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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

  • Guardrails

    ExpertVagabond/guardrails-mcp-server/io.github.ExpertVagabond/guardrails MCP server

    1★ repo

    AI Agent Guardrails MCP server - security layer

  • Solana

    ExpertVagabond/solana-mcp-server/io.github.ExpertVagabond/solana MCP server

    1★ repo

    Solana MCP server for wallet, transactions & programs

  • Sui mcp server

    ExpertVagabond/sui-mcp-server/io.github.ExpertVagabond/sui-mcp-server MCP server

    1★ repo

    53-tool MCP server for Sui blockchain — wallets, DeFi, Move contracts, staking, SuiNS, analytics

  • Universal db mcp

    Fashad-Ahmed/universal-mcp/io.github.Fashad-Ahmed/universal-db-mcp MCP server

    no license1★ repo

    Security-first MCP server for PostgreSQL, SQLite, MySQL, DuckDB with SQL injection prevention.

  • Burn mcp server

    Fisher521/burn-mcp-server/io.github.Fisher521/burn-mcp-server MCP server

    1★ repo

    AI-powered reading triage MCP. 26 tools with a 24h burn timer. Read less, absorb more.

  • Foodblock mcp

    FoodXDevelopment/foodblock/io.github.FoodXDevelopment/foodblock-mcp MCP server

    1★ repo

    Food data tools for any AI agent. Describe food in English, get structured data back.

  • gecko-mcp

    Frumane/gecko-mcp/io.github.Frumane/gecko-mcp MCP server

    1★ repo

    Control Firefox browsers (Floorp, LibreWolf, Zen, Firefox) from any MCP client.

  • Proxyclaw

    Iploop/proxyclaw-mcp/io.github.Furhworld/proxyclaw MCP server

    no license1★ repo

    Residential proxy MCP server. 175M+ IPs in 195+ countries with anti-bot bypass.

  • NotifyHub — Unified Notification MCP Server

    GabrielBBaldez/notify-hub/io.github.GabrielBBaldez/notify-hub MCP server

    1★ repo

    Send notifications across 23 channels with 36 AI-ready tools. One API, zero boilerplate.

  • Proxy veil

    Goldentrii/proxy-veil/io.github.Goldentrii/proxy-veil MCP server

    no license1★ repo

    Residential proxy MCP server for AI agents — geo-targeting, sticky sessions, anti-bot bypass.

  • AniList MCP Server

    Grinv/anilist-mcp-server/io.github.Grinv/anilist-mcp-server MCP server

    1★ repo

    MCP server for the AniList GraphQL API — anime/manga search, details, and personal list management.

  • JMRI MCP

    HO44-PROJECT/MrJ-JMRI-MCP/io.github.HO44-PROJECT/jmri-mcp MCP server

    1★ repo

    JMRI voice/chat control for DCC model railroads

  • ProjGraph MCP Server

    HandyS11/ProjGraph/io.github.HandyS11/projgraph MCP server

    1★ repo

    Analyze .NET solutions: Generate Mermaid graphs, ERDs, class diagrams, and project metrics.

  • Subotiz Dev MCP(Deprecated)

    Subotiz/dev-mcp/io.github.HanWei30/dev-mcp MCP server

    1★ repo

    Connect AI assistants to Subotiz - Using Subotiz's external capabilities through natural language

  • Stock Image MCP

    Hasilt/images-mcp/io.github.Hasilt/images-mcp MCP server

    1★ repo

    Search and download stock images from Unsplash, Pexels, Pixabay, Freepik, StockVault, and Burst

  • Mcp server

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

    1★ repo

    Intelligent API routing for AI agents. Best service, best price, free alternatives.

  • Mcp tool factory

    HeshamFS/mcp-tool-factory-ts/io.github.HeshamFS/mcp-tool-factory MCP server

    1★ repo

    Generate MCP servers from natural language, OpenAPI specs, or database schemas.

  • HelloBooks AI Agents MCP Server

    Meru-Fin-Tech/HelloBooks-MCP-Public/io.github.HelloBooksAIAgents/hellobooks-mcp MCP server

    1★ repo

    AI agents for bookkeeping, reconciliation, and financial close for SMBs.

  • Voice truthgate mcp

    Hei33enberg/voice-truthgate/io.github.Hei33enberg/voice-truthgate-mcp MCP server

    1★ repo

    Honest voice authenticity for AI agents: enrol a voice, verify a call clip. Signal, not verdict.

  • Agent Workspace MCP

    HrRodan/agent-workspace-mcp/io.github.HrRodan/agent-workspace-mcp MCP server

    no license1★ repo

    A sandboxed, agentic workspace providing secure filesystem, bash, and uv-powered Python execution.

