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
Read only local mysql mcp server
hovecapital/read-only-local-mysql-mcp-server/capital.hove/read-only-local-mysql-mcp-server MCP server
7★ repoMCP server for read-only MySQL database queries in Claude Desktop
adrianczuczka/mason/com.adrianczuczka/mason MCP server
7★ repoContext engineering MCP server — generates CLAUDE.md files via structured codebase analysis
altmetric/altmetric-mcp/com.altmetric.mcp/altmetric-mcp MCP server
7★ repoMCP server for Altmetric APIs - track research attention across news, policy, social media, and more
conversionapi/mcp/com.enconvert/mcp MCP server
7★ repoMCP server for the Enconvert API. Convert URLs and files to PDF, screenshots, and markdown.
danieldoderlein/llm-bus/com.llm-bus/llm-bus MCP server
7★ repoCoordinate multiple AI agents over MCP: atomic claims, leases, shared ledger, handoffs, tasks.
QuantToGo/quanttogo-mcp/com.quanttogo/quanttogo-mcp MCP server
7★ repoMacro-factor quantitative signal source for US and China stock markets via MCP.
2s-io/sdk/io.github.2s-io/mcp MCP server
7★ repo575+ agent tools: data, AI gateway, storage/queues/watchers. x402 USDC, no keys, usage billing.
AceDataCloud/MidjourneyMCP/io.github.AceDataCloud/mcp-midjourney MCP server
7★ repoMCP server for Midjourney AI image generation and editing
AceDataCloud/NanoBananaMCP/io.github.AceDataCloud/mcp-nanobanana-pro MCP server
7★ repoMCP server for NanoBanana AI image generation and editing
Aimino-Tech/OpenTalk2HTML-NotMD/io.github.Aimino-Tech/opentalk2html-notmd MCP server
7★ repoMCP server for HTML generation from AI agents
BenAHammond/code-auditor-mcp/io.github.BenAHammond/code-auditor-mcp MCP server
7★ repoCode Quality Auditor: Analyze code for SOLID principles, DRY violations, and more
Berckan/bugherd-mcp/io.github.Berckan/bugherd-mcp MCP server
7★ repoBugHerd API v2 integration — 37 tools for projects, tasks, comments, and webhooks.
ClawCall-Dev/clawcall/io.github.ClawCall-Dev/clawcall MCP server
7★ repoMCP server for ClawCall — AI-powered US phone calling.
Digilac/simap-mcp/io.github.Digilac/simap-mcp MCP server
7★ repoMCP server for simap.ch - Swiss public procurement platform
Exekiel179/MNE-MCP/io.github.Exekiel179/mne-mcp MCP server
7★ repoMNE-Python neurophysiology analysis (EEG, MEG, sEEG, ECoG, fNIRS) via the Model Context Protocol
K1ta141k/mcp-bench-router/io.github.K1ta141k/mcp-bench-router MCP server
7★ repoRoutes design tasks to designarena.ai's top-ranked model via OpenRouter across 14 categories.
LinuxSuRen/atest-mcp-server/io.github.LinuxSuRen/atest-mcp-server MCP server
no license7★ repoAuto-download & launch https://github.com/LinuxSuRen/atest-mcp-server
MShekow/package-version-check-mcp/io.github.MShekow/package-version-check-mcp MCP server
7★ repoReturns the latest package / dependency / tool versions for Python, NPM, Go, Docker, Helm, etc.
Mogacode-ma/infomaniak-mcp-agent/io.github.Mogacode-ma/infomaniak-mcp-agent MCP server
7★ repoUnofficial Infomaniak MCP — hosting, Node.js, mail, DNS, kDrive, SSL, VPS, domains. 81 tools.
NayakwadiS/mftool-mcp/io.github.NayakwadiS/mftool-mcp MCP server
7★ repoMCP Server for publicly available Indian Mutual Funds data
OrygnsCode/opa-mcp-server/io.github.OrygnsCode/opa-mcp MCP server
7★ repoAuthor, validate, debug, and explain OPA Rego policies through any MCP-compatible client.
ParthJadhav/telegram-notify-mcp/io.github.ParthJadhav/telegram-notify-mcp MCP server
7★ repoSend Telegram notifications from AI agents — text, photos, and documents.
PierreJanineh/TechDebtMCP/io.github.PierreJanineh/tech-debt-mcp MCP server
7★ repoMCP Server for analyzing technical debt across multiple programming languages
SamuelMoraesF/mcp-organizze/io.github.SamuelMoraesF/mcp-organizze MCP server
7★ repoMCP para integração com o gestor financeiro Organizze. Crie transações, consulte saldos e metas.
SidneyBissoli/ibge-br-mcp/io.github.SidneyBissoli/ibge-br-mcp MCP server
7★ repoMCP server for live, sourced Brazilian public data from the official IBGE APIs.
SilbercueSwift — iOS MCP Server
silbercue/SilbercueSwift/io.github.Silbercue/silbercueswift MCP server
7★ repoiOS MCP server: 55 tools, xcresult parsing, UI automation, 15ms screenshots.
analyticsinmotion/mcp-listen/io.github.analyticsinmotion/mcp-listen MCP server
7★ repoGive your AI agents the ability to listen. Microphone capture and speech-to-text.
annibale-x/webshift/io.github.annibale-x/webshift MCP server
7★ repoRust MCP server for denoised web search — fetch, clean, and rerank web content for AI agents.
