All Entries

Excel file creation, editing, and analysis. Uses pandas for data analysis and openpyxl for formulas/formatting. Includes financial modeling standards (color coding, number formatting), formula construction rules, and a mandatory recalculation step via LibreOffice.

Python-based toolkit for testing local web applications using Playwright browser automation. Manages server lifecycles via `scripts/with_server.py`, supports multiple concurrent servers, and follows a reconnaissance-then-action pattern (navigate, stabilize, inspect, act).

Suite of tools for creating elaborate, multi-component Claude.ai HTML artifacts using React 18, TypeScript, Vite, Parcel, Tailwind CSS, and shadcn/ui. Initializes project scaffolds, develops components, and bundles everything into a single self-contained HTML file.

Toolkit for styling artifacts with professional themes. Includes 10 pre-set themes (Ocean Depths, Sunset Boulevard, Forest Canopy, etc.) with curated color palettes and font pairings. Can also generate custom themes on-the-fly.

Creates Slack-optimized animated GIFs with utilities for frame assembly, platform validation, and smooth motion effects. Supports emoji GIFs (128x128) and message GIFs (480x480) with configurable FPS, color palettes, and easing functions.

Creates new skills, modifies existing skills, and measures skill performance through structured evaluation. Workflow: draft skill, write test prompts, spawn parallel subagent runs (with-skill vs baseline), grade results, iterate, and optimize trigger descriptions.

Full PowerPoint lifecycle management — reading, editing, and creating .pptx files. Uses markitdown for text extraction, XML unpack/edit/repack workflow for editing, and pptxgenjs (Node.js) for creation from scratch. Includes extensive design guidance and mandatory QA workflow.

Comprehensive PDF manipulation through Python libraries. Supports reading/extraction (pdfplumber, OCR), file manipulation (merge, split, rotate, watermark), creation (reportlab), security (password protection, encryption), and form filling.

Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Covers research, implementation, testing, and evaluation across TypeScript and Python.

Resource collection for writing organizational communications. Covers 3P updates, company newsletters, FAQ responses, status reports, leadership updates, project updates, and incident reports using company-preferred formats.

Creates distinctive, production-grade frontend interfaces with high design quality. Generates creative, polished HTML/CSS/React code that avoids generic AI aesthetics. Emphasizes unique typography, cohesive color strategies, strategic animations, and unexpected spatial compositions.

Manages Word document creation, editing, and analysis for .docx files. Uses the `docx` npm package for creation and an XML unpack/edit/repack workflow (Python) for editing existing documents with tracked changes and comments.

Guides users through a structured workflow for co-authoring documentation, proposals, technical specs, and decision docs. Three-stage process: Context Gathering, Refinement & Structure, and Reader Testing (using sub-agents for blind review).

Creates and manages Canva designs through MCP (Model Context Protocol) tools. Enables design creation, editing, and export via the Canva API integration.

Applies Anthropic's official brand identity guidelines for consistent visual styling. Automates brand application through intelligent font assignment, accent color cycling, and smart fallback mechanisms using python-pptx's RGBColor class.

Creates generative art using p5.js with seeded randomness, algorithmic philosophy manifestos, and interactive parameter exploration. Produces self-contained HTML artifacts with interactive canvases.

Reference MCP server implementing all protocol features — resources, tools, prompts, sampling, and logging. Useful for testing MCP clients.

MCP server that fetches web content and converts it to markdown. Supports HTTP requests with configurable user-agent and content size limits.

MCP server providing file system access — read, write, move, search, and get directory listings within configurable allowed paths.

MCP server for Git repository operations — clone, status, diff, log, commit, branch, and checkout across local repositories.

MCP server that provides persistent memory through a knowledge graph. Stores entities, relations, and observations in a local JSON file.

MCP server that enables dynamic, reflective problem-solving through sequential thought chains with branching, revision, and hypothesis testing.

MCP server that provides current time in various timezones and time conversion between zones using IANA timezone identifiers.

MCP server exposing tools for semantic search over Cloudflare developer documentation using Vectorize.

MCP server for managing Cloudflare Workers bindings — KV namespaces, D1 databases, R2 buckets, queues, and Durable Objects.

MCP server for triggering and monitoring Cloudflare Workers builds, deployments, and rollbacks.

MCP server for querying Workers analytics, request logs, and error traces for observability and debugging.

MCP server for querying Cloudflare Radar internet traffic data — trends, attack statistics, protocol adoption, and BGP insights.

