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
adelaidasofia/instagram-mcp/io.github.adelaidasofia/instagram-mcp MCP server
0★ repoOfficial, multi-account Instagram Graph API MCP: read, publish, analytics, comments, DMs.
adelaidasofia/luma-mcp/io.github.adelaidasofia/luma-mcp MCP server
0★ repolu.ma events MCP server with draft+confirm safety, audit logging, and prompt-injection scrubbing.…
addiplus/vercel-deployment-mcp/io.github.addiplus/vercel-deployment-mcp MCP server
0★ repoReference MCP stdio server for observing Vercel projects and deployments.
MCP server for RescueTime productivity data
adelaidasofia/rescuetime-mcp/io.github.adelaidasofia/rescuetime-mcp MCP server
0★ repoMCP server for RescueTime productivity data
adelaidasofia/parse-mcp/io.github.adelaidasofia/parse-mcp MCP server
0★ repoOne MCP, many parsers. Routes between markitdown, Docling, and LlamaParse. Plus an interpret tool…
adelaidasofia/whatsapp-mcp/io.github.adelaidasofia/whatsapp-mcp MCP server
0★ repoWhatsApp MCP. SQLCipher-encrypted, scrubber-CI-gated, draft-and-confirm sends, voice transcription.
afferens/afferens-mcp/io.github.afferens/mcp-server MCP server
no license0★ repoReal-time physical perception for AI agents — vision, spatial, acoustic, environmental
agenson-tools/agent-output-guard-mcp/io.github.agenson-horrowitz/agent-output-guard MCP server
0★ repoValidate and verify data from other agents before acting on it. Zero LLM costs.
africa-api/africa-api-mcp/io.github.africa-api/africa-api-mcp MCP server
0★ repoMCP server for Africa API — access data on all 54 African countries through Claude
agent-idx/mcp/io.github.agent-idx/mcp MCP server
no license0★ repoP2P Agent Index MCP — publish and search decentralized web indexes over libp2p.
agentc22/x402engine-mcp/io.github.agentc22/x402engine-mcp MCP server
no license0★ repo50+ pay-per-call APIs for AI agents — images, LLM, code, crypto, travel & more via x402
ahmaddioxide/image-resolver-mcp/io.github.ahmaddioxide/image-resolver MCP server
0★ repoMCP server for context-aware royalty-free image search from Pexels and Unsplash
ai-human-andalusia/hrevn-mcp-server/io.github.ai-human-andalusia/hrevn-mcp-server MCP server
no license0★ repoHREVN trust layer for baseline diagnostics and verifiable workflow integrity for AI agents.
aidocx/mcp-server/io.github.aidocx/mcp-server MCP server
no license0★ repoCreate, upload, and manage contracts from AI assistants. AI analysis and e-signatures.
ailingqu/ApiAny.AI-MCP/io.github.ailingqu/apiany-mcp MCP server
0★ repoAPIAny MCP server for model discovery, pricing, docs, and integration examples.
aimsise/color-engine-mcp/io.github.aimsise/color-engine-mcp MCP server
0★ repoSix pure, in-memory CSS color tools: parse, convert, WCAG/APCA contrast, gamut map, ramps, solver
aistatusdashboard/aistatusdashboard/io.github.aistatusdashboard/aistatusdashboard MCP server
0★ repoRead-only MCP server for AIStatusDashboard status, incidents, metrics, and fallback recommendations.
aitools420/onchain-safety-mcp/io.github.aitools420/onchain-safety-mcp MCP server
0★ repoToken-safety for AI agents: rug/honeypot verdict + score across PulseChain, Monad, Base & BSC
akkylab/litra-paper-search-mcp/io.github.akkylab/litra-paper-search MCP server
0★ repoMCP server for Litra.ai – AI-powered academic paper search with relevance scoring and summarization
akshaykylas94/MCP/io.github.akshaykylas94/kylas-crm MCP server
no license0★ repoMCP server for Kylas CRM: create, search, and manage leads. Requires KYLAS_API_KEY.
