Context & AI engineering
26,474 rows, by stacks then stars
2,072 of these skill files have been read, by 1,193 distinct authors, and what they tell an agent counted. What Context & AI engineering authors agree on, and what they forbid
Mikerichardmail/clarik-mcp-server/io.github.Mikerichardmail/clarik-mcp-server MCP server
1★ repoClarity and memory persistent workspace context manager for Claude.
BountyVerdict Agent Decision Tools
Mimirs402/bountyverdict/io.github.Mimirs402/bountyverdict MCP server
17 days old1★ repoRead-only GitHub bounty, agent harness, Actions failure, flake, and MCP tool-drift decisions.
Mostov82/conducted-mcp/io.github.Mostov82/conducted-mcp MCP server
1★ repoStateless advisor + validator for Conducted Development: kickoff, artifact validation, rule checks.
MrRefactoring/atlassian-dc-mcp/io.github.MrRefactoring/atlassian-dc-mcp-bitbucket MCP server
1★ repoMCP 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★ repoVerifiable random decisions, audit sampling, fair selection, and proof verification using QnEvt.
NasserAlbusaidi/macrofactor-mcp/io.github.NasserAlbusaidi/macrofactor-mcp MCP server
28 days old1★ repoFueling & recovery decision engine combining MacroFactor nutrition with Garmin training data
NomaCMS/nomacms-mcp-server/io.github.NomaCMS/nomacms-mcp-server MCP server
1★ repoMCP server for NomaCMS. Manage collections, fields, content, assets, and webhooks via AI agents.
Nosmoht/talos-mcp-server/io.github.Nosmoht/talos-mcp-server MCP server
1★ repoMCP server for Talos Linux — resources, services, logs, health, config, lifecycle via gRPC.
AI Furniture & Home Product Hub
ONE8943/ai-furniture-hub/io.github.ONE8943/ai-furniture-hub MCP server
1★ repoMCP server for mm-precision furniture search, fit checks, curated sets, and AIO audits.
OjasKord/url-safety-validator-mcp/io.github.OjasKord/url-safety-validator-mcp MCP server
1★ repoAI URL safety validator: SAFE/SUSPICIOUS/DANGEROUS verdict, trust score, threat intel.
OrgMentem/zotio/io.github.OrgMentem/zotio MCP server
1★ repoZotero MCP server: preview-first, journaled writes and keyless local reads for AI agents.
Packrift/packrift-mcp/io.github.Packrift/packrift-mcp MCP server
1★ repoHosted no-auth MCP for exact-spec packaging search, live price, stock, cart handoff, and no-match.
Perufitlife/aviation-mcp/io.github.Perufitlife/aviation-mcp MCP server
1★ repoLive aviation data for AI agents: METAR weather, airports, aircraft, glossary & FAA questions.
Perufitlife/multi-scraper-mcp/io.github.Perufitlife/multi-scraper-mcp MCP server
no license1★ repo14 web scrapers as MCP tools: Reddit, Amazon, Google Maps, Yelp, YouTube, Indeed & more.
Postcept/mcp/io.github.Postcept/mcp MCP server
1★ repoVerify agent actions against the system of record and get signed completion receipts.
PrashantBtkl/spresh-mcp/io.github.PrashantBtkl/spresh-mcp MCP server
no license1★ repoSearch Facebook ads, decode competitor creative strategy, and track brand ad history.
ProvarTesting/provardx-cli/io.github.ProvarTesting/provar MCP server
1★ repoProvar MCP: AI-powered Salesforce test automation. Generate, validate, migrate, and run tests.
qr-maker-io/mcp-server/io.github.QrMakerIO/mcp-server MCP server
1★ repoGenerate styled QR codes, manage dynamic short links with analytics, and publish landing pages.
R09722akaBennett/nano-pdf-mcp/io.github.R09722akaBennett/nano-pdf-mcp MCP server
no license1★ repoAI-powered PDF editing and generation MCP server using Gemini Pro.
RNVizion/rnv-color-mcp/io.github.RNVizion/rnv-color-mcp MCP server
1★ repoA complete color workflow over MCP: mix, convert, harmonize, measure, and remember palettes.
