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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

  • SkillFM Claude Code Token Usage

    ericm1018/skillfm-claude-code-token-usage-mcp/io.github.ericm1018/skillfm-claude-code-token-usage-cost MCP server

    0★ repo

    Claude Code token usage, cost visibility, and SkillFM Beacon AI health checks for MCP agents.

  • SkillFM LLM Cost Optimizer

    ericm1018/skillfm-llm-cost-optimizer-mcp/io.github.ericm1018/skillfm-llm-cost-optimizer-openai-anthropic-usage MCP server

    0★ repo

    LLM cost optimizer for OpenAI, Anthropic, token usage, BYOK, and SkillFM Beacon audits.

  • pplog

    esaio/pplog-mcp-server/io.github.esaio/pplog MCP server

    0★ repo

    Official MCP server for pplog - a poem sharing service

  • Embedcalc mcp

    ethan-hub26/embedcalc-mcp/io.github.ethan-hub26/embedcalc-mcp MCP server

    0★ repo

    Embedded calculators, codegen & schematic review: CRC, timing, struct, IEEE-754, KiCad.

  • Preflight

    evanfollis/skillfoundry-products/io.github.evanfollis/preflight MCP server

    no license0★ repo

    Check if your MCP server is ready to publish on the MCP Registry, Smithery, or npm.

  • Govee

    evefromwayback/govee-mcp/io.github.evefromwayback/govee-mcp MCP server

    0★ repo

    LAN-first, cloud-fallback MCP server for Govee smart lights and devices.

  • RZD Tickets MCP

    ex3lite/mcp_rzd_tickets/io.github.ex3lite/mcp-rzd-tickets MCP server

    0★ repo

    Read-only MCP server for RZD trains, cars, seats, adjacent pairs and car photos.

  • Staruml mcp

    ezrabrilliant/staruml-mcp/io.github.ezrabrilliant/staruml-mcp MCP server

    0★ repo

    MCP server for StarUML — generate UML diagrams from AI agents via stdio or HTTP.

  • Screenshotrender mcp

    faridmth/screenshotrender-mcp/io.github.faridmth/screenshotrender-mcp MCP server

    0★ repo

    Capture website screenshots from any MCP client via the ScreenshotRender API.

  • Mcp

    fetchsandbox/mcp/io.github.fetchsandbox/mcp MCP server

    0★ repo

    Stateful OpenAPI sandbox for AI agents to validate API integrations end-to-end.

  • ChipsAI MCP Server

    fgasparetto/chipsai-mcp/io.github.fgasparetto/chipsai-mcp MCP server

    0★ repo

    MCP server for ChipsAI — manage chatbots, conversations, and AI models

  • ChipsNews MCP Server

    fgasparetto/chipsnews-mcp/io.github.fgasparetto/chipsnews-mcp MCP server

    0★ repo

    MCP server for ChipsNews — manage news sources, articles, and triggers

  • Filesystem

    fieldcure/fieldcure-mcp-filesystem/io.github.fieldcure/filesystem MCP server

    0★ repo

    Secure MCP server for sandboxed filesystem operations with document parsing support.

  • Outbox

    fieldcure/fieldcure-mcp-outbox/io.github.fieldcure/outbox MCP server

    0★ repo

    Multi-channel messaging MCP server for Slack, Telegram, Email, KakaoTalk, and Discord.

  • Invoicetronic MCP Server

    fgasparetto/invoicetronic-mcp/io.github.fgasparetto/invoicetronic-mcp MCP server

    0★ repo

    MCP server for Italian electronic invoicing (SDI) via Invoicetronic API

  • Voice Transcriber MCP Server

    fgasparetto/voice-transcriber-mcp/io.github.fgasparetto/voice-transcriber-mcp MCP server

    0★ repo

    MCP server for transcribing Google Chat voice messages using Groq Whisper API

  • Rag

    fieldcure/fieldcure-mcp-rag/io.github.fieldcure/rag MCP server

    0★ repo

    MCP RAG server with hybrid search, multi-KB support, and AI-powered chunk contextualization.

  • Essentials

    fieldcure/fieldcure-mcp-essentials/io.github.fieldcure/essentials MCP server

    0★ repo

    Essential MCP server: HTTP, web search, downloads, Wolfram|Alpha, shell, JS, file I/O, memory.

  • Mcp server

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

    no license0★ repo

    Finhay Securities — stock prices, portfolio, gold, crypto, and macro data via AI

  • Atlas mcp server

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

    no license0★ repo

    Hosted MCP for stocks, options, Greeks, brokers, order previews, alerts, and workflows.

