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jeremylongshore

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1. ▌
   Nixtla Timegpt Lab · jeremylongshore bundle

   Generate time series forecasts using TimeGPT, StatsForecast, and MLForecast. Use when forecasting, demand planning, or model comparison is needed. Trigger with 'forecast time series' or 'run Nixtla forecast'.
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2. ▌
   Nixtla Test Generator · jeremylongshore bundle

   Generate comprehensive pytest test suites from PRD functional requirements with fixtures, parameterization, and coverage tracking. Use when creating tests for new plugins, validating PRD requirements, or scaffolding test infrastructure. Trigger with 'generate tests from PRD', 'create test suite', or 'scaffold pytest tests'.
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3. ▌
   Nixtla Arbitrage Detector · jeremylongshore bundle

   Detect arbitrage opportunities between Polymarket and Kalshi using forecast analysis. Use when finding price discrepancies across platforms. Trigger with 'find arbitrage' or 'compare market prices'.
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4. ▌
   Nixtla Benchmark Reporter · jeremylongshore bundle

   Generate comprehensive markdown benchmark reports from forecast accuracy metrics with model comparisons, statistical analysis, and regression detection. Use when analyzing baseline performance, comparing forecast models, or validating model quality. Trigger with 'generate benchmark report', 'analyze forecast metrics', or 'create performance summary'.
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5. ▌
   Nixtla Forecast Validator · jeremylongshore bundle

   Validate forecast quality by comparing MASE and sMAPE against benchmarks. Use when detecting model degradation. Trigger with 'validate forecast' or 'check forecast quality'.
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6. ▌
   Nixtla Polymarket Analyst · jeremylongshore bundle

   Analyze and forecast Polymarket contracts using TimeGPT with confidence intervals. Use when predicting contract prices. Trigger with 'Polymarket analysis' or 'forecast prediction market'.
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7. ▌
   Nixtla Universal Validator · jeremylongshore bundle

   Validate Nixtla skills and plugins with deterministic evidence bundles and strict schema gates. Use when auditing changes or enforcing compliance. Trigger with 'run validation' or 'audit validators'.
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8. ▌
   Nixtla Event Impact Modeler · jeremylongshore bundle

   Analyze causal impact of events on time series forecasts using TimeGPT. Use when quantifying promotion or disaster effects. Trigger with 'event impact analysis' or 'causal analysis'.
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9. ▌
   Nixtla Exogenous Integrator · jeremylongshore bundle

   Incorporates external variables (holidays, weather, events) into TimeGPT forecasts to improve accuracy. Use when forecasts require external data, holidays impact sales, or weather affects demand. Trigger with 'include holidays', 'add weather data', 'integrate events'.
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10. ▌
    Nixtla Experiment Architect · jeremylongshore bundle

    Generate production-ready forecasting experiments with StatsForecast and TimeGPT. Use when setting up model benchmarking or cross-validation. Trigger with 'scaffold experiment' or 'compare models'.
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11. ▌
    Nixtla Contract Schema Mapper · jeremylongshore bundle

    Transform prediction market data to Nixtla format (unique_id, ds, y). Use when preparing datasets for forecasting. Trigger with 'convert to Nixtla format' or 'schema mapping'.
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12. ▌
    Nixtla Uncertainty Quantifier · jeremylongshore bundle

    Analyze forecast uncertainty using conformal prediction. Use when risk assessment or scenario planning is required. Trigger with 'quantify uncertainty' or 'prediction intervals'.
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13. ▌
    Nixtla Prod Pipeline Generator · jeremylongshore bundle

    Transform forecasting experiments into Airflow/Prefect pipelines with monitoring. Use when deploying forecasts to production. Trigger with 'generate pipeline' or 'create Airflow DAG'.
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14. ▌
    Nixtla Timegpt Finetune Lab · jeremylongshore bundle

    Fine-tunes TimeGPT on custom datasets to improve forecasting accuracy. Use when TimeGPT's zero-shot performance is insufficient or domain-specific accuracy is needed. Trigger with "finetune TimeGPT", "train TimeGPT", "adapt TimeGPT".
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15. ▌
    Nixtla Release Validation · jeremylongshore bundle