  • Mcp reunion

    Hug0x0/mcp-reunion/io.github.Hug0x0/mcp-reunion MCP server

    1★ repo

    MCP server for Réunion open data (data.regionreunion.com)

  • Dotnet coverage mcp

    Hyeonu-Cha/dotnet-coverage-mcp/io.github.Hyeonu-Cha/dotnet-coverage-mcp MCP server

    1★ repo

    MCP server for .NET coverage: run tests, parse Cobertura, find uncovered branches, append tests.

  • Gilbert mcp

    HugoF1234/Gilbert-mcp/io.github.HugoF1234/gilbert-mcp MCP server

    1★ repo

    Gilbert meetings: list, search, and fetch transcripts & summaries via MCP.

  • Contextful

    Inferensys/contextful/io.github.Inferensys/contextful MCP server

    1★ repo

    Efficient context management: code search, evidence packs, and memory for coding agents.

  • Inistate MCP

    inistate/inistate-mcp/io.github.Inistate/inistate-mcp MCP server

    1★ repo

    MCP server for the Inistate platform: module discovery, entry management, and activity submission.

  • Keyphrases mcp

    IvanRublev/keyphrases-mcp/io.github.IvanRublev/keyphrases-mcp MCP server

    1★ repo

    An MCP server to extract keyphrases from a text with the BERT model

  • K8gentS — Kubernetes RCA MCP Server

    JDoornink/K8gentS/io.github.JDoornink/k8gents MCP server

    no license1★ repo

    Kubernetes RCA agent that sandboxes its own AI with OPA Gatekeeper. MCP-ready for any client.

  • Steam local mcp

    Jackson-Brooks/steam-local-mcp/io.github.Jackson-Brooks/steam-local-mcp MCP server

    1★ repo

    A Windows Steam MCP server with local client controls and optional Steam Web API insights.

  • Pwsh exec mcp

    Jason26214/pwsh-exec-mcp/io.github.Jason26214/pwsh-exec-mcp MCP server

    1★ repo

    A minimal, transparent PowerShell 7 MCP for Windows — one tool: raw exit code, stdout, stderr.

  • MCP Doctor

    Jiansen/mcp-doctor/io.github.Jiansen/mcp-doctor MCP server

    1★ repo

    Check and improve the contract quality of any MCP server — for humans, agents, and platforms.

  • France travail mcp

    jojolabagarre/france-travail-mcp/io.github.JoJoLaBagarre/france-travail-mcp MCP server

    1★ repo

    Serveur MCP des API officielles France Travail : offres d'emploi, ROME 4.0 et ROMEO.

  • Mcp server mcdev

    JoernBerkefeld/mcp-server-mcdev/io.github.JoernBerkefeld/mcp-server-mcdev MCP server

    1★ repo

    mcdev MCP: wiki search, .mcdevrc help, journey checklists, metadata types via mcdev.

  • idamesh

    JordanRO2/idamesh/io.github.JordanRO2/idamesh MCP server

    1★ repo

    MCP server for IDA Pro: decompiler, disassembler, and analysis tools for MCP clients.

  • Workflow MCP

    Juliusolsson05/workflow-mcp/io.github.Juliusolsson05/workflow-mcp MCP server

    1★ repo

    Session-bound Docker workflow server through Codex. State is discarded with the container.

  • HyperXosist-Agent Remote MCP

    KG-NINJA/HyperXosist-Agent/io.github.KG-NINJA/hyperxosist-agent MCP server

    1★ repo

    X feedback discovery, noise-reduced query planning, signal filtering, and AI handoffs.

  • Standby design mcp

    KarstenKreh/Standby.Design/io.github.KarstenKreh/standby-design-mcp MCP server

    1★ repo

    Generate design systems: OKLCH color palettes, fluid type scales, spacing, shape and icon tokens.

  • footnote-mcp

    KazKozDev/footnote-mcp/io.github.KazKozDev/footnote-mcp MCP server

    1★ repo

    Source-grounded web research: search, extraction, verification, and browser automation.

  • Abscissa

    KazKozDev/abscissa/io.github.KazKozDev/abscissa MCP server

    1★ repo

    Safety-aware MCP server for Linear issues, projects, cycles, and dependencies.

  • Video vision mcp

    KitDevUA/video-vision-mcp/io.github.KitDevUA/video-vision-mcp MCP server

    1★ repo

    Analyze any video (local file or URL) into frames + transcript for Claude Code

  • Kochava for Advertisers — Official MCP Server

    Kochava/kochava-k4a-mcp-server/io.github.Kochava/kochava-for-advertisers-mcp-server MCP server

    no license1★ repo

    No account needed — connect, sign up, and query mobile attribution data from any AI tool

  • Agent observability

    KryptosAI/agent-observability/io.github.KryptosAI/agent-observability MCP server

    1★ repo

    Trace AI agent execution: every tool call, every error, every dollar. Open source, local-first.

