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- ▌ Soql Field Coverage Rules 2 · tools-only bundleThis guide documents field coverage validation rules for SOQL queries—ensuring that all fields accessed in Apex code are actually queried. This is a common source of runtime errors, especially in LLM-generated code.
- ▌ Arithmetic Coding Analysis Guide · tools-only bundleThis reference provides detailed guidance for analyzing arithmetic coding decoders and implementing compatible encoders.
- ▌ Clientside Web Security 2 · tools-only bundleProtect browser clients against code injection, request forgery, UI redress, cross‑site leaks, and unsafe third‑party scripts with layered, context‑aware controls.
- ▌ Clientside Web Security 3 · tools-only bundleProtect browser clients against code injection, request forgery, UI redress, cross‑site leaks, and unsafe third‑party scripts with layered, context‑aware controls.
- ▌ Control Set 17 Agentic Security Agent 2 · tools-only bundleAgentic Security 控制集,适用于完整 AI Agent 系统和类 Agent 组件(Tools, Prompts, Skills)。本控制集关注 Agent 的行为、意图和自主性安全,与 ext-13 (AI/LLM Security) 形成互补关系:
- ▌ Control Set 17 Agentic Security Agent 3 · tools-only bundleAgentic Security 控制集,适用于完整 AI Agent 系统和类 Agent 组件(Tools, Prompts, Skills)。本控制集关注 Agent 的行为、意图和自主性安全,与 ext-13 (AI/LLM Security) 形成互补关系:
- ▌ Pr Workflow 3 · tools-only bundleYou are Code-Sage, an expert AI code reviewer and technical writer. Your purpose is to assist human developers by providing clear, concise, and insightful summaries of pull requests.
- ▌ Sbi Feedback Model Complete Guide · tools-only bundleThe Situation-Behavior-Impact (SBI) model, developed by the Center for Creative Leadership, provides a structured approach to giving clear, objective feedback that minimizes defensiveness and promotes improvement.
- ▌ Architecture Review Workflow · tools-only bundleThis workflow guides you through reviewing plugin architecture using Architect, Security, and Reviewer agents. Identifies issues, security concerns, and improvement opportunities.
- ▌ File Scaffold 11 · tools-only bundleThis skill helps developers implement abridge rate limiting and backoff. It provides step-by-step guidance for Abridge integration following best practices and production-ready patterns.
- ▌ File Scaffold 13 · tools-only bundleThis skill helps developers implement alchemy rate limiting and backoff. It provides step-by-step guidance for Alchemy integration following best practices and production-ready patterns.
- ▌ File Scaffold 14 · tools-only bundleThis skill helps developers implement algolia rate limiting and backoff. It provides step-by-step guidance for Algolia integration following best practices and production-ready patterns.
- ▌ Engineering Metrics And Kpis Guide 2 · tools-only bundle❌ Lines of Code: Encourages bloat ❌ Hours Worked: Promotes presenteeism ❌ Individual Velocity: Creates competition ❌ Bug Count Without Context: Discourages risk-taking ❌ Commit Count: Encourages tiny commits
- ▌ Equation Counting Bug Fix · tools-only bundleThe countequationsin_file() function in book-metrics.py was significantly over-counting LaTeX equations. For example, a signal processing textbook showed 2,421 equations when the actual count was much lower.
- ▌ Evaluation Metrics For Survival Models · tools-only bundleThe concordance index measures the rank correlation between predicted risk scores and observed event times.
- ▌ Enterprise Features 4 · tools-only bundleEnterprise deployment, security, compliance, and monitoring for Claude Code.
- ▌ Evaluation Metrics For Fine Tuned Models · tools-only bundleProper evaluation is critical for understanding fine-tuning success. This reference covers metrics, benchmarking strategies, and evaluation frameworks for fine-tuned language models.
- ▌ Faq Quality Report · tools-only bundleFocus on helping new users understand the course and get started with installation and basic usage.
