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1. ▌
   Intake Discovery Preferred · tools-only bundle

   Created by Kevin Showkat. If you find Brood useful, connect with me on LinkedIn: https://www.linkedin.com/in/kshowkat
   7 repo stars
2. ▌
   Verification Protocol · tools-only bundle

   Producer vs evaluator separation. S5 Execution implements; S6 Forensic Review verifies. Do not rely on self-critique alone.
   7 repo stars
3. ▌
   Phase 3 Subagents · tools-only bundle

   Returns APPROVED / NEEDS_REVISION / FAILED with per-section scores and actionable feedback.
   7 repo stars
4. ▌
   Session Start Terraform Support Tf Dev · tools-only bundle

   You are helping implement the Terraform support plan on the tf-dev branch of jonathan-vella/azure-agentic-infraops.
   7 repo stars
5. ▌
   Why Local First AI Matters · tools-only bundle

   This isn't a bug—it's a feature. Cloud providers want statelessness because your context is valuable data.
   7 repo stars
6. ▌
   Instrumentation Techniques Reference · tools-only bundle

   This document provides detailed information on code instrumentation techniques for capturing execution traces to reproduce bugs.
   7 repo stars
7. ▌
   Smart Auto Categorization Guide · tools-only bundle

   The skill collection now uses intelligent auto-categorization to eliminate "uncategorized" and organize skills into meaningful categories based on their content.
   7 repo stars
8. ▌
   Interactions Evaluator · tools-only bundle

   The InteractionsEvaluator is designed for evaluating interactions between agents or components in multi-agent systems or complex workflows.
   7 repo stars
9. ▌
   Aider Has Written 7 Of Its Own Code Outdated Now 70 · tools-only bundle

   {: .note } This article is quite old and outdated. Aider is currently writing about 70% of the new code in each release. See
   7 repo stars
10. ▌
    Synthesis Arl Applicable R1r10 Mapped To Framework · tools-only bundle

    This document maps each ARL requirement (R1–R10) to what the logical process should do, when it activates, why it's needed, what success/failure looks like, and which framework patterns inform it.
    7 repo stars
11. ▌
    Alternative Deepseek V3 Providers · tools-only bundle

    DeepSeek's API has been experiencing significant reliability issues for the past 24-48+ hours, with many users reporting downtime and overload problems. Their status page notes an ongoing incident.
    7 repo stars
12. ▌
    Your Core Mission 2 · tools-only bundle

    You are an expert financial blog writer specializing in creating CONCISE, ACTION-FOCUSED weekly trading strategy content for part-time traders and investors in Japan.
    7 repo stars
13. ▌
    Token Efficiency Playbook · tools-only bundle

    Practical rules to keep token usage low without losing rigor.
    7 repo stars
14. ▌
    Summarization Fidelity · tools-only bundle

    Naturally distinguishes between main claims and supporting detail. Maintains appropriate level of abstraction.
    7 repo stars
15. ▌
    Titan Handover Protocol · tools-only bundle

    Your mission as Titan is to finalize the deployment, oversee the Private Beta launch, and maintain the Decision System of Record (DSoR) integrity across all agent swarms.
    7 repo stars
16. ▌
    Details Matter With Open Source Models · tools-only bundle

    Open source models like Qwen 2.5 32B Instruct are performing very well on aider's code editing benchmark, rivaling closed source frontier models.
    7 repo stars
17. ▌
    Profiles Vs Permission Sets Guide · tools-only bundle

    Salesforce provides two primary mechanisms for controlling user access: Profiles and Permission Sets. Understanding when to use each is critical for maintainable security architecture.
    7 repo stars
18. ▌
    Feature Context Comprehensive Claude Code Plugin Linter 2 · tools-only bundle

    Extend ./plugins/plugin-creator/scripts/plugin-validator.py (2934+ lines) into a comprehensive ruff-like static analysis linter that validates ALL 7 component types in the Claude Code plugin ecosystem against official…
    7 repo stars
19. ▌
    Noop Rug Pull Attack Vector Identification · tools-only bundle

