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
william-laverty/ato-mcp/au.com.ato-mcp/ato-mcp MCP server
5★ repoAustralian tax knowledge base for agents: 34,500+ ATO documents, cited answers to any tax question.
Frisian-MCP/frisian-mcp/com.frisian-mcp/django MCP server
no license5★ repoYour DRF API as MCP tools — 1,800 endpoints become 16 dispatchers, permissioned by Django.
gitscrum-core/mcp-server/com.gitscrum/mcp MCP server
5★ repoMCP server for GitScrum — manage tasks, sprints, time tracking, and client workflows via AI
UK Case Law MCP Server from MCPBundles
thinkchainai/mcpbundles/com.mcpbundles/uk-case-law MCP server
no license5★ repoSearch UK court judgments and tribunal decisions from the National Archives
chia-health/chia-mcp/health.chia/chia-mcp MCP server
5★ repoLicensed US telehealth — GLP-1 medications, intake, consents, Stripe ACP. HIPAA-compliant, 30 tools.
AetherWave-Studio/aetherwave-mcp/io.github.AetherWave-Studio/aetherwave-mcp MCP server
5★ repoMusic, image, video and audio generation across top AI providers - one key, one credit pool.
Vibe Test — Browser Testing Agent
AishwaryShrivastav/vibe-testing/io.github.AishwaryShrivastav/vibe-testing MCP server
no license5★ repoCode-aware browser testing agent — 13 Playwright tools for AI code editors via MCP
Akhilgovind02/india-stock-mcp/io.github.Akhilgovind02/india-stock-mcp MCP server
5★ repoIndian stock market: NSE/BSE quotes, fundamentals, mutual fund NAV, F&O chains, IPOs. No API keys.
AlvisoOculus/optionsahoy-mcp/io.github.AlvisoOculus/optionsahoy-mcp MCP server
5★ repoEquity comp tax/trade optimizer: ISO/AMT exercise, NSO, RSU, QSBS, concentration, hedging. 50-state.
Aryan-Jhaveri/mcp-statcan/io.github.Aryan-Jhaveri/mcp-statcan MCP server
5★ repoAccess Statistics Canada data via the Web Data Services API
CodesWhat/portkey-admin-mcp/io.github.CodesWhat/portkey-admin-mcp MCP server
5★ repoFull Portkey Admin API MCP server — configs, prompts, keys, analytics, and more.
DanceNitra/mnemo/io.github.DanceNitra/mnemo MCP server
5★ repoSelf-correcting agent memory + MCP server: recall, supersede/revert/review corrections, erasure.
DanceNitra/inspeximus/io.github.DanceNitra/inspeximus MCP server
5★ repoSelf-correcting agent memory + MCP server: recall, supersede/revert/review corrections, erasure.
ExpertVagabond/raycast-mcp-server/io.github.ExpertVagabond/raycast MCP server
5★ repoRaycast workflow automation MCP server with 9 tools
Fato07/log-analyzer-mcp/io.github.Fato07/log-analyzer-mcp MCP server
5★ repoAI-powered log analysis - parse, search, extract errors across 9+ formats
FlayedOne/plesk-mcp/io.github.FlayedOne/plesk-mcp MCP server
5★ repoManage your Plesk hosting server using AI assistants.
Fr4nZ82/mwe-mcp/io.github.Fr4nZ82/mwe-mcp MCP server
5★ repoSelf-hosted multi-user memory for AI agents: a human-readable Markdown wiki with per-fragment ACL.
GeiserX/spinnaker-mcp/io.github.GeiserX/spinnaker-mcp MCP server
5★ repoMCP server exposing Spinnaker CD platform via Gate API for pipeline and deployment management
IndigoProtocol/indigo-mcp/io.github.IndigoProtocol/indigo-mcp MCP server
5★ repoIndigo Protocol MCP — iAsset prices, CDP analytics, stability pools, staking & governance
Inferensys/apollo-io-mcp/io.github.Inferensys/apollo-io-mcp MCP server
no license5★ repoApollo.io MCP server for prospecting, enrichment, CRM, sequences, and outreach workflows
JoernBerkefeld/mcp-server-sfmc/io.github.JoernBerkefeld/mcp-server-sfmc MCP server
no license5★ repoSFMC AMPscript/SSJS/GTL tools + searchable help for 7 MC products (Engagement, Pardot…) via MCP.
