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1. ▌
   Backend Code Review · tools-only bundle

   Load beagle-python:review-verification-protocol skill and keep its checklist in mind throughout the review.
   7 repo stars
2. ▌
   Conversation Management · tools-only bundle

   The SlidingWindowConversationManager implements a sliding window strategy that maintains a fixed number of recent messages. This is the default conversation manager used by the Agent class.
   7 repo stars
3. ▌
   Apex Design Patterns 2 · tools-only bundle

   Abstract data access, provide strongly-typed queries, enable DML mocking.
   7 repo stars
4. ▌
   Langsmith Deployment Guide · tools-only bundle

   Use when you need a managed deployment UX with infrastructure in your own cloud.
   7 repo stars
5. ▌
   Agent Deployment Guide · tools-only bundle

   Complete guide to deploying Agentforce agents, including deployment methods, CLI commands, validation, activation, and troubleshooting.
   7 repo stars
6. ▌
   Gitops Core Principles · tools-only bundle

   Deep dive into the four foundational principles of GitOps as defined by the OpenGitOps project (CNCF).
   7 repo stars
7. ▌
   Local Providers Guide Ollama And Vllm · tools-only bundle

   Complete guide for setting up and using Ollama and vLLM in various deployment scenarios.
   7 repo stars
8. ▌
   Pr Requirements Workflow · tools-only bundle

   This repository enforces that all pull requests must be linked to an issue that has an assignee. PRs that don't meet this requirement are automatically closed.
   7 repo stars
9. ▌
   Next JS 16 Migration Guide · tools-only bundle

   In Next.js 16, cookies(), headers(), draftMode() sono tutti async.
   7 repo stars
10. ▌
    Next JS 16 Plus React 19 Patterns · tools-only bundle

    Nuove feature e pattern specifici per Next.js 16 con React 19.
    7 repo stars
11. ▌
    Poc Native Task Integration Evaluation · tools-only bundle

    Evaluate Claude Code's native task management tools (TaskCreate, TaskUpdate, TaskGet, TaskList) for potential integration with Navigator's workflow systems.
    7 repo stars
12. ▌
    1 Feature Description · tools-only bundle

    Verify the completeness and accuracy of the Native Task Integration evaluation report (poc-1769186747-evaluation-report.md) for TASK-34.
    7 repo stars
13. ▌
    Python Sandbox Server · tools-only bundle

    The Python Sandbox MCP Server provides a highly secure environment for executing Python code with multiple layers of protection.
    7 repo stars
14. ▌
    Build Database Workflow · tools-only bundle

    Create high-quality CodeQL databases by trying build methods in sequence until one produces good results.
    7 repo stars
15. ▌
    Direnv Standard Library Reference · tools-only bundle

    Download and source a script from URL with hash verification.
    7 repo stars
16. ▌
    Codex CLI Invocation 2 · tools-only bundle

    Model and reasoning are set via -c config overrides (not -m).
    7 repo stars
17. ▌
    Defectdojo API V2 Complete Reference · tools-only bundle

    This returns all available scanner types that can be used in scan_type parameter.
    7 repo stars
18. ▌
    Pre Commit Quick Start Guide · tools-only bundle

    This creates .git/hooks/pre-commit that runs automatically on git commit.
    7 repo stars
19. ▌
    Squadron Composition Reference · tools-only bundle

    See the Standing Orders table in SKILL.md for the full list of standing orders and known anti-patterns.
    7 repo stars
20. ▌
    Skills With The Claude Agent Sdk · tools-only bundle

    To run the agent, follow the instructions in the README file. You'll need an Anthropic API key (no subscription required).
    7 repo stars
21. ▌
    Frontend Code Review · tools-only bundle

    Load beagle-react:review-verification-protocol skill and keep its checklist in mind throughout the review.
    7 repo stars
22. ▌
    Agent Skills Spec · tools-only bundle

    A skill is a folder of instructions, scripts, and resources that agents can discover and load dynamically to perform better at specific tasks. In order for the folder to be recognized as a skill, it must contain a SKILL.
    7 repo stars
23. ▌
    Gemini CLI Invocation · tools-only bundle