    Multi-phase release validation workflow for nixtla. Analyzes git changes, predicts test impact, assesses risk, runs pytest verification, provides go/no-go recommendation. Trigger: "validate release", "run release validation", "check release readiness"
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16. ▌
    Nixtla Model Benchmarker · jeremylongshore bundle

    Generate benchmarking pipelines to compare forecasting models and summarize accuracy/speed trade-offs. Use when evaluating TimeGPT vs StatsForecast/MLForecast/NeuralForecast on a dataset. Trigger with "benchmark models", "compare TimeGPT vs StatsForecast", or "model selection".
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17. ▌
    Timegpt Pipeline Builder · jeremylongshore bundle

    Generate production-ready TimeGPT forecasting pipeline code from requirements. Use when scaffolding a pipeline with validation, logging, visualization, and repeatable runs. Trigger with "create TimeGPT pipeline", "build TimeGPT integration", or "generate forecast code".
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18. ▌
    Nixtla Explain Analyst · jeremylongshore

    Analyze and explain TimeGPT forecast results in plain English. Generates executive summaries with driver analysis. Use when stakeholders need forecast explanations, board presentations, or compliance documentation. Trigger with "explain forecast", "why is the forecast", "forecast narrative".
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19. ▌
    Nixtla Research Assistant · jeremylongshore

    Research and summarize Nixtla ecosystem updates and time-series forecasting content from the web and GitHub. Use when gathering release notes, recent changes, or best-practice references. Trigger with "Nixtla updates", "what's new with TimeGPT", or "find time-series papers".
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20. ▌
    Nixtla Cross Validator · jeremylongshore bundle

    Performs rigorous time series cross-validation using expanding and sliding windows. Use when needing to evaluate the performance of time series models on unseen data. Trigger with "cross validate time series", "evaluate forecasting model", "time series backtesting".
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21. ▌
    Nixtla Skills Index · jeremylongshore bundle

    Lists all installed Nixtla Skills and provides guidance on which skill to use for specific tasks. Scans skills directory, reads frontmatter, outputs formatted index with categories and usage recommendations. Activates when user wants to see available skills, needs guidance on skill selection, or asks about Nixtla capabilities.
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22. ▌
    Nixtla Anomaly Detector · jeremylongshore bundle

    Detects anomalies in time series data using TimeGPT. Identifies outliers, level shifts, and trend breaks without model training. Use when identifying anomalies, outliers, or unusual patterns in time series. Trigger with "detect anomalies", "find outliers", "anomaly detection".
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23. ▌
    Nixtla Model Selector · jeremylongshore bundle

    Automatically selects the best forecasting model between StatsForecast and TimeGPT based on time series data characteristics. Use when unsure which model performs best. Trigger with "auto-select model", "choose best model", "model selection".
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24. ▌
    Nixtla Schema Mapper · jeremylongshore bundle

    Analyzes data sources and generates Nixtla-compatible schema transformations. Infers column mappings, creates transformation modules for CSV/SQL/Parquet/dbt sources, generates schema contracts, and validates data quality. Activates when user needs data transformation, schema mapping, column inference, or Nixtla format conversion.
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25. ▌
    Nixtla Timegpt2 Migrator · jeremylongshore bundle

    Assists users in migrating their codebase and data pipelines from TimeGPT-1 to TimeGPT-2. Use when upgrading to the latest version of TimeGPT, ensuring compatibility, and optimizing performance. Trigger with "migrate to TimeGPT-2", "upgrade TimeGPT", "TimeGPT compatibility".
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26. ▌
    Nixtla Batch Forecaster · jeremylongshore bundle

    Forecasts multiple time series in parallel batches using TimeGPT API. Optimizes throughput with rate limiting and supports portfolio aggregation. Use when processing 10-100+ contracts or needing efficient multi-series forecasting. Trigger with "batch forecast", "portfolio forecast", "parallel forecasting".
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27. ▌
    Nixtla Usage Optimizer · jeremylongshore bundle

    Audits Nixtla library usage and recommends cost-effective routing strategies. Scans TimeGPT, StatsForecast, and MLForecast patterns, identifies cost optimization opportunities, generates comprehensive usage reports, and suggests smart routing between models. Activates when user needs cost optimization, API usage audit, routing strategy design, or Nixtla cost reduction.
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28. ▌
    Org Universal Validator · jeremylongshore bundle