RPGMais/mcp-n8n/io.github.RPGMais/mcp-n8n MCP server
1★ repoThe most complete MCP server for n8n — 43 tools for workflows, data tables, and more.
Rajeev-Shyam/Quellgeist/io.github.Rajeev-Shyam/quellgeist-commits MCP server
1★ repoRead-only MCP server: get_recent_commits over a local deploy log (Quellgeist triage).
Rarefied-Earth/groundwork/io.github.Rarefied-Earth/groundwork MCP server
22 days old1★ repoRarefied Earth Groundwork MCP: public company-state discovery and a human-approved Pro claim.
RayAKaan/OcularAudio-MCP/io.github.RayAKaan/ocular-audio-mcp MCP server
27 days old1★ repoMCP server for video transcripts, screenshots, and OCR on YouTube and web videos.
Redseb/rpgmaker-mz-mcp/io.github.Redseb/rpgmaker-mz-mcp MCP server
29 days old1★ repoMCP server for RPG Maker MZ: maps, tile painting, events, database editing, and validation.
RiskThinking/cdt-express-mcp/io.github.RiskThinking/cdt-express-mcp MCP server
1★ repoInteract with climate metrics via Riskthinking.AI's CDT Express API in supported AI chat experiences
RobThePCGuy/rag-vault/io.github.RobThePCGuy/rag-vault MCP server
no license1★ repoLocal RAG MCP server with hybrid search, PDF/DOCX support, and zero-config setup
Rocketech-Software-Development/formacv-mcp/io.github.Rocketech-Software-Development/formacv MCP server
1★ repoFormaCV MCP server for AI-powered CV formatting, anonymization, tailoring, and ATS push-back.
RoleModel/optics-mcp/io.github.RoleModel/optics-mcp MCP server
1★ repoMCP Server for Optics Design System documentation and token usage.
Rumblingb/agent-wallet-mcp/io.github.Rumblingb/agent-wallet-mcp MCP server
1★ repoAgent wallet and budget management for AI agents
Rumblingb/agentpay-sentinel-mcp/io.github.Rumblingb/agentpay-sentinel-mcp MCP server
1★ repoSecurity guardrails for AI agent payments
Rumblingb/agentpay-feed-mcp/io.github.Rumblingb/agentpay-feed-mcp MCP server
1★ repoReal-time agentic newsfeed for MCP tools and capabilities
Rumblingb/agentpay-gateway-mcp/io.github.Rumblingb/agentpay-gateway-mcp MCP server
1★ repoCentralized API gateway routing to MCP servers with per-call billing
SAIHM-Admin/saihm-mcp/io.github.SAIHM-Admin/saihm-mcp MCP server
1★ repoSovereign encrypted memory for AI agents. 8 MCP tools. GDPR erasure. Runnable offline demos.
TradingCalc MCP — Crypto Futures Math
SKalinin909/tradingcalc-mcp/io.github.SKalinin909/tradingcalc MCP server
1★ repoCrypto futures math: PnL, liquidation, position sizing, carry trade. 19 tools. Not AI estimates.
SakuraCianna/agentic-sdlc-mcp/io.github.SakuraCianna/agentic-sdlc-mcp MCP server
1★ repoAgentic SDLC governance and security controls for AI coding agents working with GitHub.
Samarth-23-eng/India-MCP/io.github.Samarth-23-eng/india-mcp MCP server
1★ repoMCP servers for Indian APIs including stocks, GST, railways, banking, and RTO.
SamoraDC/Tetrad/io.github.SamoraDC/tetrad MCP server
1★ repoQuadruple consensus MCP server for code validation using Codex, Gemini, and Qwen
SamyTouri/agent-hub/io.github.SamyTouri/agent-hub MCP server
28 days old1★ repoIndependent evidence before buying an AI-agent service; discovery across 16k+ profiles.
