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- ▌ Systemd Service Setup · tools-only bundleThis guide explains how to set up CCProxy API as a systemd user service that starts automatically on user login.
- ▌ Agent Skills Threat Taxonomy · tools-only bundleSkill Scanner aligns threat labels to Cisco's AI Security Framework taxonomy.
- ▌ Static Analyzer · tools-only bundleThe static analyzer is the primary deterministic detection engine. It combines YAML signature matching, YARA-X rule scanning, Python-based checks, and file inventory analysis to detect security threats without requiring…
- ▌ Column Patterns · tools-only bundleComplete reference for every Drizzle ORM column type used with Cloudflare D1. All patterns verified against real D1 projects.
- ▌ Method Families · tools-only bundleThis reference provides a conceptual overview of statistical and ML methods commonly used in clinical research. The goal is to help users understand when to use what and key trade-offs, not implementation details.
- ▌ Markdown Style Guide · tools-only bundleEverything is code. PRs, issues, kanban boards — they're all markdown files in your repo, not data trapped in a platform's database.
- ▌ Claude Md Update Guidelines · tools-only bundleOnly add information that will genuinely help future Claude sessions. The context window is precious - every line must earn its place.
- ▌ Openai Agents Sdk With Litellm · tools-only bundleUse OpenAI's Agents SDK with any LLM provider through LiteLLM Proxy.
- ▌ Sleeptime Agents · tools-only bundleSleeptime agents run background processing to refine and organize memory between conversations.
- ▌ Detailed API Changes · tools-only bundleThe .core property (which exposed the raw @honcho-ai/core client) has been removed. Use .http for advanced HTTP access.
- ▌ Detailed API Changes 2 · tools-only bundleThe separate AsyncHoncho, AsyncPeer, and AsyncSession classes have been removed. Use the .aio accessor instead.
- ▌ Post Incident Review Payment API Database Connection Pool · tools-only bundleOn March 15, 2024, we experienced a sev2 incident affecting ['payment-api', 'checkout-service', 'subscription-billing'].
- ▌ Agent Script Syntax Reference 5 · tools-only bundleAgent Script expressions use a sandboxed subset of Python. Not all Python operations are available.
- ▌ Data Preparation For Timesfm · tools-only bundleTimesFM accepts a list of 1-D numpy arrays. Each array represents one univariate time series.
- ▌ Solver Decision Tree · tools-only bundleComprehensive decision guide for selecting linear solvers for Ax = b.
- ▌ Scanning Pipeline · tools-only bundleAll non-LLM analyzers run in this phase. This includes both core analyzers (enabled by policy) and optional analyzers (enabled by flags/API params).
- ▌ Documentation Guide · tools-only bundleThis directory contains the source files for the CCProxy API documentation, built with MkDocs and Material for MkDocs.
- ▌ Validation Strategy · tools-only bundleValidation ensures that findings are reliable and generalizable. The approach differs between predictive modeling (ML) and statistical inference, though both require rigor.
- ▌ Binary File Handling 2 · tools-only bundleSkill Scanner treats opaque binaries as reduced-visibility risk, not immediate proof of malware. Binary handling is split across static analysis, analyzability scoring, optional VirusTotal checks, and policy knobs.
- ▌ Data Management And Storage · tools-only bundlePathML provides efficient data management solutions for handling large-scale pathology datasets through HDF5 storage, tile management strategies, and optimized batch processing workflows.
- ▌ Securities And Savings Bonds Datasets U S Treasury Fiscal · tools-only bundleHistorical data on Treasury securities auctions including bills, notes, bonds, TIPS, and FRNs.
- ▌ Question Taxonomy · tools-only bundleThe type of research question determines the appropriate analytical approach. Misclassifying a question leads to methods that don't answer what you actually want to know.
- ▌ Log Analysis Tools 2 · tools-only bundleThis guide covers tools for analyzing Salesforce debug logs, with a focus on performance profiling and bottleneck identification.
- ▌ Logo To Favicon Extraction Methods · tools-only bundleDetailed techniques for extracting and simplifying logo icons into favicons.
- ▌ Rule Authoring Guide 2 · tools-only bundleEvery rule must be registered in pack.yaml. The pack manifest is the single source of truth for rule metadata; the rule registry audit in tests will fail if a rule exists in the codebase but has no pack entry.
- ▌ Debugging With HTTP Proxy · tools-only bundleThis guide explains how to use HTTP proxies for debugging requests made by the CCProxy API server.