    Validate skills and plugins with deterministic evidence bundles and strict schema gates. Use when auditing changes or enforcing compliance. Trigger with 'run validation' or 'audit validators'.
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29. ▌
    Nixtla Skills Bootstrap · jeremylongshore bundle

    Installs and updates Nixtla Skills in current project using nixtla-skills CLI. Manages skill installation, updates existing skills, and guides through setup process. Activates when user needs to install Nixtla skills, update skills to latest version, or set up Nixtla environment.
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30. ▌
    Nixtla Correlation Mapper · jeremylongshore bundle

    Analyzes multi-contract correlations and generates hedge recommendations. Use when managing a portfolio of correlated assets and needing to mitigate risk. Trigger with "analyze correlations", "suggest hedge", "portfolio risk assessment".
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31. ▌
    Org Verification Pipeline · jeremylongshore bundle

    Produces verified datasets, verified evaluation results, and a deployable contract bundle for a workflow. Use when you need provable correctness at data and evaluation boundaries. Trigger with 'verify workflow', 'validate contract', or 'run verification pipeline'.
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32. ▌
    Nixtla Liquidity Forecaster · jeremylongshore bundle

    Forecasts orderbook depth and spreads to optimize trade execution timing. Use when needing to estimate market liquidity for large orders. Trigger with "forecast liquidity", "predict orderbook", "estimate depth".
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33. ▌
    Nixtla Market Risk Analyzer · jeremylongshore bundle

    Analyzes market risk by calculating VaR, volatility, drawdown, and position sizing. Use when assessing investment risk, managing portfolios, or determining position sizes. Trigger with "analyze market risk", "calculate portfolio risk", "determine position size".
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34. ▌
    Nixtla Timegpt Finetune Lab 2 · jeremylongshore bundle

    Enables TimeGPT model fine-tuning on custom datasets with Nixtla SDK. Guides dataset preparation, job submission, status monitoring, model comparison, and accuracy benchmarking. Activates when user needs TimeGPT fine-tuning, custom model training, domain-specific optimization, or zero-shot vs fine-tuned comparison.
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35. ▌
    Commit Message Writer 2 · jeremylongshore

    Generates conventional commit messages from staged git diffs. Activates when the user requests a commit message and produces type(scope) subject format.
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36. ▌
    Excel Analyst Pro · jeremylongshore bundle

    Create or revise local Excel workbooks for DCF valuation, LBO returns, or budget-versus-actual variance analysis when the user explicitly requests a spreadsheet artifact. Use when evidence-backed finance models need reviewable formulas and checks. Trigger with explicit requests for a DCF, LBO, or variance workbook. Do not use for native pivot tables or charts, live market data, or generic financial advice.
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37. ▌
    Waygate MCP · jeremylongshore bundle

    Operate the Waygate MCP server's implemented filesystem, search, command, and HTTP tools with explicit safety boundaries. Use when inspecting files under a configured Waygate root, making a deliberate file change, running a bounded local command, or calling an explicitly authorized HTTP endpoint. Trigger with "use Waygate", "inspect with Waygate", "search files through Waygate", or "run this through Waygate MCP".
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38. ▌
    Skills Expert · jeremylongshore bundle

    Audit, debug, and improve Agent Skills without conflating the portable base format with repository-specific marketplace rules. Use when creating or repairing SKILL.md packages; trigger with "skill not loading", "frontmatter", "allowed-tools", or "validate this skill".
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39. ▌
    Nixtla Baseline Review · jeremylongshore bundle

    Analyze real sMAPE and MASE results produced by the community Nixtla Baseline Lab, compare models, and surface fragile series without inventing benchmarks. Use when reviewing StatsForecast output; trigger with "baseline review", "interpret sMAPE/MASE", or "compare AutoETS and AutoTheta".
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40. ▌
    Teamkb · jeremylongshore bundle

