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1. ▌
   LLM Integration Guide For Intentkit 2 · tools-only bundle

   This guide provides comprehensive information for Large Language Models (LLMs) working with the IntentKit autonomous agent framework.
   7 repo stars
2. ▌
   Ard Nft Rarity Analyzer · tools-only bundle

   They are kept as separate enum values for backward compatibility.
   7 repo stars
3. ▌
   Ard Flash Loan Simulator · tools-only bundle

   The flash loan simulator uses a strategy-protocol abstraction pattern where different flash loan strategies are composed from protocol-agnostic building blocks, enabling simulation across multiple providers and chains.
   7 repo stars
4. ▌
   Zapier Zap Builder · tools-only bundle

   Create multi-step Zapier automation configurations with filters, paths, and AI integration.
   7 repo stars
5. ▌
   UI Module · tools-only bundle

   Implements the terminal user interface using the Textual framework, following NeXTSTEP design principles for uniformity and user feedback.
   7 repo stars
6. ▌
   Phase 1 Bottleneck Fixes · tools-only bundle

   Deliver Phase 1 ROI fixes from bottleneck analysis (async session I/O, streaming debug caps, hot-path debug short-circuit, docs).
   7 repo stars
7. ▌
   Add Token Count Caching · tools-only bundle

   Cache token counts to avoid O(n) rescans on each message update. Scope: state.py and token_counter integration.
   7 repo stars
8. ▌
   Make Tool Batch Counter Atomic · tools-only bundle

   Ensure tool batch IDs increment atomically in tool_dispatcher to avoid collisions during concurrent batches.
   7 repo stars
9. ▌
   Async Session Persistence I O · tools-only bundle

   Move session save/load file I/O off the event loop using asyncio.to_thread (or equivalent) and update call sites/protocols to await as needed.
   7 repo stars
10. ▌
    Utils Limits · tools-only bundle

    Centralizes tool output limit configuration with a two-tier precedence system.
    7 repo stars
11. ▌
    Message History Sanitization · tools-only bundle

    Functions to clean up corrupt or inconsistent message history that can occur from abort scenarios, preventing API errors on subsequent requests.
    7 repo stars
12. ▌
    Lightning Message Service Lms Guide 2 · tools-only bundle

    Complete guide to cross-DOM component communication using Lightning Message Service.
    7 repo stars
13. ▌
    Error Handling Reference 9 · tools-only bundle

    Check RLS policies in dashboard or via pg_policies table. Ensure user has required role.
    7 repo stars
14. ▌
    Core State Management · tools-only bundle

    Central singleton managing all session data including conversation history, user configuration, agent cache, and token tracking.
    7 repo stars
15. ▌
    Tool Renderer Architecture · tools-only bundle

    Tool renderers transform raw tool output into structured NeXTSTEP-style panels. All renderers follow a uniform 4-zone layout pattern and share common infrastructure via BaseToolRenderer.
    7 repo stars
16. ▌
    Polars Data I O Guide · tools-only bundle

    Comprehensive guide to reading and writing data in various formats with Polars.
    7 repo stars
17. ▌
    Coding Browser Agent System Prompt · tools-only bundle

    You are created by browser-use for complex automated browser tasks.
    7 repo stars
18. ▌
    Nextstep Panel Uniformity And Architecture · tools-only bundle

    The TunaCode UI follows the NeXTSTEP design philosophy: Information Hierarchy, Direct Manipulation, and Visual Feedback.
    7 repo stars
19. ▌
    Core Compaction · tools-only bundle

    Manages context window limits by pruning old tool outputs from conversation history while preserving recent context. Uses a backward-scanning algorithm to identify and replace old tool outputs with placeholders.
    7 repo stars
20. ▌
    Claudekit Skills Marketplace · tools-only bundle

    ClaudeKit Skills is now available as a Claude Code Plugin Marketplace, enabling seamless installation and automatic updates.
    7 repo stars
21. ▌
    Message Flow Behavioral Map · tools-only bundle

    This document traces message handling from entry to exit, documenting the single source of truth pattern.
    7 repo stars
22. ▌
    Tunacode Root Module Src Tunacode · tools-only bundle

