documentation-mcp

Plugin documentation-mcp in sandraschi/documentation-mcp. Commands read from the repo's manifest — 6 days ago.

Skills (200)

• documentation-expert
• accelerationist

  Critical analysis of accelerationist ideology. Use when teaching about political extremism, examining why 'make things worse to force revolution' fails, or understanding radicalization patterns.

• ai-doomster

  Critical analysis of AI doom scenarios and unfalsifiable fears. Use when teaching about distinguishing real AI risks from sci-fi panic, evaluating AI safety claims, or balancing concern with evidence.

• astrology-analyst

  Expert debunker of astrological claims. Use when explaining the Barnum effect, teaching about cognitive biases, or demonstrating why astrology predictions fail scientific testing.

• blockchain-pollyanna

  Critical analysis of blockchain hype and solutions looking for problems. Use when evaluating blockchain proposals, teaching about technology hype cycles, or distinguishing genuine use cases from marketing.

• cultural-appropriation-handwringer

  Critical analysis of cultural appropriation discourse. Use when teaching about distinguishing genuine respect issues from performative concern, or examining when cultural criticism becomes counterproductive.

• derrida-explainer

  Expert in academic obfuscation and postmodern jargon. Use when explaining how complex language obscures simple ideas, teaching about intellectual clarity, or demonstrating how to recognize when someone is using big words to say nothing.

• flat-earth-expert

  Expert debunker of flat Earth claims. Use when explaining why flat Earth arguments fail, teaching critical thinking about evidence, or demonstrating how conspiracy theories spread.

• homeopathy-researcher

  Expert debunker of homeopathic claims. Use when explaining why homeopathy is placebo, teaching about clinical trials, or demonstrating how alternative medicine marketing works.

• racist-with-jewish-friends

  Educational skill exposing the 'I can't be racist, I have [minority] friends' deflection. Use when teaching about implicit bias, systemic issues, or recognizing when someone deflects from examining their own biases.

• reborn-queen-of-sheba

  Satirical skill about reincarnation claims and historical fabrication. Use when teaching about unfalsifiable claims, explaining why past-life memories are false, or demonstrating how people construct elaborate false narratives.

• seance-mistress

  Expert in seance techniques and cold reading. Use when explaining how fake mediums trick people, or when teaching critical thinking about supernatural claims.

• sneaky-debater

  Comprehensive catalog of rhetorical tricks, logical fallacies, and bad faith debate tactics. Use when teaching honest argumentation, exposing manipulative debate techniques, or helping recognize dishonest arguments.

• developer
• general
• algorithmic-art

  Creating algorithmic art using p5.js with seeded randomness and interactive parameter exploration. Use this when users request creating art using code, generative art, algorithmic art, flow fields, or particle systems. Create original algorithmic art rather than copying existing artists' work to avo

• artifacts-builder

  Suite of tools for creating elaborate, multi-component claude.ai HTML artifacts using modern frontend web technologies (React, Tailwind CSS, shadcn/ui). Use for complex artifacts requiring state management, routing, or shadcn/ui components - not for simple single-file HTML/JSX artifacts.

• brand-guidelines

  Applies Anthropic's official brand colors and typography to any sort of artifact that may benefit from having Anthropic's look-and-feel. Use it when brand colors or style guidelines, visual formatting, or company design standards apply.

• canvas-design

  Create beautiful visual art in .png and .pdf documents using design philosophy. You should use this skill when the user asks to create a poster, piece of art, design, or other static piece. Create original visual designs, never copying existing artists' work to avoid copyright violations.

• docx

  Comprehensive document creation, editing, and analysis with support for tracked changes, comments, formatting preservation, and text extraction. When Claude needs to work with professional documents (.docx files) for: (1) Creating new documents, (2) Modifying or editing content, (3) Working with tra

• pptx

  Presentation creation, editing, and analysis. When Claude needs to work with presentations (.pptx files) for: (1) Creating new presentations, (2) Modifying or editing content, (3) Working with layouts, (4) Adding comments or speaker notes, or any other presentation tasks

• xlsx

  Comprehensive spreadsheet creation, editing, and analysis with support for formulas, formatting, data analysis, and visualization. When Claude needs to work with spreadsheets (.xlsx, .xlsm, .csv, .tsv, etc) for: (1) Creating new spreadsheets with formulas and formatting, (2) Reading or analyzing dat

• internal-comms

  A set of resources to help me write all kinds of internal communications, using the formats that my company likes to use. Claude should use this skill whenever asked to write some sort of internal communications (status reports, leadership updates, 3P updates, company newsletters, FAQs, incident rep

• mcp-builder

  Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node/TypeScript (MCP SDK).