JustinBeckwith/pylon-mcp/io.github.JustinBeckwith/pylon-mcp MCP server
5★ repoMCP server for Pylon customer support platform
KevinRabun/FedRAMP20xMCP/io.github.KevinRabun/FedRAMP20xMCP MCP server
no license5★ repoAn MCP server that provides access to FedRAMP 20x security requirements and controls.
KyaniteLabs/Epoch/io.github.KyaniteLabs/Epoch MCP server
5★ repoEpoch time estimation MCP server for PERT, COCOMO, Monte Carlo, calibration, cost, and risk.
L337-org/docker-mcp/io.github.L337-org/docker-mcp-server MCP server
5★ repoManage Docker (containers, images, Compose, Swarm, registries) via the Docker SDK and CLI.
Mason-Levyy/myfitnesspal-mcp/io.github.Mason-Levyy/mfp-mcp MCP server
5★ repoMCP server for MyFitnessPal: log, search, and analyze your food diary.
MendleM/Pipepost/io.github.MendleM/pipepost MCP server
5★ repoMCP server to publish to Substack, Ghost, Dev.to, WordPress, LinkedIn + 5 more from Claude Code.
New1Direction/webmcp-anything/io.github.New1Direction/trust-oracle MCP server
5★ repoIndependent A-F trust grade for any MCP server, watched for drift. Free, never for sale.
Oncorporation/filesystem_server/io.github.Oncorporation/filesystem-server MCP server
5★ repoSecure filesystem access for AI agents with configurable directory and file type restrictions
Samik081/mcp-authentik/io.github.Samik081/mcp-authentik MCP server
5★ repoManage Authentik through AI assistants
SimplyMinimal/fleet-mcp/io.github.SimplyMinimal/fleet-mcp MCP server
5★ repoAn MCP server that provides tools for managing and monitoring your Fleet Device Management instance.
tantiope/datadog-mcp-server/io.github.TANTIOPE/datadog-mcp MCP server
5★ repoFull Datadog API access: monitors, logs, metrics, traces, dashboards, and observability tools
ThaiTrevor/gold-mcp/io.github.ThaiTrevor/gold-mcp MCP server
5★ repoMCP server for XAUUSD gold market data + 4-tier trading toolkit (TA, backtest, SMC, risk).
TomasLucasUTN/godot-mcp-bridge/io.github.TomasLucasUTN/godot-mcp-bridge MCP server
5★ repoMCP server for Godot game engine integration — control the Godot editor with AI
Claude code conversation search mcp
TonySimonovsky/claude-code-conversation-search-mcp/io.github.TonySimonovsky/claude-code-conversation-search-mcp MCP server
5★ repoSearch Claude Code conversation history with natural language queries across all projects
VLab-Software/easyeda_mcp/io.github.VLab-Software/easyeda-pro-mcp MCP server
5★ repoMCP server and EasyEDA Pro extension bridge for live project assistance.
WattCoin-Org/wattcoin/io.github.WattCoin-Org/wattcoin-mcp-server MCP server
5★ repoEarn WATT tokens on Solana — tasks, skills marketplace, AI inference, and bounties.
Wopee-io/wopee-mcp/io.github.Wopee-io/wopee-mcp MCP server
5★ repoAI testing agents for web apps — dispatch test runs, crawls, fetch artifacts and status.