    Located at the root of the src/tunacode package, serving as the top-level application module.
    7 repo stars
23. ▌
    Why Openviking 2 · tools-only bundle

    Moving away from traditional flat database thinking, all context is organized as a virtual file system.
    7 repo stars
24. ▌
    User Interface Design Philosophy · tools-only bundle

    The Tunacode TUI (Terminal User Interface) is built upon a strong design philosophy heavily inspired by the classic NeXTSTEP operating system.
    7 repo stars
25. ▌
    Core System Paths · tools-only bundle

    Provide core-layer access to session and update helpers without UI importing utils directly.
    7 repo stars
26. ▌
    Core Module Src Tunacode Core · tools-only bundle

    src/tunacode/core/ - Central business logic layer for the TunaCode agent system.
    7 repo stars
27. ▌
    When Main Claude Should Use Librarian 4 · tools-only bundle

    Smart file reading agent that protects main context from large file dumps.
    7 repo stars
28. ▌
    Lightning Message Service Lms Guide · tools-only bundle

    Complete guide to cross-DOM component communication using Lightning Message Service.
    7 repo stars
29. ▌
    Linear Regression Models Reference · tools-only bundle

    This document provides detailed guidance on linear regression models in statsmodels, including OLS, GLS, WLS, quantile regression, and specialized variants.
    7 repo stars
30. ▌
    Linkedin Post Moving Rainbow Micropython Skill Announcement · tools-only bundle

    🚀 Excited to announce a new Claude Code skill for MicroPython LED programming!
    7 repo stars
31. ▌
    Log Commands Reference · tools-only bundle

    Group similar log messages to find patterns. Replaces UUIDs, numbers, IPs, etc.
    7 repo stars
32. ▌
    Make A Readme · tools-only bundle

    A README is a text file that introduces and explains a project. It contains information that is commonly required to understand what the project is about.
    7 repo stars
33. ▌
    Map Generator 3 · tools-only bundle

    The Map Generator skill creates interactive geographic maps using the Leaflet JavaScript library.
    7 repo stars
34. ▌
    Jira Queries And Operations · tools-only bundle

    Always verify: after creating a link, the blocker (inwardissuekey) should display "blocks [outward]" in its Jira issue view.
    7 repo stars
35. ▌
    Kegg Database Reference · tools-only bundle

    KEGG (Kyoto Encyclopedia of Genes and Genomes) is a comprehensive bioinformatics resource that maintains manually curated pathway maps and molecular interaction networks.
    7 repo stars
36. ▌
    Llama Stack Local Server For Development Purposes · tools-only bundle

    Run model for the first time to download/install it into the local Ollama server.
    7 repo stars
37. ▌
    JWT Bearer Flow Template · tools-only bundle

    OAuth 2.0 JWT Bearer assertion flow for server-to-server authentication without user interaction.
    7 repo stars
38. ▌
    Three JS Materials · tools-only bundle

    Three.js materials - PBR, basic, phong, shader materials, material properties. Use when styling meshes, working with textures, creating custom shaders, or optimizing material performance.
    7 repo stars
39. ▌
    Issue Standards · tools-only bundle

    This document outlines the preferred conventions for creating and maintaining GitHub issues in this project. These are personal preferences of the maintainer, not strict requirements.
    7 repo stars
40. ▌
    Security Audit Reporter · tools-only bundle

    Generate comprehensive security audit reports covering vulnerabilities, compliance status, and remediation roadmap.
    7 repo stars
41. ▌
    Github Issues To Create · tools-only bundle

    errors, _ = validate_config(config) self.assertTrue(any('title' in error.lower() for error in errors))
    7 repo stars
42. ▌
    Movies Assistant Langgraph · tools-only bundle

    Fully working example is stored in libs/nextgenuilanggraph/readmeexample.py and you can try it right away.
    7 repo stars
43. ▌
    Llms Txt Support · tools-only bundle

    Skill_Seekers now automatically detects and uses llms.txt files when available, providing 10x faster documentation ingestion.
    7 repo stars
44. ▌
    Machine Learning · tools-only bundle