  • Guardrly mcp

    fishcoco-code/guardrly-mcp/io.github.fishcoco-code/guardrly-mcp MCP server

    0★ repo

    Non-invasive AI Agent monitoring — audit every API call to Shopify, Meta Ads, and more

  • Mcp sftp orchestrator

    fkom13/mcp-sftp-orchestrator/io.github.fkom13/mcp-sftp-orchestrator MCP server

    no license0★ repo

    Serveur MCP pour l'orchestration de tâches distantes (SSH/SFTP) avec une file d'attente persistante.

  • Nature vision mcp

    fonkychen/nature-vision-mcp/io.github.fonkychen/nature-vision-mcp MCP server

    no license0★ repo

    Identifies biological species, returning Latin names with confidence scores.

  • agent-web — URL to LLM-ready markdown: a polite, robots-respecting web page reader (free)

    foomworks/agent-web/io.github.foomworks/agent-web MCP server

    0★ repo

    URL to clean markdown for LLMs: a polite, robots.txt-respecting web reader. Free, no API key

  • fresh-feeds — trending/new/changed MCP servers + x402 change-data API

    foomworks/fresh-feeds/io.github.foomworks/fresh-feeds MCP server

    0★ repo

    Trending/new/changed MCP servers: a liveness-probed freshness index + x402-paid change-data API

  • Affiliate router mcp

    forgemeshlabs/affiliate-router-mcp/io.github.forgemeshlabs/affiliate-router-mcp MCP server

    no license0★ repo

    Route x402 payments, Pyrimid affiliate splits, and referral links. Vendor-neutral, adapter-based.

  • X402 ads mcp

    forgemeshlabs/x402-ads-mcp/io.github.forgemeshlabs/x402-ads-mcp MCP server

    0★ repo

    x402 ad recommendations, intent analytics, and machine-commerce demand reports.

  • X402 notary mcp

    forgemeshlabs/x402-notary-mcp/io.github.forgemeshlabs/x402-notary-mcp MCP server

    0★ repo

    Cryptographic receipts for AI outputs on Base or Solana via x402.

  • Mcp server geodata placefinder

    fouomene/geodataplacefinder/io.github.fouomene/mcp-server-geodata-placefinder MCP server

    0★ repo

    MCP GeoData Placefinder: search places, reverse geocode, and find nearby locations.

  • FoundRole — AI Job Search & Application Tracker MCP for Claude & ChatGPT

    foundrole/jobs-mcp-proxy/io.github.foundrole/jobs-mcp-proxy MCP server

    0★ repo

    MCP server for AI job search — find jobs, track applications, get alerts. Claude, ChatGPT, Cursor.

  • Property mortgage mcp

    foxdavidson/property-mortgage-mcp/io.github.foxdavidson/property-mortgage-mcp MCP server

    0★ repo

    UK mortgage calculators: stamp duty, MCOB 3A HNW qualification, and bridging loan cost.

  • Mcp fraudlabspro

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

    0★ repo

    Fraud Prevention MCP server using FraudLabs Pro API.

  • Mcp

    freeappstore-online/mcp/io.github.freeappstore-online/mcp MCP server

    no license0★ repo

    AI agent tools for FreeAppStore: deploy status, SDK docs, app info, platform guide.

  • Jira mcp server

    friendlygeorge/jira-mcp-server/io.github.friendlygeorge/jira-mcp-server MCP server

    0★ repo

    MCP server for Jira — search, create, update, transition issues, manage projects, boards, and spr...

  • Jobber mcp server

    friendlygeorge/jobber-mcp-server/io.github.friendlygeorge/jobber-mcp-server MCP server

    0★ repo

    MCP server for Jobber (home services SaaS) — exposes tools for clients, jobs, invoices, and quote...

  • Plausible mcp server

    friendlygeorge/plausible-mcp-server/io.github.friendlygeorge/plausible-mcp-server MCP server

    no license0★ repo

    MCP server for Plausible Analytics — privacy-friendly web analytics. 12 tools for traffic, conver...

  • Etherscan mcp server

    friendlygeorge/etherscan-mcp-server/io.github.friendlygeorge/etherscan-mcp-server MCP server

    0★ repo

    MCP server for Etherscan — Ethereum blockchain explorer API for AI assistants

  • Posthog mcp server

    friendlygeorge/posthog-mcp-server/io.github.friendlygeorge/posthog-mcp-server MCP server

    0★ repo

    MCP server for PostHog — product analytics for AI assistants. Query events, persons, insights, da...

  • Resend mcp server

    friendlygeorge/resend-mcp-server/io.github.friendlygeorge/resend-mcp-server MCP server

    0★ repo

    MCP server for Resend — transactional email API for AI assistants...