    You are a security expert reviewing Uniswap V4 hooks. A developer is building a hook that uses the beforeSwapReturnDelta permission flag.
    7 repo stars
20. ▌
    L1 Task 002 Port Allocator · tools-only bundle

    Each worker needs a unique port for its MCP server. The port allocator manages the ephemeral range and tracks assignments.
    7 repo stars
21. ▌
    Sonnet Is The Opposite Of Lazy · tools-only bundle

    Claude 3.5 Sonnet represents a step change in AI coding. It is incredibly industrious, diligent and hard working.
    7 repo stars
22. ▌
    Hive Coder Meta Agent Integration Plan · tools-only bundle

    Add 8 new tools to codertoolsserver.py that give hive_coder deep integration with the Hive framework. Update the system prompt to teach the LLM when and how to use these meta-agent capabilities.
    7 repo stars
23. ▌
    Task 3 File Type Detection Enhancement 2 · tools-only bundle

    FileType.detectfiletype() method (lines 147-165) needs enhancement to detect hooks.json, .mcp.json, .lsp.json config files and hook scripts in hooks/ directory.
    7 repo stars
24. ▌
    L0 Task 004 Worker Protocol Base · tools-only bundle

    Define the worker communication protocol and message types for orchestrator-worker coordination.
    7 repo stars
25. ▌
    Permission Flags Risk Assessment · tools-only bundle

    You are auditing a Uniswap V4 hook and need to assess the risk level of its permission flags configuration.
    7 repo stars
26. ▌
    Technical Analysis Framework · tools-only bundle

    This reference provides the methodology for conducting objective, chart-based technical analysis of weekly price charts.
    7 repo stars
27. ▌
    Task 2 Error Code Constants Definition 2 · tools-only bundle

    Error code constants (lines 71-109) currently define FM, SK, LK, PD, PL, NR series. Need to add 40 new constants for HK, MC, LS, AG series to support new validators.
    7 repo stars
28. ▌
    Tf Dev Phase 7 Documentation And Housekeeping · tools-only bundle

    Update all user-facing documentation to reflect the completed Terraform support and close out the implementation.
    7 repo stars
29. ▌
    Architecture State Management · tools-only bundle

    ZERG manages state across multiple concurrent processes. This page documents the state storage locations, the role of the Claude Code Task system as the source of truth, and how state flows between components.
    7 repo stars
30. ▌
    Combined Vulnerability Code Review · tools-only bundle

    You are conducting a security review of a Uniswap V4 hook. The developer believes their implementation is secure, but there may be multiple vulnerabilities present.
    7 repo stars
31. ▌
    Breadth Chart Analyst Skill Version 2 0 Improvements · tools-only bundle

    Version 2.0 of the Breadth Chart Analyst skill addresses a critical analysis flaw discovered during initial testing: misreading recent trend direction by focusing on historical movement instead of the latest data points.
    7 repo stars
32. ▌
    Built With Skene 2 · tools-only bundle

    This showcase features agent deployments that demonstrate the power of skill chain composition. Each example includes the problem, solution, skills used, and measurable impact.
    7 repo stars
33. ▌
    Typing Strategy Reference 2 · tools-only bundle

    Comprehensive guide for type hint patterns in stdlib-only Python scripts.
    7 repo stars
34. ▌
    Multi Hop Reasoning · tools-only bundle

    Never rely on Haiku to chain more than 3 inferences silently. If the task requires 4+ hops, split into separate prompts or make intermediate results explicit in the process steps.
    7 repo stars
35. ▌
    Fetch And Filter Objects · tools-only bundle

    Fetch specific objects by ID or filter them using complex logic (AND/OR). Always use this command after exploring the collection using /weaviate:explore command.
    7 repo stars
36. ▌
    Zerg Git · tools-only bundle

    Git operations with intelligent commits, PR creation, releases, rescue, review, and bisect.
    7 repo stars
37. ▌
    Just Add The Files That Need To Be Changed To The Chat · tools-only bundle

    Take a moment and think about which files will need to be changed. Aider can often figure out which files to edit all by itself, but the most efficient approach is for you to add the files to the chat.
    7 repo stars
38. ▌
    Ga4 Gtag JS Direct Implementation · tools-only bundle