    Review, classify, and capture a bounded set of team insights or explicitly approved Markdown files through the local Registrar operator tools. This is side-effecting and never auto-fires. Use when closing a session, importing a small document batch, reviewing existing memory, or checking local brain status. Trigger with "/teamkb", "capture this session", or "import these team docs".
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41. ▌
    Email Checkin · jeremylongshore bundle

    Build a read-only Gmail or Outlook briefing from IntentMail's local cache, including P1-P4 priority, response needs, deadlines, and thread summaries. Use when checking an inbox or catching up on mail; trigger with "check my inbox", "daily email digest", or "what needs a response?".
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42. ▌
    Email Triage Actions · jeremylongshore bundle

    Review and execute bounded Gmail or Outlook actions through IntentMail, including read state, archive, flag, move, draft-text generation, and local deletion staging. Use when acting on selected inbox items; trigger with "archive these", "flag for follow-up", "draft replies", or "clean my inbox".
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43. ▌
    Email Project Context · jeremylongshore bundle

    Translate plain-language project and client context into supported, reviewable IntentMail rules without inventing conditions or actions. Use when designing, previewing, creating, or removing local inbox rules; trigger with "set up my email rules", "file mail by project", or "review my rules".
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44. ▌
    Intent Outreach · jeremylongshore bundle

    Run a local research, enrichment, and outreach-drafting workflow over company domains with bring-your-own provider keys. Use when a user wants a reviewed SDR campaign or grounded cold-email drafts. Trigger with "run an outreach campaign", "prospect these companies", or "/intent-outreach".
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45. ▌
    Outreach Profile · jeremylongshore bundle

    List, inspect, or scaffold a local Intent Outreach Report Profile JSON file. Use when a user wants to manage repeatable campaign settings while preserving existing files. Trigger with "/outreach-profile", "show my outreach profile", or "create an outreach profile".
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46. ▌
    Outreach Research · jeremylongshore bundle

    Research company domains through configured Intent Outreach connectors without enriching or drafting. Use when a user wants a grounded lead/contact discovery pass before a campaign. Trigger with "/outreach-research", "research these domains", or "find contacts for these companies".
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47. ▌
    Outreach Connectors · jeremylongshore bundle

    Inspect the bundled Intent Outreach connector registry without running research or enrichment. Use when a user asks which providers are configured or wants a campaign preflight. Trigger with "/outreach-connectors", "connector status", or "which data providers are configured?".
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48. ▌
    Valid Skill · jeremylongshore

    A conformant demo skill used as a conform pass fixture.
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49. ▌
    Skill Unterminated · jeremylongshore

    ---
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50. ▌
    No Description Skill · jeremylongshore

    Missing Description
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51. ▌
    J Rig Eval · jeremylongshore bundle

    Evaluate an Agent Skill with JRig and return an evidence-backed ship, warn, block, or obsolete-review decision. Use when grading, scoring, release-gating, regression-testing, or comparing a SKILL.md before publication. Trigger with "evaluate this skill", "grade this SKILL.md", "run JRig", or "gate this skill".
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52. ▌
    Commit Message Writer · jeremylongshore bundle

    Generates conventional commit messages from staged git diffs. Activates when the user requests a commit message and produces type(scope) subject format.
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53. ▌
    Ref Checker Test · jeremylongshore bundle

    Tests referenced file detection with both valid and broken references in the body.
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54. ▌
    Bloated Skill · jeremylongshore

    Generates comprehensive analysis reports from input data. Activates when analysis is requested and produces structured output.
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55. ▌
    Sandbox · jeremylongshore bundle

    Validate snippets with local keyword rules and return simulated execution output without running code. Use when testing the Sandbox response contract safely. Trigger with validate snippet or simulate execution.
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56. ▌
    Template · jeremylongshore bundle

    Replace with actual specialist description
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57. ▌
    Deer Flow · jeremylongshore bundle

    Exercise an offline prototype that returns synthetic research findings, code stubs, and packaged artifact dictionaries. Use when testing a Deer Flow-shaped pipeline contract. Trigger with prototype research and code.
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58. ▌
    Gui Agent · jeremylongshore bundle

    Simulate element detection, UI actions, and form-validation results without opening a browser or changing a page. Use when exercising the GUI Agent contract offline. Trigger with simulate GUI or page-agent prototype.
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59. ▌
    Browser AI · jeremylongshore bundle

