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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

  • Eset mcp

    maciekaz/ESET-MCP/io.github.maciekaz/eset-mcp MCP server

    2★ repo

    MCP server for the ESET ecosystem - Connect cloud + PROTECT On-Prem, multi-tenant, RO/RW

  • Incident Response MCP for Apache Airflow

    madamak/apache-airflow-mcp-server/io.github.madamak/apache-airflow-mcp-server MCP server

    2★ repo

    Diagnose Airflow failures from UI links with bounded logs and optional recovery actions.

  • Swiss democracy mcp

    malkreide/swiss-democracy-mcp/io.github.malkreide/swiss-democracy-mcp MCP server

    2★ repo

    Parliament OData, Swissvotes, referendums, voting results

  • Swiss statistics mcp

    malkreide/swiss-statistics-mcp/io.github.malkreide/swiss-statistics-mcp MCP server

    2★ repo

    BFS STAT-TAB PxWeb API for official Swiss statistics

  • Mikrotik

    marcelo-ochoa/servers/io.github.marcelo-ochoa/mikrotik MCP server

    no license2★ repo

    MCP server for MikroTik RouterOS API

  • Mcp server spreadsheet

    marekrost/mcp-server-spreadsheet/io.github.marekrost/mcp-server-spreadsheet MCP server

    2★ repo

    MCP server for spreadsheet files (.xlsx, .csv, .ods) - cell-level ops + DuckDB SQL engine.

  • Southwest

    markswendsen-code/mcp-southwest/io.github.markswendsen-code/southwest MCP server

    no license2★ repo

    MCP server for Southwest Airlines - search flights, manage bookings

  • Mcp saos

    matematicsolutions/mcp-saos/io.github.matematicsolutions/mcp-saos MCP server

    2★ repo

    MCP server for Polish court judgments via the SAOS API with verifiable citations.

  • Tenkai mcp

    mcfredrick/tenkai/io.github.mcfredrick/tenkai-mcp MCP server

    no license2★ repo

    Search Tenkai Daily AI news for open-source releases, papers, and tools. Updated daily.

  • Legal MCP (alternativa ao Jusbrasil)

    mcp-dir/jusbrasil-mcp/io.github.mcp-dir/jusbrasil-mcp MCP server

    2★ repo

    Open-source alternative to Jusbrasil for AI: find lawsuits by name, CPF, CNPJ or case number and bui

  • Mcp time

    mcpcentral-io/mcp-time/io.github.mcpcentral-io/mcp-time MCP server

    no license2★ repo

    Time MCP server via HTTP

  • Mcp server

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

    2★ repo

    Track AI agent costs, detect waste, optimize models, and prove ROI. 23 MCP tools across 10 domains.

  • Tapsite

    mgriffen/tapsite/io.github.mgriffen/tapsite MCP server

    2★ repo

    MCP server for web inspection, design system extraction, and accessibility audits

  • Codexa

    mirnoorata/codexa/io.github.mirnoorata/codexa MCP server

    2★ repo

    Codex-native codebase intelligence context compiler and query-only MCP server.

  • Molpha MCP

    molpha/mcp/io.github.molpha/mcp MCP server

    2★ repo

    MCP server that lets AI agents create, fetch, verify, and publish Molpha oracle data.

  • Boe mcp

    moureauf/boe-mcp/io.github.moureauf/boe-mcp MCP server

    2★ repo

    Bank of England base rate, rate history, historical lookup, and next MPC meeting date over stdio.

  • ldraw-mcp

    musharna/ldraw-mcp/io.github.musharna/ldraw-mcp MCP server

    2★ repo

    Render LDraw/LEGO models to images with real part geometry via headless Blender + ImportLDraw

  • Neo4j mcp canary

    neo4j-labs/neo4j-mcp-canary/io.github.neo4j-labs/neo4j-mcp-canary MCP server

    no license2★ repo

    Neo4j MCP Canary — The canary goes first so the rest of us know what's coming

  • okffs

    neturely/okffs/io.github.neturely/okffs MCP server

    2★ repo

    MCP server connecting Claude Code to GitHub for an issue to branch to PR to close workflow.

  • Toolcairn mcp

    neurynae/toolcairn-mcp/io.github.neurynae/toolcairn-mcp MCP server

    2★ repo

    MCP server for tool discovery: find, compare, and verify tools across 35+ registries.

  • Lit forge mcp

    noblabs/lit-forge-mcp/io.github.noblabs/lit-forge-mcp MCP server

    2★ repo

    Asset planning, market data, econ releases, central bank speakers, US macro, geopolitical. 19 tools.