ZahiriNatZuke/local-delegate/io.github.ZahiriNatZuke/local-delegate MCP server
5★ repoDelegate mechanical text tasks to a local OpenAI-compatible LLM to save Claude quota.
acamolese/google-search-console-mcp/io.github.acamolese/google-search-console-mcp MCP server
5★ repoGoogle Search Console MCP server: SEO audits, performance queries, URL inspection, indexing checks.
adelpro/quran-search-engine-mcp/io.github.adelpro/quran-search-engine-mcp MCP server
5★ repoQuran Search Engine MCP for AI tools. Provides Quran search, Arabic normalization, and highlighting.
agentailor/slimcontext-mcp-server/io.github.agentailor/slimcontext-mcp-server MCP server
no license5★ repoMCP Server for SlimContext - AI chat history compression tools
akoskomuves/appstoreconnect-mcp/io.github.akoskomuves/appstoreconnect-mcp MCP server
5★ repoApp Store Connect for MCP clients: PPP pricing, subscriptions, TestFlight, reviews, reports & more
andreas-roennestad/openhive-mcp/io.github.andreas-roennestad/openhive-mcp MCP server
no license5★ repoSearch and contribute to a shared knowledge base of AI-discovered problem-solution pairs.
antbotlab/mac-use-mcp/io.github.antbotlab/mac-use-mcp MCP server
5★ repoZero-dependency macOS desktop automation for AI agents. 18 tools via MCP. macOS 13+.
antonio-mello-ai/mcp-pfsense/io.github.antonio-mello-ai/mcp-pfsense MCP server
5★ repoManage pfSense firewalls through AI assistants — rules, DHCP, DNS, and more
arifulislamat/database-mcp/io.github.arifulislamat/database-mcp-libsql MCP server
5★ repoMCP server for libSQL/Turso, local or remote. Read-only by default, row caps, timeouts.
askman-dev/agent-never-give-up-mcp/io.github.askman-dev/agent-never-give-up MCP server
no license5★ repoAn escape guide for coding agents, providing structured thinking tools to help agents unstick.
bahfahh/noteit-mcp/io.github.bahfahh/noteit-mcp MCP server
no license5★ repoMCP server for AI agent profiles and smart notes. 60+ coding prompt packs with expert personas.
baixianger/langchain-MCP/io.github.baixianger/langchain-mcp MCP server
no license5★ repoLangChain/LangGraph/DeepAgents knowledge + LangGraph agent debugging (Polly-like)
beckettlab/beckett-godot-mcp/io.github.beckettlab/beckett-godot-mcp MCP server
5★ repoMCP server embedded in the Godot 4 editor; drive Godot with AI, zero sidecar.
blantian/lanhu-design-mcp/io.github.blantian/lanhu-design-mcp MCP server
5★ repoRead Lanhu design specs and export fine-grained UI assets with platform-adjusted units
botmonster/image2svg-mcp/io.github.botmonster/image2svg-mcp MCP server
5★ repoMCP server that converts raster images (PNG/JPG/WEBP) to SVG vector format
bruchris/canvas-lms-mcp/io.github.bruchris/canvas-lms-mcp MCP server
5★ repoTypeScript MCP server for Canvas LMS — 115 read+write tools across 17 domains.
cliwant/mcp-sam-gov/io.github.cliwant/mcp-sam-gov MCP server
5★ repoKeyless MCP: 150 tools for US federal + state/local (SLED) contracting, spending & regulation
clouatre-labs/aptu-coder/io.github.clouatre-labs/aptu-coder MCP server
5★ repoMCP server for code structure analysis using tree-sitter.
clouatre-labs/math-mcp-learning-server/io.github.clouatre-labs/math-mcp-learning-server MCP server
no license5★ repoEducational MCP server with 17 math/stats tools, visualizations, and persistent workspace
clouatre-labs/code-analyze-mcp/io.github.clouatre-labs/code-analyze-mcp MCP server
5★ repoMCP server for code structure analysis using tree-sitter.
coder-ka/procm-mcp/io.github.coder-ka/procm-mcp MCP server
no license5★ repoA Model Context Protocol (MCP) server for process management.
composable-delivery/snowfakery-mcp/io.github.composable-delivery/snowfakery-mcp MCP server
5★ repoMCP server for authoring, analyzing, debugging, and running Snowfakery recipes