  • Stripe mcp server

    friendlygeorge/stripe-mcp-server/io.github.friendlygeorge/stripe-mcp-server MCP server

    0★ repo

    MCP server for Stripe API — customers, charges, payments, subscriptions, products, and invoices

  • ESG MCP Servers

    freminder/esg-mcp-servers/io.github.freminder/esg-mcp-servers MCP server

    0★ repo

    31 MCP tools for ESG data extraction, PDF processing, vector search, and EU regulation analysis.

  • Defillama mcp server

    friendlygeorge/defillama-mcp-server/io.github.friendlygeorge/defillama-mcp-server MCP server

    0★ repo

    MCP server for DeFi Llama — free DeFi TVL, yields, stablecoins, bridges, DEX, and fee data for AI...

  • Forge MCP

    frmoded/forge-mcp/io.github.frmoded/forge-mcp MCP server

    0★ repo

    MCP server + tools for the Forge E-- generative-music authoring loop (compile / run / commit).

  • Sentry mcp server

    friendlygeorge/sentry-mcp-server/io.github.friendlygeorge/sentry-mcp-server MCP server

    0★ repo

    MCP server for Sentry — error tracking, issues, releases, events, and projects for AI assistants.

  • Coingecko mcp server

    friendlygeorge/coingecko-mcp-server/io.github.friendlygeorge/coingecko-mcp-server MCP server

    0★ repo

    MCP server for CoinGecko cryptocurrency data API

  • SkinKnowledgeBase Skincare Question and Answer MCP

    fulcrai/skb-mcp/io.github.fulcrai/skb-mcp MCP server

    no license0★ repo

    Skincare Question and Answer with cited products, ingredients, sources, and comparison context.

  • Ead enterprise suite

    g-digital-by-Garrigues/EAD_Enterprise_Suite_MCP/io.github.g-digital-by-Garrigues/ead-enterprise-suite MCP server

    0★ repo

    MCP server for EAD Enterprise Suite - signatures, evidence, notifications, dossiers via AI agents.

  • Ead factory

    g-digital-by-Garrigues/EAD-Factory-MCP/io.github.g-digital-by-Garrigues/ead-factory MCP server

    0★ repo

    MCP server for EAD Factory: qualified evidence, signature, notifications and chat via AI agents.

  • Gocertius

    g-digital-by-Garrigues/GoCertius_MCP/io.github.g-digital-by-Garrigues/gocertius MCP server

    0★ repo

    MCP server for GoCertius: certified evidence, dossiers, notifications and chats via AI agents.

  • Afya mcp

    gabrielmahia/afya-mcp/io.github.gabrielmahia/afya-mcp MCP server

    0★ repo

    MCP server for health-service coordination in East Africa (afya = health)

  • Afya ya akili mcp

    gabrielmahia/afya-ya-akili-mcp/io.github.gabrielmahia/afya-ya-akili-mcp MCP server

    0★ repo

    MCP server for mental-health support coordination in East Africa (afya ya akili = mental health)

  • Church mcp

    gabrielmahia/church-mcp/io.github.gabrielmahia/church-mcp MCP server

    0★ repo

    MCP server for congregation and community-organization coordination in East Africa

  • County mcp

    gabrielmahia/county-mcp/io.github.gabrielmahia/county-mcp MCP server

    0★ repo

    MCP server for Kenyan county-government services and coordination

  • Decision intelligence mcp

    gabrielmahia/decision-intelligence-mcp/io.github.gabrielmahia/decision-intelligence-mcp MCP server

    0★ repo

    classical-strategy-mcp

  • Diaspora mcp

    gabrielmahia/diaspora-mcp/io.github.gabrielmahia/diaspora-mcp MCP server

    0★ repo

    MCP server for diaspora services coordination between East Africa and abroad

  • Bima mcp

    gabrielmahia/bima-mcp/io.github.gabrielmahia/bima-mcp MCP server

    no license0★ repo

    🛡️ bima-mcp — Kenya Insurance Intelligence MCP Server

  • Ardhi mcp

    gabrielmahia/ardhi-mcp/io.github.gabrielmahia/ardhi-mcp MCP server

    0★ repo

    MCP server for land records and land-service coordination in Kenya (ardhi = land)

  • Elimu mcp

    gabrielmahia/elimu-mcp/io.github.gabrielmahia/elimu-mcp MCP server

    0★ repo

    MCP server for education coordination in East Africa (elimu = education)

  • Familia mcp

    gabrielmahia/familia-mcp/io.github.gabrielmahia/familia-mcp MCP server

    0★ repo

    MCP server for family-services coordination in East Africa (familia = family)

  • Fomu mcp

    gabrielmahia/fomu-mcp/io.github.gabrielmahia/fomu-mcp MCP server

    0★ repo

    MCP server for government forms and document workflows in Kenya (fomu = form)

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