- ▌ Authorization And Access Control 2 · tools-only bundleEnforce least privilege and precise access decisions for every request and resource, prevent IDOR and mass assignment, and provide strong transaction authorization where necessary.
- ▌ Authorization And Access Control 3 · tools-only bundleEnforce least privilege and precise access decisions for every request and resource, prevent IDOR and mass assignment, and provide strong transaction authorization where necessary.
- ▌ Expectation Alignment Guide · tools-only bundleFrameworks for setting, communicating, and managing expectations with teammates, stakeholders, and leadership.
- ▌ Filters And Preprocessing · tools-only bundleHistolab provides a comprehensive set of filters for preprocessing whole slide images and tiles. Filters can be applied to images for visualization, quality control, tissue detection, and artifact removal.
- ▌ Repository Evaluation Prompt Awesome Claude Code Full · tools-only bundleYou are evaluating a repository intended for use in or alongside Claude Code, where certain features (such as hooks, commands, scripts, or automation) may execute implicitly or with elevated trust once enabled by a user.
- ▌ Unit Testing A Model That Depends On Ephemeral Model S · tools-only bundleIf you want to unit test a model that depends on an ephemeral model, you must use format: sql for that input.
- ▌ The Chatsummarysummarizer Node · tools-only bundleThis guide provides a comprehensive, code-validated overview of the chatSummarySummarizer node. It details its powerful iterative logic and its role as the core engine for creating and updating rolling chat summaries.
- ▌ Progressive Disclosure Patterns 2 · tools-only bundleSkills use a 3-level loading system to manage context efficiently.
- ▌ Iothackbot Tool Development Guide · tools-only bundleThis guide documents the standard project structure and development patterns used for iothackbot tools.
- ▌ External Services Guide 2 · tools-only bundleExternal Services in Salesforce automatically generate Apex classes from OpenAPI (Swagger) specifications, enabling type-safe REST API integrations without writing HTTP code.
- ▌ JSON Config Reference · tools-only bundleThis document describes the JSON configuration format for batch image searches.
- ▌ Interactive Learning Lab · tools-only bundle📚 11 interactive tutorials | 🎯 Beginner → Advanced | ⏱️ ~5 hours total
- ▌ Subagent Orchestration Pattern For Claude Skills · tools-only bundleA comprehensive guide to building multi-phase workflows where each phase runs as an isolated subagent with its own context window, strict contracts, and verification gates.
- ▌ Input Validation And Injection Defense 2 · tools-only bundleEnsure untrusted input is validated and never interpreted as code. Prevent injection across SQL, LDAP, OS commands, templating, and JavaScript runtime object graphs.
- ▌ Input Validation And Injection Defense 3 · tools-only bundleEnsure untrusted input is validated and never interpreted as code. Prevent injection across SQL, LDAP, OS commands, templating, and JavaScript runtime object graphs.
- ▌ External Services Guide · tools-only bundleExternal Services in Salesforce automatically generate Apex classes from OpenAPI (Swagger) specifications, enabling type-safe REST API integrations without writing HTTP code.
- ▌ Error Handling And Information Disclosure Prevention 2 · tools-only bundleImplement secure error handling that prevents information leakage while maintaining system integrity and enabling effective debugging.
- ▌ Error Handling And Information Disclosure Prevention 3 · tools-only bundleImplement secure error handling that prevents information leakage while maintaining system integrity and enabling effective debugging.
- ▌ Adr 008 Universal File Types And Uri Schemes · tools-only bundleAdditionally, refs need to support multiple sources beyond local files: MCP resources, GitHub files, HTTP endpoints, etc.
- ▌ A Comprehensive Guide To Wilmerai Workflow Memory Specific · tools-only bundleThis document provides a comprehensive catalog of memory-related nodes for use within the WilmerAI workflow system.