MCP server for managing Cloudflare container workloads — deploy, scale, and monitor containers running on the Cloudflare network.

MCP server for Cloudflare Browser Rendering — take screenshots, generate PDFs, and extract content from web pages at the edge.

MCP server for managing Cloudflare Logpush jobs — configure, monitor, and troubleshoot log delivery to storage destinations.

MCP server for Cloudflare AI Gateway — manage AI request routing, caching, rate limiting, and observability across LLM providers.

MCP server for Cloudflare AutoRAG — build and query retrieval-augmented generation pipelines with Vectorize and Workers AI.

MCP server for querying Cloudflare account audit logs — track configuration changes, user actions, and API activity.

MCP server for querying Cloudflare DNS analytics — query volumes, response codes, and resolver performance metrics.

MCP server for Cloudflare DEX — monitor end-user digital experience with synthetic tests, fleet status, and connectivity insights.

MCP server for Cloudflare One CASB — discover SaaS application usage, detect shadow IT, and review security posture findings.

MCP server for querying Cloudflare analytics via GraphQL — HTTP requests, firewall events, Workers metrics, and custom datasets.

MCP server for Google Workspace that exposes tools for Gmail, Drive, Docs, Sheets, and Calendar via Google APIs.

MCP server for Google Cloud Run — deploy, manage, and monitor serverless containers on Google Cloud.

MCP server for Google Kubernetes Engine — manage clusters, node pools, workloads, and autoscaling on GKE.

MCP server for Google Cloud Security Command Center — manage findings, vulnerabilities, and compliance posture across GCP projects.

MCP server for Google Vertex AI Creative Studio — generate images, edit media, and create visual content using Vertex AI models.

MCP server for Google Analytics — query website traffic data, user behavior, conversion metrics, and audience insights via the GA4 API.

MCP server for searching and querying AWS documentation — find service guides, API references, and best practices.

MCP server providing direct access to AWS service APIs — invoke any AWS API action across all services with IAM-scoped credentials.

MCP server for AWS CDK — synthesize, diff, and deploy CloudFormation stacks using infrastructure-as-code constructs.

MCP server for AWS Lambda — create, update, invoke, and monitor serverless functions with configuration and layer management.

MCP server for Amazon ECS — manage clusters, services, task definitions, and container deployments on Fargate or EC2.

MCP server for Amazon EKS — manage Kubernetes clusters, node groups, add-ons, and workloads on AWS-managed Kubernetes.

MCP server for Amazon DynamoDB — create tables, query items, manage indexes, and perform CRUD operations on NoSQL data.

MCP server for Amazon CloudWatch — query metrics, view dashboards, search log groups, and configure alarms for AWS resources.

MCP server for AWS IAM — manage users, roles, policies, and permissions across AWS accounts with identity federation support.

MCP server for AWS CloudTrail — query API activity logs, track user actions, and investigate security events across AWS accounts.

MCP server for AWS Cost Explorer — analyze cloud spending, forecast costs, view usage breakdowns, and identify savings opportunities.

MCP server for Amazon Bedrock Knowledge Bases — query RAG-powered knowledge bases with foundation model retrieval and generation.

MCP server for Terraform on AWS — plan, apply, and manage infrastructure-as-code with state management and drift detection.

MCP server for Amazon Nova Canvas — generate, edit, and manipulate images using the Nova foundation model on Bedrock.

MCP server for Amazon S3 Tables — query tabular data stored in S3 using SQL, manage table metadata, and access Apache Iceberg tables.

MCP server for Azure resource management — deploy, configure, and monitor Azure services including App Service, Functions, and Storage.

MCP server for Azure DevOps — manage work items, pipelines, repos, pull requests, and boards across Azure DevOps organizations.

MCP server for Azure Kubernetes Service — manage AKS clusters, node pools, deployments, and monitor workload health.

MCP server for Microsoft Fabric — manage lakehouses, data pipelines, warehouses, and analytics workloads in the Fabric unified platform.

MCP server for Stripe — create charges, manage subscriptions, issue refunds, retrieve payment intents, and query balance transactions.

MCP server for Sentry — query error events, browse issues, view stack traces, and analyze crash-free rates across projects.

MCP server for Slack — send messages, read channels, manage reactions, search history, and interact with Slack workspaces.

MCP server for GitHub — manage repositories, issues, pull requests, branches, actions, and search code across organizations.