• skill-creator

  Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends Claude's capabilities with specialized knowledge, workflows, or tool integrations.

• slack-gif-creator

  Toolkit for creating animated GIFs optimized for Slack, with validators for size constraints and composable animation primitives. This skill applies when users request animated GIFs or emoji animations for Slack from descriptions like "make me a GIF for Slack of X doing Y".

• template-skill

  Replace with description of the skill and when Claude should use it.

• theme-factory

  Toolkit for styling artifacts with a theme. These artifacts can be slides, docs, reportings, HTML landing pages, etc. There are 10 pre-set themes with colors/fonts that you can apply to any artifact that has been creating, or can generate a new theme on-the-fly.

• webapp-testing

  Toolkit for interacting with and testing local web applications using Playwright. Supports verifying frontend functionality, debugging UI behavior, capturing browser screenshots, and viewing browser logs.

• validating-ai-ethics-and-fairness

  This skill enables Claude to validate the ethical implications and fairness of AI/ML models and datasets. It is triggered when the user requests an ethics review, fairness assessment, or bias detection for an AI system. The skill uses the ai-ethics-validator plugin to analyze models, datasets, and c

• orchestrating-multi-agent-systems

  This skill enables Claude to orchestrate multi-agent systems using the AI SDK v5. It allows Claude to set up agent handoffs, intelligent routing, and coordinated workflows across different AI providers like OpenAI, Anthropic, and Google. Use this skill when the user asks to create multi-agent system

• detecting-data-anomalies

  This skill empowers Claude to identify anomalies and outliers within datasets. It leverages the anomaly-detection-system plugin to analyze data, apply appropriate machine learning algorithms, and highlight unusual data points. Use this skill when the user requests anomaly detection, outlier analysis

• building-automl-pipelines

  This skill empowers Claude to build AutoML pipelines using the automl-pipeline-builder plugin. It is triggered when the user requests the creation of an automated machine learning pipeline, specifies the use of AutoML techniques, or asks for assistance in automating the machine learning model buildi

• building-classification-models

  This skill enables Claude to construct and evaluate classification models using provided datasets or specifications. It leverages the classification-model-builder plugin to automate model creation, optimization, and reporting. Use this skill when the user requests to "build a classifier", "create a

• running-clustering-algorithms

  This skill enables Claude to execute clustering algorithms on datasets. It is used when the user requests to perform clustering, identify groups within data, or analyze data structure. The skill supports algorithms like K-means, DBSCAN, and hierarchical clustering. Claude should use this skill when

• processing-computer-vision-tasks

  This skill enables Claude to process and analyze images using computer vision techniques. It's used to perform tasks such as object detection, image classification, and image segmentation. Use this skill when a user requests analysis of an image, asks for identification of objects within an image, o

• preprocessing-data-with-automated-pipelines

  This skill empowers Claude to preprocess and clean data using automated pipelines. It is designed to streamline data preparation for machine learning tasks, implementing best practices for data validation, transformation, and error handling. Claude should use this skill when the user requests data

• creating-data-visualizations

  This skill enables Claude to generate data visualizations, plots, charts, and graphs from provided data. It analyzes the data, selects the most appropriate visualization type, and creates a visually appealing and informative graphic. Use this skill when the user requests a visualization, plot, chart

• splitting-datasets

  This skill enables Claude to split datasets into training, validation, and testing sets. It is useful when preparing data for machine learning model development. Use this skill when the user requests to split a dataset, create train-test splits, or needs data partitioning for model training. The ski

• optimizing-deep-learning-models

  This skill optimizes deep learning models using various techniques. It is triggered when the user requests improvements to model performance, such as increasing accuracy, reducing training time, or minimizing resource consumption. The skill leverages advanced optimization algorithms like Adam, SGD,

• setting-up-experiment-tracking

  This skill automates the setup of machine learning experiment tracking using tools like MLflow or Weights & Biases (W&B). It is triggered when the user requests to "track experiments", "setup experiment tracking", "initialize MLflow", or "integrate W&B". The skill configures the necessary environmen