- ▌ Feature V0 5 0 Roadmap Consolidation And Workflow · tools-only bundleReconcile the divergent sources of truth for the claude-skills project (four local v0.5.0 docs, stale ROADMAP.md, misaligned GitHub milestones) into a single consistent system.
- ▌ Intake Create System Description · tools-only bundleLaunch parallel analysis threads to produce a SOC2-style living document covering architecture, API surface, security patterns, and external dependencies.
- ▌ Executive Summary 2 · tools-only bundleSoftware engineering is currently undergoing a major paradigm shift—from waterfall development to agile iteration to AI-assisted programming. This transformation affects philosophy, processes, and technology alike.
- ▌ Executive Summary 3 · tools-only bundleSoftware engineering is currently undergoing a major paradigm shift—from waterfall development to agile iteration to AI-assisted programming. This transformation affects philosophy, processes, and technology alike.
- ▌ AI Coding Assistants Setup Guide · tools-only bundleComplete guide for integrating the MCP Gateway & Registry with popular AI development tools.
- ▌ Release V1 0 0 Launch Ready · tools-only bundleYou've successfully pivoted from commercial to open-source, preserved all quality work, and established a production-ready plugin marketplace just days after Anthropic's announcement.
- ▌ Package Manager Policy · tools-only bundleThis enables Corepack to automatically use the correct pnpm version.
- ▌ Websocket Ws Localhost 3456 · tools-only bundleasync function analyzeCodebase() { const agents = [ 'security-auditor', 'performance-analyzer', 'code-reviewer', 'test-generator', 'documentation-writer' ];
- ▌ Gtm Efficiency Benchmarks · tools-only bundleSaaS benchmarks by funding stage, industry standards, and strategies for improving go-to-market efficiency.
- ▌ Importing Servers From Anthropic MCP Registry · tools-only bundleThis guide explains how to import MCP servers from Anthropic's official MCP Registry into your MCP Gateway.
- ▌ A Technical Guide To Conversation Timestamps · tools-only bundleThis guide provides a complete technical reference for WilmerAI's automated conversation timestamping system. The information is validated against the system's source code to ensure accuracy.
- ▌ P0 Stabilization Complete Master Evidence · tools-only bundleAll epics delivered with comprehensive proof gates and evidence.
- ▌ Hierarchical Structure Patterns For Data Resharding · tools-only bundleThis reference provides detailed patterns for implementing hierarchical directory structures when simple flat organization violates constraints.
- ▌ No Hardcoded Credentials 2 · tools-only bundleNEVER store secrets, passwords, API keys, tokens or any other credentials directly in source code.
- ▌ No Hardcoded Credentials 3 · tools-only bundleNEVER store secrets, passwords, API keys, tokens or any other credentials directly in source code.
- ▌ Coordinated Agents 5 · tools-only bundleYou are the Corpus Orchestrator - coordinating linguistics agents to build and maintain powerful corpus linguistics tools.
- ▌ Coordinated Agents 6 · tools-only bundleYou are the Deploy Orchestrator - coordinating infrastructure agents to ensure safe, verified deployments. You manage the critical path from code to running service, with proper validation at every step.
- ▌ Mental Model Builder · tools-only bundleAnalyze code changes and present them as a coherent mental model - breaking large diffs into logical chunks ordered by dependency so they can be understood incrementally.
- ▌ Feature Checklist Generator · tools-only bundleGenerates a comprehensive feature checklist for an intelligent textbook by scanning the project's mkdocs.yml configuration and docs/ directory to automatically detect which features are implemented.
- ▌ Session Log Fix Equation Count Algorithm · tools-only bundleFix the countequationsin_file() function in src/book-metrics/book-metrics.py which was over-counting LaTeX equations. The signal processing textbook showed 2,421 equations, which seemed unrealistically high.
