    Validate EU, UK, AU VAT numbers for AI agents. EU ViDA e-invoicing compliance.

  • Omnisockit mcp

    OmniSocKit/omnisockit-mcp/io.github.OmniSocKit/omnisockit-mcp MCP server

    0★ repo

    Turn your AI into a WeCom development expert. 41 SKILLs, 550+ APIs.

  • Open mcp registry

    OnticX/search-mcp-registry/io.github.OnticX/open-mcp-registry MCP server

    no license0★ repo

    Search and discover MCP servers from the MCP Registry.

  • Db metadata extractor mcp

    Optisol-Business/db-metadata-extractor-mcp/io.github.Optisol-Business/db-metadata-extractor-mcp MCP server

    no license0★ repo

    Extract database metadata from PostgreSQL, Snowflake, SQL Server, BigQuery, and Oracle.

  • Discord node mcp

    Oratorian/discord-node-mcp/io.github.Oratorian/discord-node-mcp MCP server

    0★ repo

    MCP server for controlling Discord servers via bot token

  • osu! MCP

    Osyanne/osu-mcp/io.github.Osyanne/osu-mcp MCP server

    0★ repo

    MCP server exposing the osu! API v2: player stats, scores, beatmap search, rankings.

  • Freeagent mcp server

    OxygenBubbles/freeagent-mcp-server/io.github.OxygenBubbles/freeagent-mcp-server MCP server

    0★ repo

    FreeAgent accounting MCP: bank reconciliation, expenses, mileage claims and receipts.

  • Gyibb mcp

    Patheras/gyibb-mcp/io.github.Patheras/gyibb-mcp MCP server

    no license0★ repo

    Cited product-review verdicts from real user voices — free remote MCP, no API key.

  • Stylesafe

    Patrizzos/stylesafe/io.github.Patrizzos/stylesafe MCP server

    0★ repo

    MCP server and CLI that catches CSS cascade conflicts and Tailwind utility clashes before they ship.

  • Stylespeak

    patrizzos/stylescope/io.github.Patrizzos/stylespeak MCP server

    0★ repo

    MCP server and CLI that makes CSS legible to AI agents — explains what applies and why.

  • Gemini

    PavelGuzenfeld/gemini-mcp/io.github.PavelGuzenfeld/gemini MCP server

    0★ repo

    MCP server that exposes Google Gemini as tools for Claude Code

  • Media forge

    PavelGuzenfeld/mcp-media-forge/io.github.PavelGuzenfeld/media-forge MCP server

    0★ repo

    MCP server for generating diagrams, charts, presentations, and animations for Markdown documentation

  • Subgraph registry mcp

    PaulieB14/subgraph-registry/io.github.PaulieB14/subgraph-registry-mcp MCP server

    0★ repo

    Discover and query 15,500+ classified subgraphs on The Graph Network

  • Perf mcp

    Perf-Technology/perf-mcp/io.github.Perf-AI/perf-mcp MCP server

    0★ repo

    Fact-check and fix AI outputs. Hallucination detection, schema validation, auto-repair.

  • Payotte mcp

    Payotte-com/payotte-mcp/io.github.Payotte-com/payotte-mcp MCP server

    no license0★ repo

    Verified Canadian real-estate experts: find a vetted pro, verify a licence, city market stats.

  • Deep research mcp server

    Perufitlife/deep-research-mcp-server/io.github.Perufitlife/deep-research-mcp-server MCP server

    no license0★ repo

    Web search, clean page reading & one-call research dossiers for AI agents. No API key.

  • Postwire mcp

    Perufitlife/postwire-mcp/io.github.Perufitlife/postwire-mcp MCP server

    no license0★ repo

    Smart Distribute: one prompt → the best native post per platform, then publish via MCP.

  • Kit memory demo

    PeterAtPondo/kit-demo-mcp/io.github.PeterAtPondo/kit-memory-demo MCP server

    0★ repo

    Identity substrate for agents: not an agent, not a memory API. It dreams. Context outlives windows.

  • Vertaaux mcp

    VertaaUX/mcp-server/io.github.PetriLahdelma/vertaaux-mcp MCP server

    0★ repo

    Autonomous UX and a11y audit, fix, and verify loop. 38 tools, framework-aware patches.

  • Second brain mcp

    Portaltocoding/second-brain-mcp/io.github.Portaltocoding/second-brain-mcp MCP server

    0★ repo

    Second brain en Obsidian: notas, conceptos como nodos, resurfacing y salud del grafo. En castellano.

  • Prismix status mcp

    Prismor/prismix-status-mcp/io.github.Prismor/prismix-status-mcp MCP server

    0★ repo

    Real-time status for 75+ AI services (OpenAI, Anthropic, Cursor). No auth, CORS-enabled.