  • Mcp server cloud fs

    nogoo9/mcp-server-cloud-fs/io.github.nogoo9/mcp-server-cloud-fs MCP server

    no license2★ repo

    Cloud replacement for mcp-server-filesystem — 20 tools for S3, Azure Blob, and GCS

  • Mcp code sanitizer

    notasandy/mcp-code-sanitizer/io.github.notasandy/mcp-code-sanitizer MCP server

    2★ repo

    Strict AI code reviewer powered by Groq. Finds bugs and vulnerabilities.

  • Snowflake MCP Server

    nsphung/mcp-snowflake-server/io.github.nsphung/mcp-snowflake-server MCP server

    2★ repo

    A Snowflake MCP server — SQL queries, schema exploration, and data insights for AI assistants

  • MCP Composer

    oaslananka/mcp-suite/io.github.oaslananka/composer MCP server

    2★ repo

    Aggregate multiple MCP backends behind a single stdio endpoint with namespaced routing.

  • MCP Debug Recorder

    oaslananka/debug-recorder-mcp/io.github.oaslananka/debug-recorder-mcp MCP server

    2★ repo

    Record debug sessions, commands, failed attempts, and successful fixes in local SQLite storage.

  • Infra lens mcp

    oaslananka/infra-lens-mcp/io.github.oaslananka/infra-lens-mcp MCP server

    2★ repo

    SSH Linux metrics, baselines, anomaly detection, and plain-English infrastructure explanations.

  • MCP Health Monitor

    oaslananka/health-monitor-mcp/io.github.oaslananka/health-monitor-mcp MCP server

    2★ repo

    Monitor MCP, CI, and HTTP targets with health history, TLS expiry, assertions, and diagnostics

  • ssh-mcp-pro

    oaslananka/ssh-mcp-pro/io.github.oaslananka/ssh-mcp-pro MCP server

    2★ repo

    Secure MCP SSH automation server with policy controls, resources, prompts, stdio, and HTTP.

  • Capture Screen MCP

    ochtum/CaptureScreenMCP/io.github.ochtum/capture-screen MCP server

    2★ repo

    Windows screen capture MCP server with display, region, and active-window capture tools.

  • Github gist

    ofershap/mcp-server-github-gist/io.github.ofershap/github-gist MCP server

    2★ repo

    MCP server to create, read, update, list, and search GitHub Gists from your IDE

  • Docker

    ofershap/mcp-server-docker/io.github.ofershap/docker MCP server

    2★ repo

    MCP server for Docker — manage containers, images, volumes, and compose services from your IDE

  • Tinify ai

    onepunchtechnology/tinify-ai-mcp-server/io.github.onepunchtechnology/tinify-ai MCP server

    2★ repo

    MCP server for Tinify image optimization — one tool, max optimization

  • Alembica MCP

    open-and-sustainable/alembica/io.github.open-and-sustainable/alembica-mcp MCP server

    2★ repo

    MCP server for Alembica validation, extraction, cost estimation, and schema queries.

  • Spec score mcp

    openpoem/spec-score-mcp/io.github.openpoem/spec-score-mcp MCP server

    2★ repo

    Score your specs before feeding them to an LLM. MCP server with radar chart visualization.

  • ABAP Accelerator

    openkash/abap-accelerator/io.github.openkash/abap-accelerator MCP server

    2★ repo

    MCP server for SAP ABAP development with 15 tools for ABAP objects, syntax, ATC, and more

  • Compliance trestle mcp

    oscal-compass/compliance-trestle-mcp/io.github.oscal-compass/compliance-trestle-mcp MCP server

    2★ repo

    An MCP server that provides tools to author OSCAL security compliance documentation

  • Gitlab docs

    ozanmutlu/Gitlab-Docs-MCP/io.github.ozanmutlu/gitlab-docs MCP server

    2★ repo

    GitLab documentation search for AI assistants via Model Context Protocol (MCP)

  • Etld mcp server

    pablixnieto2/etld-mcp-server/io.github.pablixnieto2/etld-mcp-server MCP server

    no license2★ repo

    Deterministic B2B Data Middleware. Waterfall parsing for CSV, EDI, SEC & Finance. No hallucinations.

  • Monad mcp

    pareen/monad-mcp/io.github.pareen/monad-mcp MCP server

    2★ repo

    Monad blockchain gateway for AI agents: balances, transfers, swaps, DeFi, with Privy signing.