  • Krystal Voice Caller

    KrystalUnity/kvc-mcp/io.github.KrystalUnity/kvc-mcp MCP server

    1★ repo

    Drive a Krystal Voice Caller tenant from Claude, Cursor, or any MCP-aware agent.

  • Mcp atlas

    LEOyrh/mcp-atlas/io.github.LEOyrh/mcp-atlas MCP server

    1★ repo

    Query 155 verified US county parcel ArcGIS REST endpoints for owner/APN lookup. No API key needed.

  • Invovate mcp server

    LightSpeedPlusOne/invovate-mcp-server/io.github.LightSpeedPlusOne/invovate-mcp-server MCP server

    1★ repo

    AI-agent invoice generator: PDF, JSON & UBL in 11 languages via the Invovate API.

  • Lgpd mcp

    LordMendes/lgpd-mcp/io.github.LordMendes/lgpd-mcp MCP server

    no license1★ repo

    MCP Server para conformidade LGPD. Ferramentas de bases legais, consentimento, PIA e políticas.

  • Heu mcp

    Lucav21/heu-mcp/io.github.Lucav21/heu-mcp MCP server

    1★ repo

    HEU Legal e-signature MCP: manage HEU documents and PDFs, prompt signers, download PDFs.

  • Finanzas mcp

    MITDEVPRO/finanzas-mcp/io.github.MITDEVPRO/finanzas-mcp MCP server

    1★ repo

    25 calculadoras financieras en español: ratios, WACC, DCF, VAN/TIR, DuPont y tributario Chile

  • Atag mcp

    MMasey/atag-mcp/io.github.MMasey/atag-mcp MCP server

    1★ repo

    ATAG 2.0 (Authoring Tool Accessibility Guidelines) guidance for authoring tool developers

  • MailboxValidator

    MailboxValidator/mcp-mailboxvalidator/io.github.MailboxValidator/mcp-mailboxvalidator MCP server

    1★ repo

    Email validation MCP server using the MailboxValidator API. It can validate email addresses.

  • Japan Data MCP

    Mameta29/japan-data-mcp/io.github.Mameta29/japan-data-mcp MCP server

    1★ repo

    30 tools for Japanese data: address, furigana, transit, Diet, holidays, weather, corporate registry

  • Mcp pear

    MarvelNwachukwu/mcp-pear/io.github.MarvelNwachukwu/mcp-pear MCP server

    1★ repo

    MCP server for Pear Protocol: markets, positions, orders, portfolio, and gated trade execution.

  • Orizn visa mcp

    MattJeff/orizn-mcp-server/io.github.MattJeff/orizn-visa-mcp MCP server

    1★ repo

    Visa requirements for 39,585 passport-destination pairs in 15 languages.

  • Stellify mcp

    Stellify-Software-Ltd/stellify-mcp/io.github.MattStellisoft/stellify-mcp MCP server

    no license1★ repo

    Build Laravel apps through conversation. Code stored as structured JSON for surgical AI edits.

  • Swarm at

    Mediaeater/swarm-at-ledger/io.github.Mediaeater/swarm-at MCP server

    1★ repo

    Settlement protocol for AI agent swarms — hash-chained ledger, trust, 48 blueprints, 18 tools

  • Clarik mcp server

    Mikerichardmail/clarik-mcp-server/io.github.Mikerichardmail/clarik-mcp-server MCP server

    1★ repo

    Clarity and memory persistent workspace context manager for Claude.

  • BountyVerdict Agent Decision Tools

    Mimirs402/bountyverdict/io.github.Mimirs402/bountyverdict MCP server

    1★ repo

    Read-only GitHub bounty, agent harness, Actions failure, flake, and MCP tool-drift decisions.

  • Conducted MCP

    Mostov82/conducted-mcp/io.github.Mostov82/conducted-mcp MCP server

    1★ repo

    Stateless advisor + validator for Conducted Development: kickoff, artifact validation, rule checks.

  • Atlassian dc mcp bitbucket

    MrRefactoring/atlassian-dc-mcp/io.github.MrRefactoring/atlassian-dc-mcp-bitbucket MCP server

    1★ repo

    MCP server for Atlassian Bitbucket Data Center - interact with repositories and code

  • QnEvt Verifiable Randomness MCP

    NanaKabu/QnEvt/io.github.NanaKabu/qnevt MCP server

    no license1★ repo

    Verifiable random decisions, audit sampling, fair selection, and proof verification using QnEvt.

  • Macrofactor mcp

    NasserAlbusaidi/macrofactor-mcp/io.github.NasserAlbusaidi/macrofactor-mcp MCP server

    1★ repo

    Fueling & recovery decision engine combining MacroFactor nutrition with Garmin training data

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