• engineering-features-for-machine-learning

  This skill empowers Claude to perform feature engineering tasks for machine learning. It creates, selects, and transforms features to improve model performance. Use this skill when the user requests feature creation, feature selection, feature transformation, or any request that involves improving t

• tuning-hyperparameters

  This skill enables Claude to optimize machine learning model hyperparameters using grid search, random search, or Bayesian optimization. It is used when the user requests hyperparameter tuning, model optimization, or improvement of model performance. The skill analyzes the current context, generates

• training-machine-learning-models

  This skill trains machine learning models using automated workflows. It analyzes datasets, selects appropriate model types (classification, regression, etc.), configures training parameters, trains the model with cross-validation, generates performance metrics, and saves the trained model artifact.

• deploying-machine-learning-models

  This skill enables Claude to deploy machine learning models to production environments. It automates the deployment workflow, implements best practices for serving models, optimizes performance, and handles potential errors. Use this skill when the user requests to deploy a model, serve a model via

• evaluating-machine-learning-models

  This skill allows Claude to evaluate machine learning models using a comprehensive suite of metrics. It should be used when the user requests model performance analysis, validation, or testing. Claude can use this skill to assess model accuracy, precision, recall, F1-score, and other relevant metric

• explaining-machine-learning-models

  This skill enables Claude to provide interpretability and explainability for machine learning models. It is triggered when the user requests explanations for model predictions, insights into feature importance, or help understanding model behavior. The skill leverages techniques like SHAP and LIME t

• tracking-model-versions

  This skill enables Claude to track and manage AI/ML model versions using the model-versioning-tracker plugin. It should be used when the user asks to manage model versions, track model lineage, log model performance, or implement version control for AI/ML models. Use this skill when the user mention

• building-neural-networks

  This skill allows Claude to construct and configure neural network architectures using the neural-network-builder plugin. It should be used when the user requests the creation of a new neural network, modification of an existing one, or assistance with defining the layers, parameters, and training p

• analyzing-text-with-nlp

  This skill enables Claude to perform natural language processing and text analysis using the nlp-text-analyzer plugin. It should be used when the user requests analysis of text, including sentiment analysis, keyword extraction, topic modeling, or other NLP tasks. The skill is triggered by requests i

• building-recommendation-systems

  This skill empowers Claude to construct recommendation systems using collaborative filtering, content-based filtering, or hybrid approaches. It analyzes user preferences, item features, and interaction data to generate personalized recommendations. Use this skill when the user requests to build a re

• performing-regression-analysis

  This skill empowers Claude to perform regression analysis and modeling using the regression-analysis-tool plugin. It analyzes datasets, generates appropriate regression models (linear, polynomial, etc.), validates the models, and provides performance metrics. Use this skill when the user explicitly

• analyzing-text-sentiment

  This skill enables Claude to analyze the sentiment of text data. It identifies the emotional tone expressed in text, classifying it as positive, negative, or neutral. Use this skill when a user requests sentiment analysis, opinion mining, or emotion detection on any text, such as customer reviews, s

• forecasting-time-series-data

  This skill enables Claude to forecast future values based on historical time series data. It analyzes time-dependent data to identify trends, seasonality, and other patterns. Use this skill when the user asks to predict future values of a time series, analyze trends in data over time, or requires in

• adapting-transfer-learning-models

  This skill automates the adaptation of pre-trained machine learning models using transfer learning techniques. It is triggered when the user requests assistance with fine-tuning a model, adapting a pre-trained model to a new dataset, or performing transfer learning. It analyzes the user's requiremen

• excel-dcf-modeler

  Build discounted cash flow (DCF) valuation models in Excel with free cash flow projections, WACC calculations, and sensitivity analysis for investment banking and corporate finance teams

• excel-lbo-modeler

  Create leveraged buyout (LBO) models in Excel with sources & uses, debt schedules, cash flow waterfalls, and IRR calculations for private equity analysis

• excel-pivot-wizard

  Generate pivot tables and charts from raw data using natural language - analyze sales by region, summarize data by category, and create visualizations effortlessly

• excel-variance-analyzer

  Automate budget vs actual variance analysis in Excel with flagging, commentary, and executive summaries for financial reporting and FP&A teams