SerpstatGlobal/llm-brand-monitor-mcp/io.github.SerpstatGlobal/llm-brand-monitor MCP server
1★ repoTrack how 350+ AI models mention your brand — manage projects, run scans, analyze results
Servation/job-search-mcp/io.github.Servation/job-search-mcp MCP server
1★ repoClaude searches real job boards, scores each job 0-100 for fit, and shows a ranked board.
globalion/tor-mcp/io.github.Shreyas-Profile/tor-mcp MCP server
21 days old1★ repoRoute HTTP requests through the Tor network. Rotating exit IPs, .onion support, no body logging.
SidneyBissoli/cid10-br-mcp/io.github.SidneyBissoli/cid10-br-mcp MCP server
1★ repoMCP Server for Brazilian ICD-10 (DATASUS) - International Classification of Diseases
SimoneB79/memory-engine-mcp/io.github.SimoneB79/memory-engine-mcp MCP server
1★ repoLocal-first graph memory for AI assistants with SQLite, semantic search, and MCP tools.
Sisuthros/claude-amplifier/io.github.Sisuthros/claude-amplifier MCP server
1★ repoPersistent memory + decision tracking for Claude across sessions. Local SQLite, no cloud.
VOC OpenAPI MCP — Amazon Reviews & Customer Insights
SolveaCX/voc-mcp/io.github.SolveaCX/voc-mcp MCP server
16 days old1★ repoAnalyze Amazon reviews for sentiment, pain points, VOC tagging, and listing optimization.
Spacemandomains/mcp-registry-search/io.github.Spacemandomains/mcp-registry-search MCP server
no license1★ repoSearch and browse every MCP server in the Model Context Protocol registry.
Stahldavid/sensegrep/io.github.Stahldavid/sensegrep MCP server
1★ repoSemantic + structural code search MCP server for AI-native development.
Stryk91/lsp-mcp-rs/io.github.Stryk91/lsp-mcp-rs MCP server
no license1★ repoUniversal MCP bridge to LSP servers. One binary, 6 languages, config-driven.
Forge Cascade MCP Memory Server
SunFlash12/forge-cascade-mcp/io.github.SunFlash12/forge-cascade-mcp MCP server
1★ repoAI memory buyer routing with Forge docs, pricing, paid recommendations, and MCP discovery.
Subotiz/mcp/io.github.Subotiz/subotiz-dev-mcp MCP server
1★ repoConnect AI assistants to Subotiz - Using Subotiz's external capabilities through natural language
SylphxAI/image-reader-mcp/io.github.SylphxAI/image-reader-mcp MCP server
1★ repoEvidence-first image MCP. Agent Media Twin with metadata and citeable OCR evidence.
TZ24cloud/tradingview-mcp-thaqif/io.github.TZ24cloud/tradingview-mcp-thaqif MCP server
no license1★ repoTradingView Desktop bridge for Pine Script, FCPO futures & Wyckoff multi-timeframe analysis.
TadFuji/kirok-mcp/io.github.TadFuji/kirok-mcp MCP server
1★ repoPersistent memory for AI agents - hybrid semantic + keyword recall with autonomous consolidation
TateLyman/x402-triage-mcp/io.github.TateLyman/x402-triage-mcp MCP server
1★ repoMCP server for no-payment x402 surface triage, 402 Index health checks, and paid review handoff.
TedoNeObichaJavaScript/ReadyOrAI/io.github.TedoNeObichaJavaScript/readyorai MCP server
1★ repoZero-cost MCP server for local code inspection and best-practice recommendations
TeleKashOracle/mcp-server/io.github.TeleKashOracle/mcp-server MCP server
1★ repoPrediction market probability oracle. 500+ markets from Kalshi, Polymarket & Metaculus.
ACR — Agent Composition Records
Tethral-Inc/AgentRegistry/io.github.Tethral-Inc/acr MCP server
1★ repoInteraction profile registry for AI agents. Log interactions, query behavioral lenses.
TharanaBope/SQL-MCP-Mac-Windows/io.github.TharanaBope/sql-server-mcp MCP server
1★ repoSQL Server MCP with RAG capabilities for Windows (native ODBC support)
Texan-NXTassist/nr-mcp/io.github.Texan-NXTassist/nr-mcp MCP server
1★ repoMCP server for Node-RED — safe deploy, optimistic locking, smart search, 13 tools