- ▌ Converting Bookdown To Quarto · tools-only bundleGuide for converting bookdown projects to Quarto book format.
- ▌ System Prompt Engineering Guide · tools-only bundle✅ Use specific examples in guidelines ✅ Define success criteria clearly ✅ Include escalation conditions ✅ Explain tool usage thoroughly ✅ Test prompts with real conversations ✅ Iterate based on analytics
- ▌ Branch Ruleset Configuration · tools-only bundleThis document provides the exact gh api commands to configure branch rulesets for the azure-agentic-infraops repository. These rules enforce quality gates before merging to main.
- ▌ Ehr Data Considerations · tools-only bundleElectronic Health Record (EHR) data from MIMIC, eICU, and similar databases present unique methodological challenges. This reference covers pitfalls specific to clinical database research.
- ▌ Java Clean Architecture Patterns · tools-only bundleSpecific patterns for implementing Clean Architecture in Java 21+ applications.
- ▌ Reporting Guidelines · tools-only bundleReporting guidelines ensure transparent, complete, and reproducible research communication. Journals increasingly require adherence to specific guidelines.
- ▌ Converting R Markdown To Quarto · tools-only bundleGuide for converting R Markdown (.Rmd) documents to Quarto (.qmd).
- ▌ Technical Indicators Apis · tools-only bundleAll technical indicators work with equities, forex pairs, and crypto. Calculated from adjusted time series data.
- ▌ Beast Mode 3 1 · tools-only bundleYou are an agent - please keep going until the user’s query is completely resolved, before ending your turn and yielding back to the user.
- ▌ Critical Do Not Post To Github 2 · tools-only bundleThe user will review your analysis and decide what (if anything) to post to GitHub themselves.
- ▌ JSON Guidelines · tools-only bundleInstructions for writing consistent JSON and JSONC files in this repository.
- ▌ Study Design Checklist · tools-only bundleGood analysis starts with good study design. This checklist ensures key design elements are addressed before analysis begins.
- ▌ Javascript Guidelines · tools-only bundleInstructions for writing clean, consistent JavaScript in this repository. All scripts target Node.js LTS (22+) and use ES modules (.mjs).
- ▌ Rlm Realignment Strategy · tools-only bundleRun two workstreams in parallel, then unify with an evaluation gate.
- ▌ Alert Design Patterns A Guide To Effective Alerting · tools-only bundleWell-designed alerts are the difference between a reliable system and 3 AM pages about non-issues. This guide provides patterns and anti-patterns for creating alerts that provide value without causing fatigue.
- ▌ Series Data Endpoints · tools-only bundleArray of [date_string, value] pairs. Values are floats or null.
- ▌ Assumptions And Limitations · tools-only bundleEvery statistical method has assumptions. When assumptions are violated, results may be biased, inefficient, or misleading.
- ▌ Code Review Instructions 2 · tools-only bundleWhen reviewing code, apply these general guidelines in addition to the language-specific rules. Language-specific instructions take precedence on any conflicting point.
- ▌ Python Clean Architecture Patterns · tools-only bundleThis reference covers Python-specific patterns for implementing Clean Architecture, Hexagonal Architecture, and Domain-Driven Design.
- ▌ Nonlinear Solver Decision Tree · tools-only bundleComprehensive decision guide for selecting nonlinear solvers for f(x)=0 or min F(x).
- ▌ Vim Large Scale Editing Reference · tools-only bundleThis reference provides detailed Vim commands and patterns for large-scale text transformations.
- ▌ Migration Patterns Catalog · tools-only bundleThis catalog provides detailed descriptions of proven migration patterns, their use cases, implementation guidelines, and best practices.
- ▌ Technical Debt Prioritization Framework · tools-only bundleTechnical debt prioritization is a critical capability that separates high-performing engineering teams from those struggling with maintenance burden.
- ▌ Git Workflow Instructions · tools-only bundleThese are the standardized Git workflow instructions extracted from project prompts to ensure consistent version control practices across all development activities.
- ▌ Claude Sdk Compatibility · tools-only bundleUnderstanding the differences between Claude Code SDK and standard AI APIs.
- ▌ Data Grounding And Multi Agent Guide 4 · tools-only bundleRetriever Actions connect your agent to Data Cloud Search Indexes, enabling context-aware knowledge retrieval.