MCP server for Notion — create and query databases, manage pages, search content, and interact with workspace data.

MCP server for Atlassian — manage Jira issues, Confluence pages, search across products, and automate project workflows.

Comprehensive React and Next.js performance optimization guidelines from Vercel Engineering covering 57 rules across 8 categories including waterfalls, bundle size, server-side performance, and data fetching.

React composition patterns that scale — compound components, state lifting, and internal composition to eliminate boolean prop proliferation in reusable component libraries.

React Native and Expo best practices for performant mobile apps — 35+ rules across 13 categories including FlashList, Reanimated animations, navigation, and monorepo configuration.

Reviews UI code against Vercel's Web Interface Guidelines — 100+ rules covering accessibility, focus states, forms, animation, typography, dark mode, and i18n.

Deployment skill for Vercel that packages a tarball, auto-detects the framework from package.json, and returns a live Preview URL and Claim URL without requiring prior authentication.

Next.js-specific best practices covering file conventions, RSC boundaries, async APIs, data patterns, error handling, route handlers, image/font optimization, bundling, and debugging.

Teaches the Next.js 16 Cache Components feature (PPR) — use cache directive, cacheLife(), cacheTag(), revalidateTag(), and cache invalidation patterns.

Upgrades a Next.js project to the latest version — reads package.json, fetches official migration guide, runs codemods, updates dependencies, walks through breaking changes.

Opinionated Stripe integration guidance — pins latest API version, steers toward Checkout Sessions and Payment Element, covers Connect, Billing, PCI compliance, and mobile SDK patterns.

Structured upgrade checklist for moving between Stripe API versions — covers server-side SDKs (Node, Python, Ruby, Go, Java, .NET), Stripe.js, React Native, and mobile SDKs.

Code reviews following Sentry engineering practices — covers security, performance, testing, and design review for pull requests and code changes.

Creates commits following Sentry conventions with proper conventional commit format and issue references.

Creates pull requests following Sentry conventions for PR titles, descriptions, and issue references.

Finds bugs, security vulnerabilities, and code quality issues in local branch changes.

Iterates on a PR until CI passes — automates the feedback-fix-push-wait cycle for addressing CI failures and review feedback.

Analyzes a repository to generate recommended Claude Code settings.json permissions — detects tech stack, build tools, and monorepo structure.

Systematic security code review based on OWASP guidelines — injection, XSS, authentication, authorization, and cryptography with confidence-based reporting.

Simplifies and refines code for clarity, consistency, and maintainability while preserving all functionality.

Scans agent skills for security issues — checks for prompt injection, malicious scripts, excessive permissions, secret exposure, and supply chain risks.

Django access control and IDOR security review — reviews views, DRF viewsets, ORM queries for authorization vulnerabilities.

Django performance code review — finds N+1 queries, queryset inefficiencies, and ORM performance problems.

Finds and fixes production issues from Sentry using MCP — analyzes stack traces, breadcrumbs, traces, and context to identify root causes.

Creates Sentry alerts using the workflow engine API — supports email, Slack, PagerDuty, Discord, and other notification actions.

Full Sentry SDK setup for Next.js — error monitoring, tracing, profiling, logging, session replay, and AI monitoring for Next.js 13+ with App Router and Pages Router.

Full Sentry SDK setup for Python — error monitoring, tracing, profiling, logging, metrics, and crons for Django, Flask, FastAPI, Celery, and more.

Full Sentry SDK setup for React — error monitoring, tracing, session replay, profiling, and logging for React 16+ with Router and Redux support.

Full Sentry SDK setup for Go — error monitoring, tracing, logging, metrics, and crons with support for net/http, Gin, Echo, Fiber, and FastHTTP.

Full Sentry SDK setup for Ruby — error monitoring, tracing, logging, profiling, and crons for Rails, Sinatra, Sidekiq, and Resque.

Full Sentry SDK setup for .NET — error monitoring, tracing, profiling, logging, and crons for ASP.NET Core, MAUI, WPF, Blazor, and Azure Functions.

Full Sentry SDK setup for React Native and Expo — error monitoring, tracing, profiling, session replay, and logging.

Full Sentry SDK setup for Apple platforms (iOS, macOS, tvOS, watchOS, visionOS) — error monitoring, tracing, profiling, session replay, and logging.

Full Sentry SDK setup for Svelte and SvelteKit — error monitoring, tracing, session replay, and logging.