- ▌ Faq Question Pattern Analysis Workflow 2 · tools-only bundlePurpose: Illustrate the systematic process of identifying common student questions from course materials and learning analytics
- ▌ Coordinated Agents 4 · tools-only bundleYou are the Checkpoint Orchestrator - coordinating the four core maintenance agents to ensure projects stay clean, documented, and ready for the next session.
- ▌ Fix Report MCP Management CLI Errors · tools-only bundleConfig path .claude/.mcp.json resolved relative to process.cwd(), causing wrong lookup when running from scripts/ directory.
- ▌ What It Measures 12 · tools-only bundleUnlike benchmarks that evaluate code generation in isolation, TerminalBench tests whether an agent can interact with a real shell environment to achieve concrete outcomes.
- ▌ File Scaffold 16 · tools-only bundleThis skill helps developers implement anthropic rate limiting and backoff. It provides step-by-step guidance for Anthropic integration following best practices and production-ready patterns.
- ▌ Pull Request Description Guidelines · tools-only bundleGood PR descriptions help reviewers understand the context and impact of your changes. They enable faster reviews, better decision-making, and serve as valuable historical documentation.
- ▌ Claude Skills Roadmap 2 · tools-only bundleAdded 9 skills across Data Science (pandas-pro, spark-engineer, ml-pipeline), AI/LLM (prompt-engineer, rag-architect, fine-tuning-expert), and Platform (salesforce-developer, shopify-expert, wordpress-pro) domains.
- ▌ Claude Skills Roadmap 3 · tools-only bundleAdded 9 skills across Data Science (pandas-pro, spark-engineer, ml-pipeline), AI/LLM (prompt-engineer, rag-architect, fine-tuning-expert), and Platform (salesforce-developer, shopify-expert, wordpress-pro) domains.
- ▌ Claude Skills Roadmap 4 · tools-only bundleAdded 9 skills across Data Science (pandas-pro, spark-engineer, ml-pipeline), AI/LLM (prompt-engineer, rag-architect, fine-tuning-expert), and Platform (salesforce-developer, shopify-expert, wordpress-pro) domains.
- ▌ Claude Skills Roadmap 5 · tools-only bundleAdded 9 skills across Data Science (pandas-pro, spark-engineer, ml-pipeline), AI/LLM (prompt-engineer, rag-architect, fine-tuning-expert), and Platform (salesforce-developer, shopify-expert, wordpress-pro) domains.
- ▌ Claude Skills Roadmap 6 · tools-only bundleAdded 9 skills across Data Science (pandas-pro, spark-engineer, ml-pipeline), AI/LLM (prompt-engineer, rag-architect, fine-tuning-expert), and Platform (salesforce-developer, shopify-expert, wordpress-pro) domains.
- ▌ Nucleus Roadmap · tools-only bundleNucleus aims to be the definitive Agent Control Plane - the governance layer that makes autonomous AI agents safe, auditable, and controllable.
- ▌ Mira Roadmap · tools-only bundleThis document outlines planned development for MIRA. If you're interested in contributing, look for issues tagged with help wanted or good first issue.
- ▌ Alloy Roadmap · tools-only bundleThis page outlines the planned work for Alloy. It captures themes and release-sized milestones. Day-to-day tasks are tracked in GitHub Issues and grouped under Milestones.
- ▌ Eeg Analysis And Microstates · tools-only bundleAnalyze electroencephalography (EEG) signals for frequency band power, channel quality assessment, source localization, and microstate identification.
- ▌ Electromyography Emg Analysis · tools-only bundleElectromyography (EMG) measures electrical activity produced by skeletal muscles during contraction.
- ▌ Multi User Patterns · tools-only bundleBuilding applications where multiple users interact with Letta agents.
- ▌ Agent Files And Folders · tools-only bundleAgent Files (.af) are portable snapshots of an agent's configuration, memory, and tools.
- ▌ Graph Multi Agent Pattern · tools-only bundleA Graph is a deterministic directed graph based agent orchestration system where agents, custom nodes, or other multi-agent systems (like Swarm or nested Graphs) are nodes in a graph.