alanzha2/observe-instrument-mcp/io.github.alanzha2/observe-instrument-mcp MCP server
no license0★ repoAdd OpenTelemetry tracing to Python AI agents. Supports LangGraph, LlamaIndex, CrewAI, OpenAI SDK.
alesav/smspm-mcp/io.github.alesav/smspm MCP server
0★ repoSend SMS via the SMSPM API from any MCP client.
alexanderolvera/dfhack-mcp/io.github.alexanderolvera/dfhack-mcp MCP server
0★ repoMCP server exposing a live Dwarf Fortress fort to an AI agent as curated, semantic tools
alexar76/argus/io.github.alexar76/argus3 MCP server
0★ repoARGUS-3 stdio MCP with WARDEN firewall: argus_ask, argus_status, argus_capabilities.
alexcurpan-cloud/NeuralBrain/io.github.alexcurpan-cloud/neuralbrain MCP server
no license0★ repoNeuralBrain MCP Server - RAG, Vector Memory, LLM Routing, Agent Identity, x402 Payments
alexey-pelykh/ttctl/io.github.alexey-pelykh/ttctl MCP server
0★ repoUnofficial CLI and MCP server for the Toptal Talent platform — personal-productivity tool
pyrfor/onec-odata-mcp/io.github.alexgrebeshok-coder/onec-odata-mcp MCP server
0★ repoRead-only MCP server for 1C:Enterprise via OData with metadata and query builder tools.
allamiwayl-27/rabatrealestate/io.github.allamiwayl-27/rabatrealestate-mcp MCP server
0★ repoReal estate MCP server for Morocco — search, valuation, market analysis, 17 tools.
altrsoftware/altr-mcp-server/io.github.altrsoftware/altr-mcp-server MCP server
no license0★ repoMCP server for ALTR data security: databases, tags, policies, classification, access, audits
alyiox/mcp-atlassian-attachments/io.github.alyiox/mcp-atlassian-attachments MCP server
0★ repoMCP server for downloading Jira and Confluence Cloud attachments by attachment ID.
alyiox/mcp-clickhousex/io.github.alyiox/mcp-clickhousex MCP server
0★ repoRead-only MCP server for ClickHouse metadata, parameterized queries, and plan analysis.
alyiox/mcp-samsclub-ads/io.github.alyiox/mcp-samsclub-ads MCP server
0★ repoMCP server for Sam's Club Sponsored Ads APIs
amansingh63/dbhub-analytics/io.github.amansingh63/dbhub-analytics MCP server
0★ repoMCP server for Databricks, BigQuery, PostgreSQL, MySQL, SQL Server, SQLite, MariaDB
amirj4m/jamgate/io.github.amirj4m/jamgate MCP server
0★ repoA neutral memory quality-gate MCP server: save_memory, recall_memory, forget_memory over stdio.
Arkava-AI/gamma-mcp-server/io.github.amer-prog/gamma-mcp-server MCP server
0★ repoCreate presentations, documents, and webpages from any MCP-compatible AI assistant via Gamma.app
amitsingh-24/PixLint/io.github.amitsingh-24/pixlint MCP server
no license0★ repoLint, curate & prepare computer-vision datasets from your AI assistant — MCP server, 67 tools
amortegui84/printscale-mcp/io.github.amortegui84/printscale-mcp MCP server
0★ repoUpscale images to print-ready files (TIFF/PNG/JPG) via PrintScale.
amin-ale/mcp-quickbooks/io.github.amin-ale/mcp-quickbooks MCP server
0★ repoQuickBooks Online MCP server for invoices, customers, and payments. OAuth 2.1 + PKCE, stdio/HTTP.
andrelaptenok/redmine-mcp-stdio/io.github.andrelaptenok/redmine-mcp-stdio MCP server
0★ repoLocal MCP (stdio) server for Redmine: issues, projects and time tracking from any MCP client.
andrewschristison/pondlog/io.github.andrewschristison/pondlog-inaturalist MCP server
0★ repoiNaturalist MCP server. Wildlife observations, species counts, taxa, and places worldwide.