Comprehensive Cloudflare platform skill covering Workers, Pages, KV, D1, R2, Workers AI, Vectorize, Agents SDK, networking, security (WAF, DDoS), and infrastructure-as-code.

Guide for using the Cloudflare Agents SDK to build AI agents on Cloudflare Workers, including stateful agents, durable workflows, real-time WebSocket apps, scheduled tasks, MCP servers, and React hooks.

Guide for creating and reviewing Cloudflare Durable Objects, including stateful coordination, RPC methods, SQLite storage, alarms, WebSockets, and Vitest-based testing.

Build sandboxed applications for secure code execution — AI code execution, code interpreters, CI/CD systems, and interactive dev environments.

Skill for using the Cloudflare Workers CLI to deploy and manage Workers, KV, R2, D1, Vectorize, Queues, Workflows, Pipelines, and Secrets Store.

Analyzes web performance using Chrome DevTools MCP — Core Web Vitals (FCP, LCP, TBT, CLS), render-blocking resources, layout shifts, caching issues, and accessibility gaps.

Guide for building remote MCP servers on Cloudflare Workers with tools, OAuth authentication, and production deployment.

Guide for building AI agents on Cloudflare using the Agents SDK, including state management, real-time WebSockets, scheduled tasks, tool integration, and chat capabilities.

Reviews and authors Cloudflare Workers code against production best practices — streaming, floating promises, global state, secrets, bindings, and observability.

Transforms conversations and discussions into structured documentation pages in Notion — captures insights, decisions, and knowledge from chat context.

Prepares meeting materials by gathering context from Notion, enriching with Claude research, and creating both internal pre-read and external agenda.

Searches across a Notion workspace, synthesizes findings from multiple pages, and creates comprehensive research documentation.

Turns product or tech specs into concrete Notion tasks — breaks down spec pages into detailed implementation plans with acceptance criteria and progress tracking.

Analyzes Stitch projects and synthesizes a semantic design system into DESIGN.md files.

Transforms vague UI ideas into polished Stitch-optimized prompts — enhances specificity, adds UI/UX keywords, injects design system context.

Converts Stitch designs into modular Vite and React components using system-level networking and AST-based validation.

Generates walkthrough videos from Stitch projects using Remotion with smooth transitions, zooming, and text overlays.

Expert guidance for integrating shadcn/ui components — component discovery, installation, customization, and best practices.

Teaches agents to iteratively build websites using Stitch with an autonomous baton-passing loop pattern and browser automation.

Guide for writing Netlify serverless functions — modern syntax, TypeScript, path routing, background functions, scheduled functions, and streaming.

Guide for writing Netlify Edge Functions — Deno runtime, context.next() middleware pattern, geolocation, and when to choose edge vs serverless.

Guide for using Netlify Blobs object storage — getStore(), CRUD operations, metadata, listing, deploy-scoped vs site-scoped stores.

Guide for Netlify DB (managed Neon Postgres) — provisioning, raw SQL, Drizzle ORM integration, migrations, and deploy preview branching.

Guide for Netlify Image CDN — the /.netlify/images endpoint, query parameters, remote image allowlisting, clean URL rewrites.

Guide for Netlify Forms — data-netlify attribute, spam filtering, AJAX submissions, file uploads, notifications, and submissions API.

Guide for deploying web frameworks on Netlify — Vite/React, Astro, TanStack Start, Next.js, Nuxt, SvelteKit, and Remix adapters.

Guide for controlling caching on Netlify CDN — Cache-Control, Netlify-CDN-Cache-Control, cache tags, durable cache, and framework-specific patterns.

Reference for netlify.toml configuration — build settings, redirects, headers, deploy contexts, environment variables, and functions config.

Guide for using the Netlify CLI — installation, authentication, site linking, netlify dev, netlify deploy, and environment variable management.

Skill for deploying web projects to Netlify using the CLI, including preview and production deploy workflows with npx netlify commands.

Guide for Netlify AI Gateway — access AI models from OpenAI, Anthropic, and Google via a unified proxy without managing API keys directly.

Complete guide for building beautiful apps with Expo Router — fundamentals, styling, components, navigation, animations, patterns, and native tabs.

Guidelines for creating API routes in Expo Router with EAS Hosting.

Build and distribute Expo development clients locally or via TestFlight.

Set up Tailwind CSS v4 in Expo with react-native-css and NativeWind v5 for universal styling.