    Expert guidance for implementing GA4 using gtag.js directly without Google Tag Manager.
    7 repo stars
39. ▌
    Gtm Tag Configuration · tools-only bundle

    Tags are snippets of code that execute on your website when triggered. They send data to third-party platforms like Google Analytics, Google Ads, Facebook, and other marketing and analytics tools.
    7 repo stars
40. ▌
    Audit Workflow · tools-only bundle

    Construct prompt using exact input format the agent expects (from Step 2 read).
    7 repo stars
41. ▌
    Voice To Code With Aider · tools-only bundle

    Speak with aider about your code! Request new features, test cases or bug fixes using your voice and let aider do the work of editing the files in your local git repo.
    7 repo stars
42. ▌
    Aider In Your Ide · tools-only bundle

    If you run aider with --watch-files, it will watch all files in your repo and look for any AI coding instructions you add using your favorite IDE or text editor.
    7 repo stars
43. ▌
    Badge Url Patterns · tools-only bundle

    Replace USER/REPO with the GitHub username/repo slug, PKG with the package name.
    7 repo stars
44. ▌
    Cookies Et Traceurs · tools-only bundle

    Les cookies et traceurs sont soumis à des règles spécifiques issues de la directive ePrivacy, complétées par les recommandations de la CNIL. Le consentement est requis pour la plupart des cookies, sauf exceptions.
    7 repo stars
45. ▌
    Cookies Et Traceurs 2 · tools-only bundle

    Les cookies et traceurs sont soumis à des règles spécifiques issues de la directive ePrivacy, complétées par les recommandations de la CNIL. Le consentement est requis pour la plupart des cookies, sauf exceptions.
    7 repo stars
46. ▌
    Netherlands Ap Blacklist Art 35 4 · tools-only bundle

    Large-scale processing and/or systematic monitoring where data is collected without informing the data subject.
    7 repo stars
47. ▌
    Continue Previous Work · tools-only bundle

    Resume a conversation by loading context from Memory Copilot and Task Copilot.
    7 repo stars
48. ▌
    Using Help · tools-only bundle

    Type /help and aider will respond with helpful information. You can ask questions about using aider, customizing settings, troubleshooting, using LLMs, etc.
    7 repo stars
49. ▌
    Benchmark Results · tools-only bundle

    The analyzer skips comment lines during scanning, so annotations are invisible to the detection engine. JavaScript files use // instead of #.
    7 repo stars
50. ▌
    Ga4 Privacy And Compliance · tools-only bundle

    Expert guidance for GA4 privacy including GDPR, CCPA, Consent Mode v2, and data deletion.
    7 repo stars
51. ▌
    Cov 010 Test Worker State Edge Cases · tools-only bundle

    Create tests for getworkerstate with invalid IDs, setworkerstate with None in tests/unit/teststateworkers.py.
    7 repo stars
52. ▌
    Germany Dsk Blacklist Art 35 4 · tools-only bundle

    Processing of data covered by Berufsgeheimnis (professional secrecy, §203 StGB): law firms, tax advisors, auditors, medical professionals, insolvency administrators, debt counseling services, pastoral care.
    7 repo stars
53. ▌
    API Documentation · tools-only bundle

    Patterns for creating clear, complete API documentation that developers can use without guessing.
    7 repo stars
54. ▌
    Zerg Document 2 · tools-only bundle

    Generate documentation for a specific component, module, or command.
    7 repo stars
55. ▌
    Evalview Adapters · tools-only bundle

    Adapters connect EvalView to your AI agent's API. EvalView includes adapters for common patterns and makes it easy to build custom ones.
    7 repo stars
56. ▌
    Copy Paste With Web Chat · tools-only bundle

    Aider has features for working with an LLM via its web chat interface. This allows you to use the web chat LLM as the "big brain code architect" while running aider with a smaller, cheaper LLM to actually make changes…
    7 repo stars
57. ▌
    Gitignore Deps · tools-only bundle

    Пример конфигурации AGENTS.md и набор скиллов (.agents/) для разработки игр с помощью ИИ на движке Defold.
    7 repo stars
58. ▌
    Tutorial Videos · tools-only bundle