    Simulate browser navigation metadata, selector extraction, and screenshot paths without network or file writes. Use when testing the Browser AI contract offline. Trigger with simulate browser or browser contract.
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60. ▌
    Autoresearch · jeremylongshore bundle

    Generate deterministic prototype hypotheses, simulated experiment findings, and aggregate confidence summaries. Use when exercising an offline research-loop contract, not when collecting real evidence. Trigger with research prototype.
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61. ▌
    Repo Scanner · jeremylongshore bundle

    Estimate a repository score from its owner/name string and optionally scaffold a local specialist directory. Use when exercising OSS Agent Lab's offline repo intake prototype. Trigger with scan repo prototype.
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62. ▌
    Stock Analyst · jeremylongshore bundle

    Generate deterministic synthetic fundamentals, indicators, and news sentiment from a ticker string. Use when testing the Stock Analyst response contract, never for an investment decision. Trigger with simulate stock analysis.
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63. ▌
    Swarm Predict · jeremylongshore bundle

    Generate synthetic per-model values and exercise numeric or categorical consensus aggregation. Use when testing the Swarm Prediction contract, not when forecasting real events. Trigger with simulate swarm prediction.
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64. ▌
    Knowledge Graph · jeremylongshore bundle

    Generate synthetic graph counts, ranked artificial entities, and relationship paths from input strings. Use when testing the Knowledge Graph response contract, not when analyzing real source code. Trigger with simulate knowledge graph.
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65. ▌
    Opinion Analyst · jeremylongshore bundle

    Score supplied text with deterministic keyword heuristics for sentiment, stance, and bias. Use when testing explainable offline classification behavior, not for population-level opinion claims. Trigger with analyze text heuristically.
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66. ▌
    Agent Creator · jeremylongshore bundle

    Create production-grade agent .md files aligned with the current Anthropic 17-field subagent schema. Also validates existing agents against the marketplace compliance rules. Use when building custom subagents, reviewing agent quality, or creating parallel agent architectures for orchestrator skills. Trigger with "/agent-creator", "create an agent", "build a subagent", or "validate my agent". Make sure to use this skill whenever creating agents/*.md files for plugins or standalone use.
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67. ▌
    Skill Creator · jeremylongshore bundle

    Create production-grade agent skills aligned with the 2026 AgentSkills.io spec and Anthropic best practices (2026). Also validates existing skills against the Intent Solutions 100-point rubric. Use when building, testing, validating, or optimizing Claude Code skills. Trigger with "/skill-creator", "create a skill", "validate my skill", or "check skill quality". Make sure to use this skill whenever creating a new skill, slash command, or agent capability.
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68. ▌
    Windsurf Load Scale · jeremylongshore bundle

    Scale Devin Desktop (formerly Windsurf) adoption across large organizations with workspace strategies and performance tuning. Use when rolling out Windsurf to 50+ developers, managing large monorepo workspaces, or planning enterprise-scale deployment. Trigger with phrases like "windsurf at scale", "windsurf large team", "windsurf monorepo", "windsurf organization", "windsurf 100 developers".
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69. ▌
    Windsurf Cost Tuning · jeremylongshore bundle

    Optimize Devin Desktop (formerly Windsurf) licensing through current plan, seat, quota, and extra-usage analysis. Use when right-sizing a team, forecasting usage, or reducing spend. Trigger with "windsurf cost", "windsurf billing", "seat audit", "extra usage", or "windsurf budget".
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70. ▌
    Windsurf Hello World · jeremylongshore bundle

    Create a first Devin Desktop (formerly Windsurf) Cascade and Supercomplete experience. Use when starting with Windsurf, testing your setup, or learning basic Cascade and Supercomplete workflows. Trigger with phrases like "windsurf hello world", "windsurf example", "windsurf quick start", "first windsurf project", "try windsurf".
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71. ▌
    Windsurf Rate Limits · jeremylongshore bundle

    Analyze Devin Desktop (formerly Windsurf) quota limits, extra usage, and model-cost tradeoffs. Use when usage is blocked, a reset is unclear, or a team needs a current consumption plan. Trigger with phrases like "windsurf quota", "windsurf rate limit", "out of usage", "extra usage", or "windsurf model cost".
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72. ▌
    Windsurf Debug Bundle · jeremylongshore bundle