Use @expo/ui/jetpack-compose to build Android native views with Jetpack Compose in Expo SDK 55.

Use @expo/ui/swift-ui to build iOS native views with SwiftUI in Expo SDK 55.

Implementing network requests in Expo — fetch API, React Query, SWR, error handling, caching, offline support, and Expo Router data loaders.

Use Expo DOM components to run web code in a webview on native and as-is on web — migrate web code to native incrementally.

Write EAS workflow YAML files for Expo projects — CI/CD pipelines and deployment automation in .eas/workflows/.

Deploying Expo apps to iOS App Store, Android Play Store, web hosting, and API routes.

Guidelines for upgrading Expo SDK versions — New Architecture, React 19, React Compiler, and native tabs migrations.

Build Gradio web UIs and demos in Python — create apps, components, event listeners, layouts, and chatbots.

Skill for executing Hugging Face Hub operations such as downloading models, datasets, and Spaces, uploading files, creating repos, managing local cache, and running compute jobs.

Create and manage datasets on Hugging Face Hub — initialize repos, define configs, stream row updates, and SQL-based querying.

Add and manage evaluation results in Hugging Face model cards — extract eval tables, import scores, and run custom evaluations.

Skill for running workloads on Hugging Face Jobs infrastructure, including UV scripts, Docker-based jobs, hardware selection, cost estimation, and secrets management.

Skill for training or fine-tuning language models with TRL on Hugging Face Jobs, including SFT, DPO, GRPO, reward modeling, GGUF conversion, and Trackio monitoring.

Publish and manage research papers on Hugging Face Hub — create paper pages, link to models/datasets, claim authorship.

Skill for building reusable CLI scripts for Hugging Face API operations, chaining API calls, and automating repeated tasks.

Track and visualize ML training experiments with Trackio — log metrics via Python API, fire training alerts, and retrieve logged metrics with real-time dashboards.

Analyzes smart contract codebases to identify state-changing entry points for security auditing — categorizes by access level and generates structured audit reports.

Enables ultra-granular, line-by-line code analysis to build deep architectural context before vulnerability or bug finding.

Security-focused differential review of code changes (PRs, commits, diffs) — calculates blast radius and generates markdown reports.

Find similar vulnerabilities across codebases using pattern-based analysis — hunt bug variants, build CodeQL/Semgrep queries, and perform systematic code audits.

Detects timing side-channel vulnerabilities in cryptographic code across C, C++, Go, Rust, Swift, Java, Kotlin, C#, PHP, JS, TS, Python, and Ruby.

Verifies code implements exactly what documentation specifies for blockchain audits — finds gaps between specs and implementation.

Detects fail-open insecure defaults — hardcoded secrets, weak authentication, and permissive security configurations that allow apps to run insecurely in production.

Identifies error-prone APIs, dangerous configurations, and footgun designs that enable security mistakes — evaluates "secure by default" principles.

Creates custom Semgrep rules for detecting security vulnerabilities, bug patterns, and code patterns.

Creates language variants of existing Semgrep rules — ports rules to target languages with independent test directories.

Configures Python projects with modern tooling (uv, ruff, ty) — creating projects, standalone scripts, and migrating from pip/Poetry/mypy/black.

Guidance for property-based testing across multiple languages and smart contracts — stronger coverage than example-based tests.

Identifies dependencies at heightened risk of exploitation or takeover — assesses supply chain attack surface and dependency health.

Guides authoring of high-quality YARA-X detection rules for malware identification — naming conventions, string selection, performance, and false positive reduction.

Detects missing zeroization of sensitive data in source code and zeroization removed by compiler optimizations — assembly-level analysis.

Audits GitHub Actions workflows for security vulnerabilities in AI agent integrations — detects prompt injection via env var patterns and dangerous sandbox configs.

Scans Android APKs for Firebase security misconfigurations — open databases, storage buckets, authentication issues, and exposed cloud functions.

Skill for searching and exploring Burp Suite project files (.burp) from the command line, including regex search over response bodies and audit finding extraction.

Expertise for analyzing DWARF debug files and understanding the DWARF debug format/standard (v3-v5).

Prepares codebases for security review using Trail of Bits checklist — sets review goals, runs static analysis, increases test coverage.

Analyzes token implementations for ERC20/ERC721 conformity, checks 20+ weird token patterns, and evaluates protocol handling of non-standard tokens.

Systematic 9-category code maturity assessment for smart contracts — arithmetic safety, access controls, complexity, MEV risks, and testing.