    Thanks to all these great creators for taking the time to share their experiences coding with aider!
    7 repo stars
59. ▌
    Operating Mode · tools-only bundle

    Mission-first reading and summarization focused on relevance, compression, and traceable evidence.
    7 repo stars
60. ▌
    Basic RAG Cookbook · tools-only bundle

    Build basic RAG functionality with Weaviate. For advanced strategies, see here.
    7 repo stars
61. ▌
    Rule Authoring Guide · tools-only bundle

    Every 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.
    7 repo stars
62. ▌
    Gtm Variable Configuration · tools-only bundle

    Variables in Google Tag Manager store and provide dynamic values for use in tags, triggers, and other variables. They capture information from the page, data layer, cookies, URLs, and more.
    7 repo stars
63. ▌
    Tampermonkey Async API Reference · tools-only bundle

    The GM.* API provides promise-based versions of GM_* functions. Use with async/await for cleaner code.
    7 repo stars
64. ▌
    Skill Scanner Feature Reference · tools-only bundle

    This document is a current-state feature map for the repository as implemented today.
    7 repo stars
65. ▌
    Hybrid Search · tools-only bundle

    Combines vector similarity and keyword (BM25) matching for balanced search results on a single collection.
    7 repo stars
66. ▌
    Fetch And Filter · tools-only bundle

    Fetch objects from a collection by UUID, with filters, or as a random sample. Supports complex nested filter logic (AND, OR).
    7 repo stars
67. ▌
    Query Agent Search Mode · tools-only bundle

    Retrieve raw objects using natural language queries across multiple collections via the Weaviate Query Agent.
    7 repo stars
68. ▌
    Claude Copilot Architecture · tools-only bundle

    Five-pillar framework: persistent memory, expert agents, on-demand skills, ephemeral task storage, battle-tested workflows.
    7 repo stars
69. ▌
    Claude Copilot Quick Start 15 Minutes · tools-only bundle

    This guide gets you up and running with Memory Copilot only - the fastest path to persistent session memory.
    7 repo stars
70. ▌
    Synth Sdk Logic Specification · tools-only bundle

    The request/response model SHOULD remain OpenAI-compatible to support polyglot clients.
    7 repo stars
71. ▌
    Policy Configuration Guide · tools-only bundle

    Scan policies control all tuning knobs, detection thresholds, and rule enablement in Skill Scanner.
    7 repo stars
72. ▌
    Analyse And Improve Claude Md Instructions Based On Chat · tools-only bundle

    Present your findings and improvement ideas to the human. For each suggestion: a) Explain the current issue you've identified b) Propose a specific change or addition to the instructions c) Describe how this change…
    7 repo stars
73. ▌
    Processors API · tools-only bundle

    History processors for managing conversation context. These are re-exported from summarization-pydantic-ai.
    7 repo stars
74. ▌
    Zerg Worker Execution Core · tools-only bundle

    You are a ZERG Worker executing tasks in parallel with other workers.
    7 repo stars
75. ▌
    What Are Skills 2 · tools-only bundle

    This implementation will be removed when skills support is added to pydantic-ai core. See pydantic-ai#3780 for progress. We will migrate to use the upstream implementation once available.
    7 repo stars
76. ▌
    Owasp Top 10 2025 Core Security Rules · tools-only bundle

    This file provides foundational security rules based on OWASP Top 10:2025.
    7 repo stars
77. ▌
    Deep Code Review Coordinator · tools-only bundle

    You are a senior code review coordinator. Your job is to orchestrate a thorough, multi-pass code review using specialist sub-agents for each language detected in the changeset.
    7 repo stars
78. ▌
    Zerg Plan Details And Templates · tools-only bundle

    Reference material for /zerg:plan. See plan.core.md for primary workflow.
    7 repo stars
79. ▌
    Basic Agent Cookbook · tools-only bundle

    Build a tool-calling AI agent with structured outputs using DSPy. For RAG tools, memory, and framework integrations, see here.
    7 repo stars
80. ▌
    When To Use This Skill 13 · tools-only bundle