    Collect Devin Desktop (formerly Windsurf) diagnostic information for troubleshooting and support tickets. Use when encountering persistent issues, preparing support tickets, or collecting diagnostic data for Windsurf problems. Trigger with phrases like "windsurf debug", "windsurf support", "windsurf diagnostic", "windsurf logs", "windsurf not working".
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73. ▌
    Windsurf Install Auth · jeremylongshore bundle

    Install and authenticate Devin Desktop, the current name for Windsurf. Use when performing first-time setup, the Windsurf-to-Devin Desktop update, organization selection, or sign-in repair. Trigger with "install windsurf", "install Devin Desktop", "windsurf auth", "sign in", or "choose organization".
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74. ▌
    Windsurf Sdk Patterns · jeremylongshore bundle

    Analyze and apply production-ready Devin Desktop (formerly Windsurf) workspace configuration and Cascade interaction patterns. Use when configuring .devin/rules/project.md, workspace rules, MCP servers, or establishing team coding standards for Windsurf AI. Trigger with phrases like "windsurf patterns", "windsurf best practices", "windsurf config patterns", "windsurfrules", "windsurf workspace".
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75. ▌
    Windsurf Common Errors · jeremylongshore bundle

    Diagnose and fix common Devin Desktop (formerly Windsurf) IDE and Cascade errors. Use when Cascade stops working, Supercomplete fails, indexing hangs, or encountering Windsurf-specific issues. Trigger with phrases like "windsurf error", "fix windsurf", "windsurf not working", "cascade broken", "windsurf slow".
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76. ▌
    Windsurf Data Handling · jeremylongshore bundle

    Govern data processed through Devin Desktop (formerly Windsurf). Use when mapping sensitive data, configuring context exclusions, reviewing vendor controls, or preparing regulated-workload evidence. Trigger with "windsurf data privacy", "windsurf PII", "GDPR", "data residency", or "AI data boundary".
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77. ▌
    Windsurf Observability · jeremylongshore bundle

    Monitor Devin Desktop (formerly Windsurf) AI adoption, feature usage, and team productivity metrics. Use when tracking AI feature usage, measuring ROI, setting up dashboards, or analyzing Cascade effectiveness across your team. Trigger with phrases like "windsurf monitoring", "windsurf metrics", "windsurf analytics", "windsurf usage", "windsurf adoption".
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78. ▌
    Windsurf CI Integration · jeremylongshore bundle

    Analyze and integrate Devin Desktop (formerly Windsurf) Cascade workflows into CI/CD pipelines and team automation. Use when automating Cascade tasks in GitHub Actions, enforcing AI code quality gates, or setting up Windsurf config validation in CI. Trigger with phrases like "windsurf CI", "windsurf GitHub Actions", "windsurf automation", "cascade CI", "windsurf pipeline".
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79. ▌
    Windsurf Known Pitfalls · jeremylongshore bundle

    Identify and avoid Devin Desktop (formerly Windsurf) anti-patterns and common mistakes. Use when onboarding new developers to Windsurf, reviewing AI workflow practices, or auditing Windsurf configuration for issues. Trigger with phrases like "windsurf mistakes", "windsurf anti-patterns", "windsurf pitfalls", "windsurf what not to do", "windsurf gotchas".
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80. ▌
    Windsurf Local Dev Loop · jeremylongshore bundle

    Configure Devin Desktop (formerly Windsurf) local development workflow with Cascade, Previews, and terminal integration. Use when setting up a development environment, configuring Turbo mode, or establishing a fast iteration cycle with Windsurf AI. Trigger with phrases like "windsurf dev setup", "windsurf local development", "windsurf dev environment", "windsurf workflow", "develop with windsurf".
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81. ▌
    Windsurf Prod Checklist · jeremylongshore bundle

    Execute Devin Desktop (formerly Windsurf) production readiness checklist for team and enterprise deployments. Use when rolling out Windsurf to a team, preparing for enterprise deployment, or auditing production configuration. Trigger with phrases like "windsurf production", "windsurf team rollout", "windsurf go-live", "windsurf enterprise deploy", "windsurf checklist".
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82. ▌
    Cache · jeremylongshore bundle