Techniques for writing effective fuzzing harnesses across languages — creating new fuzz targets and improving existing harness code.

AFL++ fuzzer with advanced features — multi-core fuzzing of C/C++ projects with better performance than original AFL.

De facto fuzzing tool for Rust projects using Cargo with libFuzzer backend.

Coverage-guided Python fuzzer based on libFuzzer — fuzzing pure Python code and Python C extensions.

Scans codebases for security vulnerabilities using CodeQL interprocedural data flow and taint tracking — supports full and important-only scan modes.

Runs Semgrep static analysis with parallel subagents — full ruleset and high-confidence security scan modes with Semgrep Pro cross-file taint analysis.

Smart contract development advisor based on Trail of Bits best practices — analyzes architecture, upgradeability, dependencies, and testing.

Official OpenAI reference blueprint for building authenticated MCP servers with Python and TypeScript scaffolds for enterprise data in ChatGPT Dev Mode.

Official MongoDB agent skills repository for agentic workflows, including setup guidance for MongoDB-backed MCP integrations.

Official LangChain MCP server for LangSmith that exposes prompts, traces, datasets, experiments, and billing usage to MCP clients.

Official Docker MCP server for Docker Hub image discovery, repository inspection, tag lookup, and repository management workflows.

Experimental MCP server mode exposed by the GitLab CLI (`glab mcp serve`). This entry uses GitLab's official read-only GitHub mirror for repository metadata enrichment; the canonical source repository is hosted on gitlab.com.

Official Postman MCP server with hosted and local modes for workspaces, collections, environments, API workflows, and code generation.

Official OpenAI Codex skill for answering OpenAI product and API questions with the OpenAI Developer Docs MCP and official documentation sources.

Official MongoDB MCP server for MongoDB databases and Atlas, with database, Atlas, and assistant tools over stdio and HTTP transports.

Official LangChain documentation MCP server for audited llms.txt-based documentation retrieval through MCP tools.

Official LangChain integration library for loading MCP tools and resources into LangChain and LangGraph agents.

Official Elastic MCP server for indexed semantic code search, symbol analysis, and structured code investigation workflows.

Official HashiCorp MCP server for Terraform Registry plus HCP Terraform and Terraform Enterprise workspace and registry operations.

Official HashiCorp MCP server for Vault secrets, mounts, and PKI workflows over stdio and HTTP transports.

Official Grafana MCP server for dashboards, datasources, logs, alerts, incidents, rendering, and related observability workflows.

Official Grafana experimental k6 MCP server for script validation, test execution, documentation browsing, and test script generation.

Official Confluent Cloud MCP server for topics, connectors, Schema Registry, environments, and Flink workflows over local stdio or HTTP transports.

Official Cloudinary MCP server for asset upload, search, transformation, folder management, and archive workflows.

Official Cloudinary MCP server for transformations, upload presets, streaming profiles, triggers, and upload mappings.

Official Cloudinary MCP server for structured metadata fields, datasource values, metadata rules, and field ordering.

Official Twilio Alpha proof-of-concept MCP server that exposes Twilio public APIs as MCP tools.

Official Twilio Alpha proof-of-concept MCP server for turning OpenAPI specifications into MCP tools.

Official PayPal MCP server for invoices, orders, disputes, subscriptions, tracking, and reporting workflows.

Official Plaid sandbox MCP server for mock data, docs search, sandbox tokens, and webhook simulation.

Official Plaid prompt and rules bundle for AI coding assistants building Plaid integrations.

Official Snowflake Labs MCP server for Cortex Search, Analyst, Agent, object management, SQL, and semantic view workflows.

Official Snyk MCP surface for SCA, code, IaC, container, SBOM, authentication, and trust operations.

Official Snyk API and web MCP server for onboarding targets, authentication setup, DAST scans, and findings triage.

Official NVIDIA NeMo Agent Toolkit capability for publishing workflow functions as MCP tools through nat mcp serve and fastmcp server run.

Official Docker MCP gateway and CLI plugin for managing MCP catalogs, profiles, secrets, OAuth flows, and unified gateway access to multiple MCP servers.

Official Supabase MCP server for project management, database operations, logs, docs, edge functions, storage, and branching workflows.

Official Grafana Tempo MCP server for trace retrieval and TraceQL access from Tempo deployments.