aoreshkov/kotlin-lib-mcp/io.github.aoreshkov/kotlin-lib-mcp MCP server
7★ repoExposes the public API, KDoc and sources of Maven-published Kotlin/Java libraries to MCP clients
aplaceforallmystuff/mcp-threatintel/io.github.aplaceforallmystuff/mcp-threatintel MCP server
7★ repoUnified threat intel - OTX, AbuseIPDB, GreyNoise, abuse.ch, Feodo Tracker
askadvaith/MCP-State-Sidecar/io.github.askadvaith/mcp-state-sidecar MCP server
7★ repoMCP State Sidecar: durable state persistence for multi-agent AI workflows
ayhammouda/python-docs-mcp-server/io.github.ayhammouda/python-docs-mcp-server MCP server
7★ repoThe canonical Python stdlib oracle for AI coding agents — always free, always MIT, token-frugal.
baixianger/camoufox-mcp/io.github.baixianger/camoufox-mcp MCP server
no license7★ repoAnti-detection browser automation with Camoufox - stealth Firefox for web scraping
caelum29/calibre-mcp/io.github.caelum29/calibre-mcp MCP server
7★ repoCalibre ebook library server: search, read content, curate metadata, semantic search, gated writes.
claymore666/ccu-mcp/io.github.claymore666/ccu-mcp MCP server
7★ repoMCP server for controlling HomeMatic smart home devices via the CCU JSON-RPC API
claymore666/debmatic-mcp/io.github.claymore666/debmatic-mcp MCP server
7★ repoMCP server for controlling HomeMatic smart home devices via the CCU JSON-RPC API
cyclimse/mcp-scaleway-functions/io.github.cyclimse/mcp-scaleway-functions MCP server
7★ repoUnofficial MCP Server for Scaleway Serverless Functions
darshjoshi/pitwall/io.github.darshjoshi/pitwall MCP server
7★ repoF1 race engineer for Claude — 79 tools for live timing, telemetry, strategy, and 75 years of history
decibri/mcp-listen/io.github.decibri/mcp-listen MCP server
7★ repoGive your AI agents the ability to listen. Microphone capture and speech-to-text.
devag7/linkedin-mcp/io.github.devag7/linkedin-mcp MCP server
7★ repoLinkedIn for AI assistants — search, profiles, jobs, feed, messaging, and gated writes.
ejentum/self-inspect-mcp/io.github.ejentum/self-inspect-mcp MCP server
7★ repoSend a thought, get one metathought that makes your agent inspect its own assumptions. Keyless.
emercoin/emer-ai-tools/io.github.emercoin/emercoin-agent MCP server
7★ repoOn-chain identity and durable memory for AI agents on the Emercoin blockchain (NVS).
felixgeelhaar/scout/io.github.felixgeelhaar/scout MCP server
7★ repoBrowser automation MCP server with 84 tools. Pure CDP, DOM diffing, vision hybrid.
flinker-app/ifc-mcp/io.github.flinker-app/ifc-mcp MCP server
7★ repoLocal IFC/BIM MCP server with IfcOpenShell Python in Pyodide and an IFC viewer.
gander-tools/osm-tagging-schema-mcp/io.github.gander-tools/osm-tagging-schema-mcp MCP server
7★ repoMCP server for querying and validating OpenStreetMap tags
iris-eval/mcp-server/io.github.iris-eval/mcp-server MCP server
7★ repoThe agent eval standard for MCP. Score every agent output for quality, safety, and cost.
ivanostanin/lucius-mcp/io.github.ivanostanin/lucius-mcp MCP server
7★ repoMCP server for managing Allure TestOps tests, launches, plans, defects, and metadata.
jamiew/spotify-mcp/io.github.jamiew/spotify-mcp MCP server
7★ repoMCP server connecting LLMs to Spotify, with smart-batching and large-playlist tools
jkawamoto/mcp-florence2/io.github.jkawamoto/mcp-florence2 MCP server
7★ repoAn MCP server for processing images using Florence-2
juliangeymonat-jpg/wikimoth/io.github.juliangeymonat-jpg/wikimoth MCP server
7★ repoDeterministic, token-minimal agent memory: multi-hop [[wikilink]] recall with no LLM in the loop.
jurimaxam-dotcom/chemdraw-mcp/io.github.jurimaxam-dotcom/chemdraw-mcp MCP server
7★ repoMolecule names or SMILES to 2D structures, reactions, mechanisms, spectra - offline via RDKit.
justadityaraj/amazon-in-mcp/io.github.justadityaraj/amazon-in-mcp-server MCP server
7★ repoSearch Amazon.in: cheapest in-stock, best-value picks, product details, Keepa price-history.
kiki830621/che-apple-mail-mcp/io.github.kiki830621/che-apple-mail-mcp MCP server
7★ repoApple Mail MCP — 44 tools, SQLite millisecond search, .emlx parser, batch ops
klarlabs-studio/scout/io.github.klarlabs-studio/scout MCP server
7★ repoBrowser automation MCP server with 84 tools. Pure CDP, DOM diffing, vision hybrid.
latent-9/reddit-growth-mcp/io.github.latent-9/reddit-growth-mcp MCP server
7★ repoFind where to post on Reddit and score your draft before posting — no API keys needed.
michael-denyer/memory-mcp/io.github.michael-denyer/hot-memory-mcp MCP server
7★ repoTwo-tier memory: hot cache (0ms) + semantic search. Self-organizing.
mw-jeong/AgentSUMO/io.github.mw-jeong/agentsumo-mcp MCP server
7★ repoMCP server for LLM-driven SUMO traffic simulation, scenario design, and result analysis.
mypracticaltools/Reddit-MCP-Server/io.github.mypracticaltools/reddit-mcp-server MCP server
7★ repoReddit MCP Server via Apify
nalegaluorg/nalegalu/io.github.nalegaluorg/nalegalu MCP server
7★ repoSemantic search over Polish law and case law, citing the exact in-force article.
narekmalk/safedb-mcp/io.github.narekmalk/safedb-mcp MCP server
7★ repoA secure MCP server that lets AI agents query databases safely.