• generating-database-seed-data

  This skill enables Claude to generate realistic test data and database seed scripts for development and testing environments. It uses Faker libraries to create realistic data, maintains relational integrity, and allows configurable data volumes. Use this skill when you need to quickly populate a dat

• validating-database-integrity

  This skill utilizes the data-validation-engine plugin to ensure database integrity. It automatically validates data types, ranges, formats, referential integrity, and business rules. Use this skill when you need to implement data validation, enforce constraints, or improve data quality within a data

• archiving-databases

  This skill automates database archival processes. It helps reduce primary database size by moving historical records to archive tables or cold storage solutions like S3, Azure Blob, or GCS. The plugin supports PostgreSQL and MySQL, implementing automated retention policies, compression, compliance t

• implementing-database-audit-logging

  This skill helps implement database audit logging for tracking changes and ensuring compliance. It is triggered when the user requests to "implement database audit logging", "add audit trails", "track database changes", or mentions "audit_log" in relation to a database. The skill provides options fo

• automating-database-backups

  This skill automates database backups using the database-backup-automator plugin. It creates scripts for scheduled backups, compression, encryption, and restore procedures across PostgreSQL, MySQL, MongoDB, and SQLite. Use this when the user requests database backup automation, disaster recovery pla

• implementing-database-caching

  This skill enables Claude to implement multi-tier database caching solutions. It is triggered when the user requests database caching, performance improvements, or reduced database load. The skill utilizes Redis, in-memory caching, and CDN layers to optimize database performance by reducing database

• optimizing-database-connection-pooling

  This skill optimizes database connection pooling for enhanced performance and resource management. It is activated when the user requests assistance with connection pooling, database performance tuning, or connection lifecycle management. Use this skill to implement and configure connection pools in

• detecting-database-deadlocks

  This skill uses the database-deadlock-detector plugin to detect, analyze, and prevent database deadlocks. It monitors database lock contention, analyzes transaction patterns, and suggests resolution strategies. Use this skill when the user asks to "detect database deadlocks", "analyze deadlock cause

• comparing-database-schemas

  This skill leverages the database-diff-tool plugin to compare database schemas, generate migration scripts, and provide rollback procedures. It is triggered when the user requests database schema comparisons, migration script generation, or database synchronization. Use this skill when asked to iden

• generating-database-documentation

  This skill enables Claude to automatically generate comprehensive documentation for existing database schemas using the database-documentation-gen plugin. It is triggered when the user requests database documentation, ERD diagrams, or a data dictionary. The plugin supports multiple database engines

• monitoring-database-health

  This skill enables Claude to monitor database health using real-time metrics, predictive alerts, and automated remediation. It's designed for production-grade database health monitoring for PostgreSQL and MySQL, detecting performance degradation, resource exhaustion, and replication issues. Use this

• analyzing-database-indexes

  This skill uses the database-index-advisor plugin to analyze query patterns and recommend optimal database indexes. It identifies missing indexes to improve query performance and unused indexes that can be removed to save storage and improve write performance. Use this skill when the user asks to "a

• managing-database-migrations

  This skill enables Claude to manage database schema changes through version-controlled migrations. It is activated when the user requests to create, apply, or rollback database migrations. The skill supports generating timestamped migration files with both up and down migrations for PostgreSQL, MySQ

• managing-database-partitions

  This skill enables Claude to design, implement, and manage table partitioning strategies for large databases. It is triggered when the user needs to optimize query performance, manage time-series data, or reduce maintenance windows for tables exceeding 100GB. Use this skill when asked to "create dat

• managing-database-recovery

  This skill manages database recovery operations using the database-recovery-manager plugin. It enables disaster recovery, point-in-time recovery (PITR), and automated failover strategies for production database systems. Use this skill when the user requests help with "database recovery", "disaster r

• managing-database-replication

  This skill enables Claude to manage database replication, failover, and high availability configurations using the database-replication-manager plugin. It is designed to assist with tasks such as setting up master-slave replication, configuring automatic failover, monitoring replication lag, and imp

• designing-database-schemas

  This skill enables Claude to design and visualize database schemas. It leverages normalization guidance (1NF through BCNF), relationship mapping, and ERD generation to create efficient and well-structured databases. Use this skill when the user requests to "design a database schema", "create a datab