  • Monzo mcp

    partymola/monzo-mcp/io.github.partymola/monzo-mcp MCP server

    2★ repo

    Read-only MCP server for the Monzo banking API: OAuth, local transaction cache, spending analysis.

  • Fitbit mcp

    partymola/fitbit-mcp/io.github.partymola/fitbit-mcp MCP server

    2★ repo

    MCP server for the Fitbit Web API with OAuth PKCE, local SQLite cache, and trend analysis.

  • Mcp server

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

    no license2★ repo

    Build intent specs via Socratic AI conversation. Connect to your Intent Layer for context.

  • Superhighway mcp

    patwalls/superhighway-mcp/io.github.patwalls/superhighway-mcp MCP server

    2★ repo

    Web search for AI agents — 5 tools: search, news, images, scrape, research. x402/USDC or API key.

  • DugganUSA CLI — Local STDIO MCP

    pduggusa/dugganusa-cli/io.github.pduggusa/dugganusa-cli MCP server

    2★ repo

    Local STDIO MCP for DugganUSA threat intel. 1.13M IOCs. Read-only. npm: dugganusa-cli.

  • CallRail MCP

    pghdma/callrail-mcp/io.github.pghdma/callrail-mcp MCP server

    2★ repo

    CallRail REST API v3 — 59 tools: full CRUD, leads, server-side analytics, agency reporting.

  • Bolor brain mcp

    photoxpedia/bolor-brain-mcp/io.github.photoxpedia/bolor-brain-mcp MCP server

    2★ repo

    Cognitive architecture MCP server with memory, learning, and contextual understanding

  • Maildev mcp

    pierre3/MailDevMcp/io.github.pierre3/maildev-mcp MCP server

    2★ repo

    MailDev MCP server. Manage Docker containers and inspect emails from your AI editor or MCP client.

  • Kernal mcp

    pintomatic/kernal/io.github.pintomatic/kernal-mcp MCP server

    2★ repo

    Graph-native memory for AI agents: a knowledge graph built from conversation, via MCP.

  • Aria mcp server

    pkotecha-eng/aria-mcp-server/io.github.pkotecha-eng/aria-mcp-server MCP server

    2★ repo

    Search 35M+ PubMed, 400K+ ClinicalTrials.gov & ISRCTN trials. Prompts included. No API key.

  • Spraay x402 mcp

    plagtech/spraay-x402-mcp/io.github.plagtech/spraay-x402-mcp MCP server

    2★ repo

    MCP server for Spraay x402 Gateway. 60 tools for crypto payments, DeFi, and AI on Base.

  • Sequenzy mcp

    Sequenzy/mcp/io.github.polnikale/sequenzy-mcp MCP server

    no license2★ repo

    Sequenzy MCP server for AI-powered email marketing automation.

  • Jd intel mcp

    prPMDev/jd-intel/io.github.prPMDev/jd-intel-mcp MCP server

    2★ repo

    Your AI fetches and reads full job descriptions across seven ATS platforms, no copy-paste.

  • Context bridge

    prateekg7/Context-Bridge/io.github.prateekg7/context-bridge MCP server

    2★ repo

    Context portability MCP server for compressing, formatting, and resuming AI conversation handoffs.

  • reMarkable MCP Server (Read/Write)

    praveensehgal/remarkable-mcp/io.github.praveensehgal/remarkable MCP server

    2★ repo

    Read, write, and manage your reMarkable tablet — browse, upload, create folders, move, delete, OCR

  • Mcp docs server

    praveenc/mcp-docs-server/io.github.praveenc/mcp-docs-server MCP server

    no license2★ repo

    MCP server for searching MCP protocol documentation

  • Presidio hardened x402 mcp

    presidio-v/presidio-hardened-x402-mcp/io.github.presidio-v/presidio-hardened-x402-mcp MCP server

    2★ repo

    Pre-payment PII screener for x402 — catches emails, SSNs, names before agents sign.

  • Prufa mcp

    prufa-dev/prufa-mcp/io.github.prufa-dev/prufa-mcp MCP server

    2★ repo

    The full Prufa QA agent over MCP: audits, flows, monitors, gremlin chaos, discovery.

  • Predictalot

    psyb0t/docker-predictalot/io.github.psyb0t/predictalot MCP server

    2★ repo

    Self-hosted MCP server for time-series forecasting and tabular ML via foundation models.

  • Mailbox

    psyb0t/docker-mailbox/io.github.psyb0t/mailbox MCP server

    2★ repo

    Self-hosted MCP server for unified IMAP/SMTP mailbox access: read, list, and send email.