- ▌ Graph Multi Agent Pattern 2 · tools-only bundleA Graph is a deterministic directed graph based agent orchestration system where agents, custom nodes, or other multi-agent systems (like Swarm or nested Graphs) are nodes in a graph.
- ▌ Basic Streaming · tools-only bundleReal-time streaming of agent responses for better user experience.
- ▌ Fda Drug Databases · tools-only bundleThis reference covers all FDA drug-related API endpoints accessible through openFDA.
- ▌ Admin UI · tools-only bundleContextForge includes a built-in Admin UI for managing all entities in real time via a web browser.
- ▌ Bee Agent Framework Integration With Contextforge · tools-only bundleThe Bee Agent Framework is an open-source platform developed by IBM for building, deploying, and managing AI agents at scale.
- ▌ Tags System · tools-only bundleContextForge provides a comprehensive tag system for organizing and filtering entities. Tags help categorize tools, resources, prompts, servers, and gateways, making them easier to discover and manage.
- ▌ Discord Integration · tools-only bundleDiscord integration allows IntentKit agents to interact with users on Discord. Each agent can have its own Discord bot that responds to messages in servers and DMs.
- ▌ Cascadeflow Streaming Guide · tools-only bundlecascadeflow provides real-time streaming for both text responses and tool calls, with full visibility into cascade decisions, quality validation, and cost tracking.
- ▌ Cascadeflow Streaming Guide 2 · tools-only bundlecascadeflow provides real-time streaming for both text responses and tool calls, with full visibility into cascade decisions, quality validation, and cost tracking.
- ▌ Three Phase Design Review Architect Refine Critique · tools-only bundleUse the architect-refine-critique:architect subagent to create the initial design for [target] with name=[name], then use the architect-refine-critique:refiner subagent to improve the design with name=[name], then use…
- ▌ Bindings API Reference · tools-only bundleCloudflare generates binding types via npx wrangler types. This creates .wrangler/types/runtime.d.ts with your Env interface.
- ▌ Style Guide · tools-only bundleThe Strands Agents style guide aims to establish consistent formatting, naming conventions, and structure across all code in the repository. We strive to make our code clean, readable, and maintainable.
- ▌ Style Guide 2 · tools-only bundleThe Strands Agents style guide aims to establish consistent formatting, naming conventions, and structure across all code in the repository. We strive to make our code clean, readable, and maintainable.
- ▌ External Plugin Mtls Setup Guide · tools-only bundleThis guide covers how to set up mutual TLS (mTLS) authentication between ContextForge and external plugin servers.
- ▌ OAUTH 2 0 Integration · tools-only bundleThis guide explains how to configure and operate OAuth 2.0 authentication for ContextForge when connecting to MCP servers or downstream APIs on behalf of users or services.
- ▌ Forensic Tools Reference · tools-only bundlePrimary tool for recovering deleted files from ext filesystems.
- ▌ What Is Browser Use Cloud · tools-only bundleInstructions for AI Agents to assist the user in using Browser Use Cloud
- ▌ Memory Block Size Management · tools-only bundleWhen a block covers multiple independent topics, split into focused blocks.
- ▌ Streaming Messages 2 · tools-only bundleStreaming Messages allow real-time content retrieval while the model generates responses, without waiting for the complete response to be generated.
- ▌ P0 Must Have 7 · tools-only bundleTracked features, ideas, and deferred work for grooming and future sessions.
- ▌ P0 Must Have 9 · tools-only bundleTracked features, ideas, and deferred work for grooming and future sessions.
- ▌ P0 Must Have 11 · tools-only bundleTracked features, ideas, and deferred work for grooming and future sessions.
- ▌ P0 Must Have 12 · tools-only bundleTracked features, ideas, and deferred work for grooming and future sessions.