Official Confluent proxy MCP server for event-driven agent choreography and topic-backed agent workflows, distinct from the broader Confluent Cloud MCP Server.

Official Confluent Cloud Claude Code package that bundles a Confluent infrastructure MCP server with Claude-oriented workflow helpers, distinct from the general-purpose Confluent Cloud MCP Server.

Official open-source tool implementations used by PlanetScale's hosted MCP server, including API-backed database and platform workflows.

Official Redis MCP server for natural language interaction with Redis data structures, search, vector indexes, documentation, and server management.

Official Redis Cloud API MCP server for account, subscription, task, region, and database management workflows in Redis Cloud.

Official Fastly MCP server for managing Fastly services, domains, backends, security settings, and performance metrics through AI clients.

Official Heroku CLI-backed MCP server for managing Heroku apps and platform resources through AI clients. The project is currently in early development.

Official Redis MCP server focused on durable agent memory workflows, distinct from the general Redis MCP Server and the Redis Cloud API MCP Server.

Official Oracle reference MCP server exposing OCI CLI-backed tools for Oracle Cloud Infrastructure services.

Official Oracle reference MCP server for searching Oracle Database documentation through MCP tools.

Official Oracle reference MCP server for interacting with OCI Database services through MCP tools.

Official Cohere MCP server for Jira and Confluence workflows through Atlassian integrations.

Official Cohere North reference Python SDK for building authenticated MCP servers with North-specific Streamable HTTP and identity support.

Official Pinecone developer MCP server for documentation search, index management, record upsert, and search workflows.

Official Pinecone Assistant MCP server for retrieving information from Pinecone Assistant knowledge bases.

Official Weights & Biases MCP server for querying runs, traces, reports, projects, and documentation through natural language.

Official Shopify docs-backed local development MCP server for docs search, API schema exploration, Functions, theme validation, and current Shopify development guidance. Install via `npx -y @shopify/dev-mcp@latest`.

Official GitLab docs-backed remote MCP server in Beta for GitLab project data, issues, merge requests, API access, and GitLab-specific operations through AI assistants.

Official Clerk docs-backed remote MCP server for SDK snippets, implementation patterns, and up-to-date authentication guidance in AI coding tools.

Official Figma docs-backed MCP server for bringing design context, components, variables, and implementation guidance into AI coding tools.

Official Replicate docs-backed remote MCP server for model search, metadata retrieval, prediction execution, and other Replicate API workflows.

Official Mistral docs-backed guide for using MCP clients from Mistral agent and SDK workflows.

Official Clerk docs-backed installable skills for auth setup, organizations, webhooks, testing, and Next.js implementation patterns.

Official Sourcegraph docs-backed remote MCP server for code search, navigation, commit and diff search, and Deep Search workflows.

Official CockroachDB docs-backed MCP server integration for exposing CockroachDB documentation to AI assistants.

Official CockroachDB docs-backed catalog of installable agent skills for database operations and development workflows.

Official 1Password docs-backed guide for building LLM and agent workflows with 1Password developer tools.

Official 1Password machine-readable CLI documentation for LLM-assisted workflows and AI coding tools.

Official JetBrains docs-backed built-in IDE MCP server. Current replacement for older plugin and proxy variants, exposing IDE tools, project inspection, run configurations, and file operations.

Official Heroku docs-backed hosted remote MCP endpoint for OAuth-based client connections to Heroku platform workflows, distinct from the CLI-backed Heroku Platform MCP Server.

Official Canva docs-backed MCP server for design, asset, comment, folder, export, and editing workflows in Canva, distinct from the CLI-backed Canva Dev MCP Server.

Official Canva docs-backed CLI development MCP server for Canva Apps and Integrations workflows, distinct from the broader Canva MCP Server for runtime design operations.

Official PlanetScale docs-backed installable database skills package for MySQL, Vitess, Postgres, and Neki workflows, distinct from the PlanetScale MCP Server.

Official Linear docs-backed remote MCP server for accessing and updating issues, projects, comments, and other Linear workspace data from AI tools.

Official New Relic docs-backed MCP server for observability data, alerts, incidents, performance analysis, and NRQL workflows.

Official Pulumi MCP server for Pulumi Cloud, Pulumi Registry, and Pulumi Neo task delegation workflows.

Official Datadog MCP toolset in Preview for LLM observability workflows including traces, spans, agent loops, and experiment analysis.

Official Datadog MCP toolset for feature flag creation, validation, and environment management workflows.