- ▌ Digital Pathology Guide For Idc · tools-only bundleFor general IDC queries and downloads, use idc-index (see main SKILL.md). This guide covers slide microscopy (SM) imaging, microscopy bulk simple annotations (ANN), and segmentations (SEG) in the context of digital…
- ▌ Incident Severity Classification Matrix · tools-only bundleThis document defines the severity classification system used for incident response. The classification determines response requirements, escalation paths, and communication frequency.
- ▌ Ccproxy Plugin System V2 Documentation · tools-only bundleFor a practical, end-to-end walkthrough on creating your own plugin (types, structure, config, routes, hooks, and publishing), see the Plugin Authoring Guide: docs/PLUGIN_AUTHORING.md.
- ▌ Data Reconciliation Strategies · tools-only bundleData reconciliation is the process of ensuring data consistency and integrity across systems during and after migrations.
- ▌ Interview Bias Mitigation Checklist · tools-only bundleThis comprehensive checklist helps identify, prevent, and mitigate various forms of bias in the interview process. Use this as a systematic guide to ensure fair and equitable hiring practices.
- ▌ Openspec Interview Dimensions · tools-only bundleInterview dimensions reorganized by OpenSpec artifact phase. Each phase targets one artifact.
- ▌ Technical Debt Classification Taxonomy · tools-only bundleThis document provides a comprehensive taxonomy for classifying technical debt across different dimensions.
- ▌ Wording Instructions · tools-only bundleWhen outputing any text, use the following translation mappings: create = 建立, object = 物件, queue = 佇列, stack = 堆疊, information = 資訊, invocation = 呼叫, code = 程式碼, running = 執行, library = 函式庫, schematics = 原理圖, building =…
- ▌ Interview Debrief Facilitation Guide · tools-only bundleThis guide provides a comprehensive framework for conducting effective, unbiased interview debriefs that lead to consistent hiring decisions.
- ▌ Scan Policy Guide 2 · tools-only bundleEvery organisation has a different security bar. A scan policy captures what counts as benign, which rules fire on which file types, which installer URLs are trusted, numeric thresholds, and more — all in a single YAML…
- ▌ Product Plus Technical Spec Target User Usability Harness · tools-only bundleThis harness is not a replacement for live user interviews; it is a pre-screening signal generator for likely UX friction in common scenarios.
- ▌ Content Writing Constraints · tools-only bundleCommunicate using insightful yet accessible Taiwanese Mandarin, incorporating current quantum biology research findings to stimulate holistic thinking among readers.
- ▌ Foundational Press Release Architecture · tools-only bundleCommunicate using perspicacious yet accessible Taiwanese Mandarin, incorporating current quantum biology research findings to stimulate holistic strategic thinking among press release authors.
- ▌ Objective Strategist · tools-only bundleYou are a campaign strategist. Your job is to define clear, measurable, and actionable campaign objectives with proper strategic framing.
- ▌ Question Refiner Skill Instructions · tools-only bundleResponse: "I want to make sure I deliver exactly what you need. Let me ask a few quick questions to focus the research..."
- ▌ Synthesizer Skill Instructions · tools-only bundleYou are a Research Synthesizer responsible for combining findings from multiple research agents into a coherent, well-structured, and insightful research report.
- ▌ Knowledge Synthesizer 2 · tools-only bundleYou are an AI knowledge specialist that synthesizes information from multiple sources to provide accurate, comprehensive answers.
- ▌ Doctor G Implementation Instructions · tools-only bundleIf question contains "vs", "versus", or names two known health figures (Huberman, Attia, Rhonda Patrick, Greger, etc.), set is_comparison = true.
- ▌ Research Executor Skill Instructions · tools-only bundleYou are a Deep Research Executor responsible for conducting comprehensive, multi-phase research using the 7-stage deep research methodology and Graph of Thoughts (GoT) framework.
- ▌ Programmatic SEO 2 · tools-only bundleYou are an expert in programmatic SEO—building SEO-optimized pages at scale using templates and data. Your goal is to create pages that rank, provide value, and avoid thin content penalties.
- ▌ Behavioral Anomaly Detector · tools-only bundleYou are an AI anomaly detection specialist that identifies unusual patterns across user behavior, systems, and business metrics.
- ▌ Citation Validator Skill Instructions · tools-only bundleYou are a Citation Validator responsible for ensuring research integrity by verifying that every factual claim in a research report has accurate, complete, and high-quality citations.
- ▌ Free Tool Strategy Framework · tools-only bundleYou are an AI marketing strategist specializing in engineering-as-marketing and free tool development, drawing from successful strategies at HubSpot (Website Grader), Ahrefs (Backlink Checker), and CoSchedule (Headline…
- ▌ Ecosystem Intelligence · tools-only bundleYou are an AI ecosystem analyst that aggregates and analyzes partner ecosystem data to provide strategic insights for optimizing partner investments and go-to-market strategy.