    PathML provides comprehensive machine learning capabilities for computational pathology, including pre-built models for nucleus detection and segmentation, PyTorch-integrated training workflows, public dataset access…
    7 repo stars
45. ▌
    Research Codebase Bottleneck Analysis · tools-only bundle

    This document maps the critical performance bottlenecks and architectural chokepoints in the tunacode codebase.
    7 repo stars
46. ▌
    Output Locations 33 · tools-only bundle

    You are the Data Guardian - ensuring all datasets are accurate, current, well-structured, and properly documented. You validate data quality and suggest enrichment opportunities.
    7 repo stars
47. ▌
    Liquid Handling With Pylabrobot · tools-only bundle

    The liquid handling module (pylabrobot.liquid_handling) provides a unified interface for controlling liquid handling robots.
    7 repo stars
48. ▌
    LLM Specific Anti Patterns In Apex 2 · tools-only bundle

    This guide documents systematic errors that LLMs (including Claude) commonly make when generating Salesforce Apex code. These patterns are critical to validate in generated code.
    7 repo stars
49. ▌
    Managing Dbt Packages 3 · tools-only bundle

    dbt packages extend functionality with reusable macros and tests. Check what's installed before writing tests or models that depend on package functionality.
    7 repo stars
50. ▌
    Microsim Generator Matching Criteria · tools-only bundle

    This reference document provides detailed matching criteria for all available MicroSim generator skills. Use this to score and rank which generator best matches a given diagram specification.
    7 repo stars
51. ▌
    Machine Learning Integration · tools-only bundle

    This reference covers Vaex's machine learning capabilities including transformers, encoders, feature engineering, model integration, and building ML pipelines on large datasets.
    7 repo stars
52. ▌
    Lightning Web Components Best Practices 2 · tools-only bundle

    This guide provides comprehensive best practices for building production-ready LWC components, organized around the PICKLES Framework and incorporating advanced patterns from industry experts.
    7 repo stars
53. ▌
    File Scaffold 86 · tools-only bundle

    This skill helps developers implement ramp rate limiting and backoff. It provides step-by-step guidance for Ramp integration following best practices and production-ready patterns.
    7 repo stars
54. ▌
    JWT Quick Reference Card · tools-only bundle

    Quick reference for common JWT patterns in Spring Boot 3.5.x applications.
    7 repo stars
55. ▌
    Lightningmodule Comprehensive Guide · tools-only bundle

    A LightningModule organizes PyTorch code into six logical sections without abstraction. The code remains pure PyTorch, just better organized.
    7 repo stars
56. ▌
    File Scaffold 92 · tools-only bundle

    This skill helps developers implement speak rate limiting and backoff. It provides step-by-step guidance for Speak integration following best practices and production-ready patterns.
    7 repo stars
57. ▌
    File Scaffold 115 · tools-only bundle

    This skill helps developers implement veeva rate limiting and backoff. It provides step-by-step guidance for Veeva integration following best practices and production-ready patterns.
    7 repo stars
58. ▌
    File Scaffold 117 · tools-only bundle

    This skill helps developers implement wispr rate limiting and backoff. It provides step-by-step guidance for Wispr integration following best practices and production-ready patterns.
    7 repo stars
59. ▌
    Pipeline Optimizer · tools-only bundle

    Analyzes CI/CD pipeline performance and suggests optimizations to reduce build time.
    7 repo stars
60. ▌
    Technical Jargon Simplification Guide · tools-only bundle

    Translations from technical terminology to accessible language. Use when communicating with non-technical stakeholders, customers, or cross-functional teams.
    7 repo stars
61. ▌
    Memu Langgraph Integration · tools-only bundle

    The MemU LangGraph Integration provides a seamless adapter to expose MemU's powerful memory capabilities (memorize and retrieve) as standard LangChain / LangGraph tools.
    7 repo stars
62. ▌
    Flow Plus Lwc Integration Guide 2 · tools-only bundle

    This guide covers embedding custom Lightning Web Components in Flow Screens.
    7 repo stars
63. ▌
    Materials Project API Reference · tools-only bundle

    This reference documents how to access and use the Materials Project database through pymatgen's API integration.
    7 repo stars
64. ▌
    Skill Scaffold 39 · tools-only bundle