    Use when the user wants to view, search, add, edit, prune, archive, or clear hyperflow memory entries. CRUD interface for `.hyperflow/memory/` — never modifies source code, only memory files. Trigger with /hyperflow:cache, "show memory", "search memory for X", "clear memory", "what does hyperflow remember about Y".
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83. ▌
    Windsurf Core Workflow A · jeremylongshore bundle

    Execute Devin Desktop's primary workflow: Cascade Code mode for multi-file agentic coding. Use when building features, refactoring across files, or performing complex code tasks. Trigger with phrases like "windsurf cascade write", "windsurf agentic coding", "windsurf multi-file edit", "cascade code mode", "windsurf build feature".
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84. ▌
    Windsurf Core Workflow B · jeremylongshore bundle

    Choose and create Devin Desktop customizations: Rules, AGENTS.md, Workflows, Skills, and Memories. Use when making Cascade behavior reusable or deciding how a procedure should activate. Trigger with "windsurf workflow", "Cascade skill", "windsurf rule", "AGENTS.md", or "Cascade memory".
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85. ▌
    Windsurf Enterprise Rbac · jeremylongshore bundle

    Analyze and design Devin Desktop (formerly Windsurf) enterprise SSO, SCIM, RBAC, and team controls. Use when defining least-privilege roles, identity lifecycle, model or terminal policy, MCP access, or organization-wide rollout governance. Trigger with "Windsurf SSO", "Devin Desktop RBAC", "enterprise rollout", or "team permissions".
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86. ▌
    Windsurf Multi Env Setup · jeremylongshore bundle

    Configure Devin Desktop (formerly Windsurf) IDE and Cascade AI across team members and project environments. Use when onboarding teams to Windsurf, setting up per-project Cascade configuration, or managing Windsurf settings across development, staging, and production contexts. Trigger with phrases like "windsurf team setup", "windsurf environments", "windsurf multi-project", "windsurf team config", "cascade rules per env".
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87. ▌
    Windsurf Security Basics · jeremylongshore bundle

    Secure Devin Desktop (formerly Windsurf) with context boundaries, repository controls, Rules, Hooks, and MCP review. Use when protecting secrets, hardening a workspace, or assessing AI-editor risk. Trigger with "windsurf security", "windsurf secrets", "codeiumignore", or "Cascade guardrails".
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88. ▌
    Windsurf Webhooks Events · jeremylongshore bundle

    Build Devin Desktop (formerly Windsurf) extensions and integrate with VS Code extension API events. Use when building custom Windsurf extensions, tracking editor events, or integrating Windsurf with external tools via extension development. Trigger with phrases like "windsurf extension", "windsurf events", "windsurf plugin", "build windsurf extension", "windsurf API".
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89. ▌
    Windsurf Incident Runbook · jeremylongshore bundle

    Execute Devin Desktop (formerly Windsurf) incident response when AI features fail or cause production issues. Use when Cascade breaks code, Windsurf service is down, AI-generated code causes production incidents, or team needs emergency Windsurf troubleshooting. Trigger with phrases like "windsurf incident", "windsurf outage", "windsurf broke production", "cascade caused bug", "windsurf emergency".
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90. ▌
    Windsurf Policy Guardrails · jeremylongshore bundle

    Implement team-wide Devin Desktop (formerly Windsurf) usage policies, code quality gates, and Cascade guardrails. Use when setting up code review policies for AI-generated code, configuring Turbo mode safety controls, or implementing CI gates for Cascade output. Trigger with phrases like "windsurf policy", "windsurf guardrails", "cascade safety rules", "windsurf team rules", "AI code policy".
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91. ▌
    Windsurf Upgrade Migration · jeremylongshore bundle

    Upgrade Devin Desktop (formerly Windsurf) IDE, migrate settings from VS Code or Cursor, and handle breaking changes. Use when upgrading Windsurf versions, migrating from another editor, or handling configuration changes after updates. Trigger with phrases like "upgrade windsurf", "windsurf update", "migrate to windsurf", "windsurf from cursor", "windsurf from vscode".
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92. ▌
    Windsurf Deploy Integration · jeremylongshore bundle