  • Bind alias plus mcp

    Prohect/BindAliasPlus-MCP/io.github.Prohect/bind-alias-plus-mcp MCP server

    no license0★ repo

    MCP bridge for BindAliasPlus Minecraft mod: game state, screenshots, aliases, and config editing.

  • Qorenext mcp

    qorenext-IT/qorenextMCP/io.github.QoreNext-IT/qorenext-mcp MCP server

    no license0★ repo

    Company hierarchy analysis and address verification via MCP

  • Bitrix24 mcp

    RCS-kz/bitrix24-mcp/io.github.RCS-kz/bitrix24-mcp MCP server

    no license0★ repo

    Bitrix24 Cloud MCP server — 45 tools across CRM, Tasks, Deals, Leads, Files, Disk.

  • Bankregpulse mcp server

    RRGU26/bankregpulse-mcp-server/io.github.RRGU26/bankregpulse-mcp-server MCP server

    0★ repo

    Real-time banking regulatory intelligence from 100+ federal and state sources.

  • Local leads mcp

    Raffaele86/local-leads-mcp/io.github.Raffaele86/local-leads-mcp MCP server

    0★ repo

    Find local businesses with no website via OpenStreetMap, then verify them. No API keys needed.

  • Mcp 1c

    rcs-kz/mcp-1c/io.github.RCS-kz/mcp-1c MCP server

    no license0★ repo

    MCP server for 1C:Enterprise — read+write CRM/ERP through Claude/Cursor/Cline.

  • Mcp aider executor

    RailKill/mcp-aider-executor/io.github.RailKill/mcp-aider-executor MCP server

    0★ repo

    Model Context Protocol (MCP) server to execute aider-specific code editing operations

  • Seo stack mcp

    Raffaele86/seo-stack-mcp/io.github.Raffaele86/seo-stack-mcp MCP server

    0★ repo

    The complete open-source SEO data stack for AI agents: 7 sources, 86 tools, one MCP server

  • Mcp server terraform

    RajeevSirohi/mcp-server-terraform/io.github.RajeevSirohi/mcp-server-terraform MCP server

    0★ repo

    Safety-first Terraform: confirmation-gated apply/destroy, risk & cost analysis, drift detection

  • Git mcp server

    Ray0907/git-mcp-server/io.github.Ray0907/git-mcp-server MCP server

    0★ repo

    MCP server for GitLab and GitHub

  • Regennexus mcp

    ReGenNow/regennexus-mcp/io.github.ReGenNow/regennexus-mcp MCP server

    0★ repo

    AI-controlled hardware: GPIO, robotics, sensors, cameras, mesh networking for IoT

  • Keeping mcp

    red-square-software/keeping-mcp/io.github.Red-Square-Software/keeping-mcp MCP server

    0★ repo

    MCP server for the Keeping time-tracking API

  • Repo Test Architect

    repoassay/repo-test-architect/io.github.RepoAssay/repo-test-architect MCP server

    0★ repo

    Audit-first test strategy MCP server for repository-native test planning.

  • Amenbo

    Rererr/amenbo/io.github.Rererr/amenbo MCP server

    0★ repo

    Japanese-web-native MCP server for low-impact, token-efficient web collection

  • Db access mcp

    Rheopyrin/db-access-mcp/io.github.Rheopyrin/db-access-mcp MCP server

    0★ repo

    MCP server for Postgres/MySQL/Redshift/SQL Server over SSH/SSM tunnels with secret providers.

  • MCP Memory Graph

    RetroRobAI/mcp-memory-graph/io.github.RetroRobAI/mcp-memory-graph MCP server

    no license0★ repo

    Authority-weighted memory graph for AI agents with conflict detection and semantic search.

  • Agent team

    RichardLemmon/AgentTeam/io.github.RichardLemmon/agent-team MCP server

    0★ repo

    13 specialized AI agents collaborating via SQLite. 44 MCP tools. One-command install.

  • ox-mcp

    Rheopyrin/ox-mcp/io.github.Rheopyrin/ox-mcp MCP server

    0★ repo

    MCP server for Open-Xchange: email (IMAP/SMTP), Sieve filters, CalDAV calendar, CardDAV contacts

  • Umbryn mcp

    Rinava/umbryn-mcp/io.github.Rinava/umbryn-mcp MCP server

    0★ repo

    Redacts PII/PHI from text before it reaches an LLM. Fail-closed, self-hosted, no egress.

  • GMO Coin FX MCP Server

    RikitoNoto/gmocoin-fx-mcp/io.github.RikitoNoto/gmocoin-fx-mcp MCP server

    0★ repo

    MCP server for GMO Coin FX trading, positions, executions, klines, and account balances.

  • Homey-Wan-Kenobi MCP

    Ringosystems/Homey-Wan-Kenobi-MCP/io.github.Ringosystems/homey-wan-kenobi-mcp MCP server

    0★ repo

    MCP server for Homey Pro: 60 tools for devices, flows, energy, and Z-Wave/Zigbee diagnostics.