    This skill covers Replit's Deployments feature for production hosting. It teaches deploying Reserved VM or Autoscale deployments, configuring machine size and scaling parameters, setting up health check endpoints for…
    7 repo stars
65. ▌
    File Scaffold 88 · tools-only bundle

    This skill helps developers implement runway rate limiting and backoff. It provides step-by-step guidance for Runway integration following best practices and production-ready patterns.
    7 repo stars
66. ▌
    Skill Scaffold 45 · tools-only bundle

    This skill provides strategies to optimize Sentry costs while maintaining visibility.
    7 repo stars
67. ▌
    Skill Scaffold 46 · tools-only bundle

    This skill helps manage event volume and avoid hitting Sentry rate limits. It covers understanding different types of rate limits, error sampling strategies, transaction sampling, ignoring common noisy errors…
    7 repo stars
68. ▌
    Skill Scaffold 51 · tools-only bundle

    This skill addresses rate limit handling for Vercel APIs. It covers understanding tier-based limits (Hobby, Pro, Enterprise), implementing exponential backoff with jitter to prevent thundering herd problems, using…
    7 repo stars
69. ▌
    The Complete Practical Guide To Memes In Markdown Blog Posts · tools-only bundle

    With a few tricks—code fences, blockquotes, emphasis, spacing—you can reproduce nearly any textual meme format inside a blog post.
    7 repo stars
70. ▌
    LLM API Configuration · tools-only bundle

    Denario requires API credentials from supported LLM providers to power its multiagent research system. The system is built on AG2 and LangGraph, which support multiple LLM backends.
    7 repo stars
71. ▌
    Behavioral Impact 9 · tools-only bundle

    Removed direct dependencies on pydantic-ai from the src/tunacode/tools/ directory (specifically ModelRetry).
    7 repo stars
72. ▌
    File Scaffold 84 · tools-only bundle

    This skill helps developers implement procore rate limiting and backoff. It provides step-by-step guidance for Procore integration following best practices and production-ready patterns.
    7 repo stars
73. ▌
    File Scaffold 116 · tools-only bundle

    This skill helps developers implement webflow rate limiting and backoff. It provides step-by-step guidance for Webflow integration following best practices and production-ready patterns.
    7 repo stars
74. ▌
    Iso 27001 2022 Controls Implementation Guide · tools-only bundle

    Implementation guidance for Annex A controls with evidence requirements and audit preparation.
    7 repo stars
75. ▌
    Log Analysis Tools 3 · tools-only bundle

    This guide covers tools for analyzing Salesforce debug logs, with a focus on performance profiling and bottleneck identification.
    7 repo stars
76. ▌
    Pytorch Geometric Neural Network Layers Reference · tools-only bundle

    This document provides a comprehensive reference of all neural network layers available in torch_geometric.nn.
    7 repo stars
77. ▌
    Iterating Skill Integration · tools-only bundle

    Patterns for integrating invoking-github with the iterating skill to enable automatic DEVLOG persistence to GitHub.
    7 repo stars
78. ▌
    Flow Plus Lwc Integration Guide · tools-only bundle

    This guide covers embedding custom Lightning Web Components in Flow Screens.
    7 repo stars
79. ▌
    LLM Evaluation Frameworks · tools-only bundle

    Concrete metrics, scoring methods, comparison tables, and A/B testing frameworks.
    7 repo stars
80. ▌
    Skill Scaffold 44 · tools-only bundle

    This skill provides quick fixes for the most common Sentry integration issues. It covers events not appearing in dashboard, source maps not working, missing user context, rate limiting, missing breadcrumbs, and…
    7 repo stars
81. ▌
    File Scaffold 97 · tools-only bundle

    This skill provides comprehensive guidance on handling Supabase rate limits. It covers understanding rate limit tiers, implementing exponential backoff with jitter, adding idempotency keys for safe retries, queue-based…
    7 repo stars
82. ▌
    Skill Scaffold 49 · tools-only bundle