- ▌ Magic Number Calculator · tools-only bundleYou are an AI finance analyst that calculates the SaaS Magic Number to measure go-to-market efficiency and guide investment decisions on sales and marketing spend.
- ▌ Commitment Tracker · tools-only bundleYou are an AI contract analyst that tracks minimum commitment consumption, forecasts attainment, and manages true-up obligations for enterprise customers.
- ▌ Cac Payback Calculator · tools-only bundleYou are an AI finance analyst that calculates CAC payback period to measure how quickly customer acquisition investments are recovered and assess go-to-market capital efficiency.
- ▌ Multi Gtm Orchestrator · tools-only bundleYou are an AI specialist in orchestrating multiple go-to-market motions in parallel—balancing PLG with sales-led growth.
- ▌ Paywall And Upgrade Screen Cro · tools-only bundleYou are an expert in in-app paywalls and upgrade flows. Your goal is to convert free users to paid, or upgrade users to higher tiers, at moments when they've experienced enough value to justify the commitment.
- ▌ Access Review Orchestrator · tools-only bundleYou are an AI identity governance specialist that orchestrates periodic user access reviews, ensuring least-privilege access across all systems and maintaining compliance with SOC 2, ISO 27001, and regulatory…
- ▌ Gdpr Compliance Manager · tools-only bundleYou are an AI privacy specialist that manages GDPR data subject requests and compliance workflows, ensuring timely response to individual rights while maintaining complete audit trails.
- ▌ Incident Learning Analyzer · tools-only bundleYou are an AI product ops specialist that analyzes production incidents to extract learnings and drive improvements.
- ▌ Success Plan Architect · tools-only bundleYou are an AI customer success specialist that creates comprehensive, actionable success plans tailored to each customer's unique goals and circumstances.
- ▌ Contract Intelligence · tools-only bundleYou are an AI customer success specialist that analyzes contract information to support renewal, expansion, and risk management activities.
- ▌ Resolution Suggester · tools-only bundleYou are an AI support specialist that suggests optimal resolutions for support tickets by leveraging historical cases, knowledge base content, and pattern recognition.
- ▌ Etl Pipeline Monitor · tools-only bundleYou are an AI data ops specialist that monitors ETL/ELT pipeline health and ensures data freshness SLAs are met.
- ▌ Plg Mental Models 2 · tools-only bundleYou are an AI specialist focused on applying the right mental models to Product-Led Growth challenges with a comprehensive library of 42 models and a challenge-to-model lookup matrix.
- ▌ Churn Prediction · tools-only bundleYou are an AI customer success specialist focused on predicting and preventing churn.
- ▌ Sidecar Product Builder · tools-only bundleYou are an AI specialist in designing sidecar products—standalone PLG tools that drive pipeline for products that can't self-serve.
- ▌ Invoice Organizer · tools-only bundleThis skill transforms chaotic folders of invoices, receipts, and financial documents into a clean, tax-ready filing system without manual effort.
- ▌ Marketplace Integration Manager · tools-only bundleYou are an AI ecosystem specialist that manages marketplace presence and integration-driven growth.
- ▌ Contract Value Tracker · tools-only bundleYou are an AI revenue analyst that tracks contract values, recognized revenue, and remaining performance obligations for accurate financial reporting.
- ▌ Usage Metering · tools-only bundleYou are an AI billing specialist that tracks and reports product usage for consumption-based pricing.
- ▌ Usage Retention Optimizer · tools-only bundleYou are an AI specialist in optimizing usage retention—the leading indicator of dollar retention and long-term PLG success.
- ▌ Signup Flow Cro 3 · tools-only bundleYou are an expert in optimizing signup and registration flows. Your goal is to reduce friction, increase completion rates, and set users up for successful activation.
- ▌ Advocacy Identifier · tools-only bundleYou are an AI customer success specialist that identifies potential customer advocates and coordinates advocacy program participation.
- ▌ Marketplace Listing Optimizer · tools-only bundleYou are an AI ecosystem specialist that optimizes product listings on partner marketplaces and app stores to maximize visibility, traffic, and conversion.
- ▌ Paywall And Upgrade Cro Framework · tools-only bundleYou are an AI conversion optimization specialist focused on maximizing paywall and upgrade conversion rates through proven frameworks and patterns.