andrewszk/clawvault-mcp-server/io.github.andrewszk/clawvault-mcp-server MCP server
no license0★ repoAI agent payment security - spending limits, whitelists, and human approval.
andezdev/tokenlite-mysql-mcp/io.github.andezdev/tokenlite-mysql-mcp MCP server
0★ repoA secure, efficient, and intelligent MySQL server for the Model Context Protocol
andypgray/resharper-cli-mcp/io.github.andypgray/resharper-cli-mcp MCP server
0★ repoReSharper CLI inspection/cleanup via MCP. Unofficial: not affiliated with or endorsed by JetBrains.
andypgray/roz-mcp/io.github.andypgray/roz-mcp MCP server
0★ repoRoslyn-powered C# code navigation, blast-radius analysis, and verified edits for coding agents.
ankitpal181/toon-parse-mcp/io.github.ankitpal181/toon-parse-mcp MCP server
0★ repoMCP server that reduces LLM context by removing code comments and converting data formats to TOON
antoinedelorme/kweenkl-mcp/io.github.antoinedelorme/kweenkl-mcp MCP server
0★ repoPush notifications for AI agents - send instant iPhone notifications from any MCP client.
aos-standard/mcp-agent-health/io.github.aos-standard/mcp-agent-health MCP server
0★ repoAdvisory AOS agent health scan before deployment (manifest, services, immune loop, evidence).
aos-standard/mcp-blast-radius/io.github.aos-standard/mcp-blast-radius MCP server
0★ repoStatic blast-radius audit for MCP servers before agent install. Manifest optional.
apasztetnik/el-buen-agente-mcp/io.github.apasztetnik/el-buen-agente-mcp MCP server
0★ repoLa guía 'El Buen Agente' como 18 tools para evaluar, mejorar y construir agentes LLM. En español.
apexapi/apexapi-mcp/io.github.apexapi/apexapi-mcp MCP server
0★ repoCall 120+ AI models and live web context (scrape/crawl/extract) from any MCP client with one key
apihubio/mcp-server/io.github.apihubio/mcp-server MCP server
no license0★ repoDiscover and pay for APIs with USDC credits. No wallet, no gas, MCP-native marketplace.
apilocker/apilocker/io.github.apilocker/apilocker MCP server
0★ repoEncrypted credential vault: LLM, service & OAuth keys. 21-tool MCP server for your AI agent.
api-freaks/apifreaks-mcp/io.github.api-freaks/apifreaks-mcp MCP server
0★ repoThe official MCP server for APIFreaks, connecting your AI to the full range of APIFreaks APIs.
apeirontrade/provenance-mcp/io.github.apeirontrade/provenance-mcp MCP server
no license0★ repoWash-traffic risk checks for Algorand x402 endpoints before your agent trusts or pays them.
apitier/apitier-mcp-server/io.github.apitier/mcp-server MCP server
0★ repoAPITier utility APIs as MCP tools: validation, UK/India address lookup, barcode/QR, data conversion.
apolocine/mosta-net/io.github.apolocine/mosta-net MCP server
no license0★ repo1 MCP server, 13 databases, zero config. Multi-protocol transport with Auth + RBAC.
applitools/mcp/io.github.applitools/applitools MCP server
0★ repoThe Applitools MCP server helps you create, update, and analyze visual tests using Applitools Eyes.
aprilelevengo/swotpal-mcp-server/io.github.aprilelevengo/swotpal-mcp-server MCP server
0★ repoMCP Server for SWOTPal — SWOT analysis tools for AI agents (Claude, Cursor, Windsurf)
archimedes-market/mcp-archimedes/io.github.archimedes-market/mcp-archimedes MCP server
0★ repoDiscover verified deep-tech engineering bounties from any AI agent.
architectds/mathgraphs-mcp/io.github.architectds/mathgraphs-mcp MCP server
0★ repoMath & statistics graphing, computation, visualization, and validation engine