    This skill establishes full observability for Vercel integrations. It covers Prometheus metrics (counters for requests/errors, histograms for latency, gauges for rate limits), OpenTelemetry distributed tracing with span…
    7 repo stars
83. ▌
    Langgraph And Web Components Quickstart · tools-only bundle

    This quickstart shows how to use NextGenUI agent with LangGraph and Web Components.
    7 repo stars
84. ▌
    Skill Scaffold 40 · tools-only bundle

    This skill identifies and prevents common Replit anti-patterns. It covers avoiding hardcoded secrets in public Repls (use Secrets!), preventing memory leaks in long-running processes, handling port 0 vs explicit port…
    7 repo stars
85. ▌
    Skill Scaffold 43 · tools-only bundle

    This skill automates Sentry releases and source map uploads in CI/CD pipelines. It covers complete GitHub Actions workflow, GitLab CI configuration, CircleCI setup, required secrets management, commit tracking, and…
    7 repo stars
86. ▌
    Skill Scaffold 48 · tools-only bundle

    This skill implements Vercel's core feature: deploy previews. It enables instant preview deployments for every pull request, allowing teams to test changes in isolated environments before merging.
    7 repo stars
87. ▌
    Research D Grade Complexity Hotspots · tools-only bundle

    Both paths share similar logic (similarity calculation) but are duplicated.
    7 repo stars
88. ▌
    Directory Structure 16 · tools-only bundle

    This skill configures comprehensive CI/CD pipelines for Retell AI voice agent deployments.
    7 repo stars
89. ▌
    File Scaffold 96 · tools-only bundle

    This skill provides a comprehensive production deployment checklist for Supabase integrations.
    7 repo stars
90. ▌
    Skill Scaffold 38 · tools-only bundle

    This skill optimizes Replit platform costs. It covers analyzing usage patterns to select the right tier (Free, Core, Teams), rightsizing deployment machine sizes for actual workload, consolidating Repls to reduce Always…
    7 repo stars
91. ▌
    Skill Scaffold 41 · tools-only bundle

    This skill handles Replit platform migrations and tier upgrades. It covers analyzing current tier usage and needs assessment, planning tier upgrades (Free to Core, Core to Teams), migrating Repls between accounts or…
    7 repo stars
92. ▌
    Directory Structure 17 · tools-only bundle

    This skill integrates Retell AI with popular CRM systems for unified customer data.
    7 repo stars
93. ▌
    Skill Scaffold 50 · tools-only bundle

    This skill covers automated policy enforcement for Vercel code. It includes custom ESLint plugin rules (no hardcoded keys, require error handling), pre-commit hooks for secrets detection, TypeScript strict patterns to…
    7 repo stars
94. ▌
    Research Esc Key Logic Flow In Tui Conversation · tools-only bundle

    Map the complete ESC key logic flow when a user is in conversation with the agent, including how chat disappears and panel dismissal behavior.
    7 repo stars
95. ▌
    Scope And Assumptions 7 · tools-only bundle

    Refactor 4 D-grade complexity hotspots to improve maintainability and reduce cognitive load. Target: reduce McCabe complexity scores below threshold (25) for all functions.
    7 repo stars
96. ▌
    Jelly 294 Gaia · tools-only bundle

    使用 Claude Batch API + Prompt Caching 處理 283 個影片分析請求（分為兩個批次），實現：
    7 repo stars
97. ▌
    Skill Scaffold 47 · tools-only bundle

    This skill manages Sentry releases and commit associations for better error tracking.
    7 repo stars
98. ▌
    Steps Executed 2026 01 28 · tools-only bundle

    Remove the direct dependency on pydantic-ai from src/tunacode/tools/. Tools should raise domain-specific exceptions, not framework-specific exceptions.
    7 repo stars
99. ▌
    Research Planning Feature Deletion Map · tools-only bundle

    Map ALL layers of the planning feature in tunacode to enable clean deletion. The feature has not been actively worked on and needs to be removed.
    7 repo stars
100. ▌
     File Scaffold 95 · tools-only bundle

     This skill provides automated policy enforcement for Supabase integrations. It covers custom ESLint plugin rules for detecting hardcoded keys, pre-commit hooks for secrets detection, TypeScript strict patterns…
     7 repo stars