• scanning-database-security

  This skill enables Claude to perform comprehensive database security scans using the database-security-scanner plugin. It is triggered when the user requests a security assessment of a database, including identifying vulnerabilities like weak passwords, SQL injection risks, and insecure configuratio

• managing-database-sharding

  This skill assists with managing database sharding strategies. It is activated when the user needs to implement horizontal database sharding to scale beyond single-server limitations. The skill supports designing sharding strategies, distributing data across multiple database instances, and implemen

• monitoring-database-transactions

  This skill enables Claude to monitor database transactions for performance and lock issues using the database-transaction-monitor plugin. It is triggered when the user requests transaction monitoring, lock detection, or rollback rate analysis for databases. Use this skill when the user mentions "mon

• modeling-nosql-data

  This skill enables Claude to design NoSQL data models. It activates when the user requests assistance with NoSQL database design, including schema creation, data modeling for MongoDB or DynamoDB, or defining document structures. Use this skill when the user mentions "NoSQL data model", "design Mongo

• orm-code-generator
• query-performance-analyzer
• sql-query-optimizer
• stored-procedure-generator
• ansible-playbook-creator
• auto-scaling-configurator
• backup-strategy-implementor
• ci-cd-pipeline-builder
• cloud-cost-optimizer
• compliance-checker
• container-registry-manager
• container-security-scanner
• deployment-pipeline-orchestrator
• deployment-rollback-manager
• disaster-recovery-planner
• docker-compose-generator
• environment-config-manager
• fairdb-backup-manager
• git-commit-smart
• gitops-workflow-builder
• helm-chart-generator
• infrastructure-as-code-generator
• infrastructure-drift-detector
• kubernetes-deployment-creator
• load-balancer-configurator
• log-aggregation-setup
• monitoring-stack-deployer
• network-policy-manager
• secrets-manager-integrator
• service-mesh-configurator
• sugar
• terraform-module-builder
• ai-ml-engineering-pack
• devops-automation-pack
• security-pro-pack
• alerting-rule-creator
• apm-dashboard-creator
• application-profiler
• bottleneck-detector
• cache-performance-optimizer
• capacity-planning-analyzer
• cpu-usage-monitor
• distributed-tracing-setup
• error-rate-monitor
• infrastructure-metrics-collector
• load-test-runner
• log-analysis-tool
• memory-leak-detector
• metrics-aggregator
• network-latency-analyzer
• performance-budget-validator
• performance-optimization-advisor
• performance-regression-detector
• real-user-monitoring
• resource-usage-tracker
• response-time-tracker
• sla-sli-tracker
• synthetic-monitoring-setup
• throughput-analyzer
• 000-jeremy-content-consistency-validator
• 001-jeremy-taskwarrior-integration
• yaml-master
• vertex-media-master
• agent-sdk-master
• agent-context-loader
• overnight-dev
• access-control-auditor
• authentication-validator
• compliance-report-generator
• cors-policy-validator
• csrf-protection-validator
• data-privacy-scanner
• dependency-checker
• encryption-tool
• gdpr-compliance-scanner
• hipaa-compliance-checker
• input-validation-scanner
• owasp-compliance-checker
• pci-dss-validator
• penetration-tester
• secret-scanner
• security-audit-reporter
• security-headers-analyzer
• security-incident-responder
• security-misconfiguration-finder
• session-security-checker
• soc2-audit-helper
• sql-injection-detector
• ssl-certificate-manager
• vulnerability-scanner
• xss-vulnerability-scanner
• web-to-github-issue
• accessibility-test-scanner
• api-fuzzer
• api-test-automation
• browser-compatibility-tester
• chaos-engineering-toolkit
• contract-test-validator
• database-test-manager
• e2e-test-framework
• integration-test-runner
• load-balancer-tester
• mobile-app-tester
• mutation-test-runner
• performance-test-suite
• regression-test-tracker
• security-test-scanner
• smoke-test-runner
• snapshot-test-manager
• test-coverage-analyzer
• test-data-generator
• test-doubles-generator
• test-environment-manager
• test-orchestrator
• test-report-generator
• unit-test-generator
• visual-regression-tester
• mcp-standards
• modules
• assfix

Hooks (1)

• SessionStart