    Analyse infrastructure, licensing, and operational costs across systems. Uses three parallel agents to evaluate infrastructure, licensing/SaaS, and operational dimensions, then produces a prioritised list of savings…
    7 repo stars
81. ▌
    History Processors · tools-only bundle

    This feature will be added to pydantic-ai core in late January 2025 (pydantic-ai#3780). Once available, we will migrate to use the upstream implementation. The API will remain compatible.
    7 repo stars
82. ▌
    History Processors 2 · tools-only bundle

    This feature will be added to pydantic-ai core in late January 2025 (pydantic-ai#3780). Once available, we will migrate to use the upstream implementation. The API will remain compatible.
    7 repo stars
83. ▌
    Poland Uodo Blacklist Art 35 4 · tools-only bundle

    Automated evaluation systems, particularly for creditworthiness, insurance, employment suitability. Covers systems producing decisions that affect legal status or similarly significant interests.
    7 repo stars
84. ▌
    Toolsets API · tools-only bundle

    This implementation will be removed when skills support is added to pydantic-ai core. See pydantic-ai#3780 for progress.
    7 repo stars
85. ▌
    Toolsets API 2 · tools-only bundle

    This implementation will be removed when skills support is added to pydantic-ai core. See pydantic-ai#3780 for progress.
    7 repo stars
86. ▌
    Distribution Guide For Agent Security Scanner · tools-only bundle

    This guide explains how to package and distribute the security scanner for Claude Code users.
    7 repo stars
87. ▌
    Token Limits · tools-only bundle

    Aider will report an error if a model responds indicating that it has exceeded a token limit. The error will include suggested actions to try and avoid hitting token limits.
    7 repo stars
88. ▌
    Zerg Debug Details And Reference · tools-only bundle

    Full templates, evidence checklists, examples, and edge cases for zerg:debug.
    7 repo stars
89. ▌
    Quick Code Review · tools-only bundle

    Perform a fast, single-pass code review without spawning sub-agents. This is for rapid feedback during development, not for pre-merge thoroughness.
    7 repo stars
90. ▌
    Async Client Usage · tools-only bundle

    Guide for using the Weaviate Python async client in production applications (FastAPI, async frameworks).
    7 repo stars
91. ▌
    Non Streaming Response 3 · tools-only bundle

    LiteLLM provides an endpoint in the spec of OpenAI's /responses API
    7 repo stars
92. ▌
    Auto Routing · tools-only bundle

    import Image from '@theme/IdealImage'; import Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem';
    7 repo stars
93. ▌
    Spawned Knowledge · tools-only bundle

    Create structured book notes with parallel extraction of concepts, frameworks, and actionable insights. Uses three agents to extract different dimensions simultaneously, producing a rich reference note.
    7 repo stars
94. ▌
    Semantic Search 2 · tools-only bundle

    Pure vector similarity search using embeddings on a single collection.
    7 repo stars
95. ▌
    Built In Toolsets · tools-only bundle

    Toolsets are collections of tools that extend agent capabilities. pydantic-deep includes four built-in toolsets.
    7 repo stars
96. ▌
    Built In Toolsets 2 · tools-only bundle

    Toolsets are collections of tools that extend agent capabilities. pydantic-deep includes four built-in toolsets.
    7 repo stars
97. ▌
    Build Data Explorer App · tools-only bundle

    Build a full-stack Data Explorer App for Weaviate Collections with FastAPI.
    7 repo stars
98. ▌
    Project Setup Contract All Cookbooks · tools-only bundle

    Set up a safe default project layout that prevents accidental secret leaks and keeps setup instructions consistent across all cookbooks.
    7 repo stars
99. ▌
    Uniswap Hooks · tools-only bundle

    Hooks declare which callbacks they implement via a permissions struct. The hook address must encode which callbacks are enabled in its last 14 bits. Use the hook miner to find valid addresses during deployment.
    7 repo stars
100. ▌
     Workflow Recipes · tools-only bundle

     Common multi-step patterns combining Parallel's Search, Extract, and Deep Research APIs for scientific writing tasks.
     7 repo stars