    Deploy applications using Devin Desktop (formerly Windsurf)'s built-in deployment features and Cascade automation. Use when deploying apps from Windsurf, configuring Netlify/Vercel integration, or building deployment workflows with Cascade. Trigger with phrases like "deploy windsurf", "windsurf deploy", "windsurf netlify", "windsurf vercel", "cascade deploy".
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93. ▌
    Windsurf Performance Tuning · jeremylongshore bundle

    Optimize Devin Desktop (formerly Windsurf) IDE performance: indexing speed, Cascade responsiveness, and memory usage. Use when Windsurf is slow, indexing takes too long, Cascade times out, or the IDE uses too much memory. Trigger with phrases like "windsurf slow", "windsurf performance", "optimize windsurf", "windsurf memory", "cascade slow", "indexing slow".
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94. ▌
    Windsurf Migration Deep Dive · jeremylongshore bundle

    Migrate to Devin Desktop (formerly Windsurf) from VS Code, Cursor, or other AI IDEs with full configuration transfer. Use when migrating a team to Windsurf, transferring Cursor rules, or evaluating Windsurf against other AI editors. Trigger with phrases like "migrate to windsurf", "switch to windsurf", "windsurf from cursor", "windsurf from copilot", "windsurf evaluation".
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95. ▌
    Google Cloud Agent Sdk Master · jeremylongshore bundle

    Build, evaluate, deploy, publish, or modernize Google ADK agent applications with Google's maintained agents-cli workflow. Use when a request mentions Google Agent Development Kit, agents-cli, Gemini Enterprise Agent Platform, Agent Runtime, Cloud Run or GKE agent deployment, or migration from Agent Starter Pack. For Claude Code agents/*.md definitions, use agent-creator instead. Trigger with "build a Google ADK agent", "deploy this ADK app", or "migrate Agent Starter Pack".
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96. ▌
    Windsurf Reliability Patterns · jeremylongshore bundle

    Implement reliable Devin Desktop (formerly Windsurf) Cascade workflows with checkpoints, rollback, and incremental editing. Use when building fault-tolerant AI coding workflows, preventing Cascade from breaking builds, or establishing safe practices for multi-file AI edits. Trigger with phrases like "windsurf reliability", "cascade safety", "windsurf rollback", "cascade checkpoint", "safe cascade workflow".
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97. ▌
    Windsurf Architecture Variants · jeremylongshore bundle

    Choose workspace architectures for different project scales in Devin Desktop (formerly Windsurf). Use when deciding how to structure Windsurf workspaces for monorepos, multi-service setups, or polyglot codebases. Trigger with phrases like "windsurf workspace strategy", "windsurf monorepo", "windsurf project layout", "windsurf multi-service", "windsurf workspace size".
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98. ▌
    Windsurf Reference Architecture · jeremylongshore bundle

    Implement Devin Desktop (formerly Windsurf) reference architecture with optimal project structure and AI configuration. Use when designing workspace configuration for Windsurf, setting up team standards, or establishing architecture patterns that maximize Cascade effectiveness. Trigger with phrases like "windsurf architecture", "windsurf project structure", "windsurf best practices", "windsurf team setup", "optimize for cascade".
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99. ▌
    Windsurf Advanced Troubleshooting · jeremylongshore bundle

    Advanced Devin Desktop (formerly Windsurf) debugging for hard-to-diagnose IDE, Cascade, and indexing issues. Use when standard troubleshooting fails, Cascade produces consistently wrong output, or investigating deep configuration problems. Trigger with phrases like "windsurf deep debug", "windsurf mystery error", "windsurf impossible to fix", "cascade keeps failing", "windsurf advanced debug".
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100. ▌
     Audit Skill · jeremylongshore bundle

     Audit and improve a Claude Code skill using Skill Crossroads. Use when the user says "audit my skill", "grade my skill", "check my skill quality", "why doesn't my skill trigger", or "lint my SKILL.md" — or before publishing any skill, to get an evidence-cited quality score, ranked fix list, and badge. Trigger with "audit my skill".
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