    Skip the scan when only non-dependency files changed. The scan analyzes the entire project's dependency tree regardless of diff scope, so it adds significant time for no value when dependencies weren't touched.
    7 repo stars
24. ▌
    Gemini CLI Invocation 2 · tools-only bundle

    (not security). Always use -e gemini-cli-security when loading it.
    7 repo stars
25. ▌
    Gemini CLI Invocation 3 · tools-only bundle

    (not security). Always use -e gemini-cli-security when loading it.
    7 repo stars
26. ▌
    Gemini CLI Invocation 4 · tools-only bundle

    Skip the scan when only non-dependency files changed. The scan analyzes the entire project's dependency tree regardless of diff scope, so it adds significant time for no value when dependencies weren't touched.
    7 repo stars
27. ▌
    Parallel Session Cleanup With Asyncio Gather · tools-only bundle

    ContextForge implements a high-performance parallel session cleanup mechanism using asyncio.gather() with bounded concurrency to optimize database operations in multi-worker deployments.
    7 repo stars
28. ▌
    Developer Handoff Guide · tools-only bundle

    Reference for integrating design tokens into development workflows and design tool collaboration.
    7 repo stars
29. ▌
    Cloudflare Dns Azure Integration Reference · tools-only bundle

    Patterns and configurations for using Cloudflare DNS with Azure workloads.
    7 repo stars
30. ▌
    Gitops Tooling Ecosystem · tools-only bundle

    Comprehensive comparison of GitOps tools, their architectures, and use cases.
    7 repo stars
31. ▌
    Work Item Tracking API Reference · tools-only bundle

    Comprehensive reference for Azure DevOps Work Item Tracking REST API operations.
    7 repo stars
32. ▌
    Document Classification Tutorial · tools-only bundle

    Document classification helps you organize, categorize, and manage your content in Simple Chat.
    7 repo stars
33. ▌
    AI Code Reviewer Setup Guide · tools-only bundle

    This guide explains how to set up the automated AI PR review system using OpenRouter to analyze pull requests with your choice of AI model.
    7 repo stars
34. ▌
    Url To Markdown Server · tools-only bundle

    The URL-to-Markdown MCP Server is the ultimate solution for retrieving web content and files, then converting them to high-quality markdown format.
    7 repo stars
35. ▌
    Deployment And Optimization For Fine Tuned Models · tools-only bundle

    Deploying fine-tuned models efficiently requires adapter merging, quantization, and inference optimization. This reference covers techniques to minimize latency and memory while maintaining quality.
    7 repo stars
36. ▌
    Gitops Patterns And Practices · tools-only bundle

    Comprehensive guide to repository structures, branching strategies, and deployment patterns for GitOps implementations.
    7 repo stars
37. ▌
    Deployment Strategies · tools-only bundle

    This reference guide provides comprehensive information for senior devops.
    7 repo stars
38. ▌
    Branch Cleanup Report · tools-only bundle

    The repository has no configured origin remote and only the work branch exists locally, so git fetch origin and git diff main..origin/ --stat could not be executed for the requested branches.
    7 repo stars
39. ▌
    Azure Arc Gitops Integration With Argocd · tools-only bundle

    Comprehensive guide for deploying and managing ArgoCD via Azure Arc-enabled Kubernetes and Azure Kubernetes Service (AKS) using Azure's managed GitOps extension.
    7 repo stars
40. ▌
    Task Plan Sam Error Recovery Rollback Procedures · tools-only bundle

    The following findings are derived from research files available in this repository. They inform T2 (procedure design) and should be cited in T3 (Appendix draft).
    7 repo stars
41. ▌
    Agents Strategy Pattern Analysis For Cascadeflow · tools-only bundle

    Assess whether cascadeflow should refactor toward an Agents strategy pattern and document a recommended path forward.
    7 repo stars
42. ▌
    Complete A Design Review Of The Pending Changes On The · tools-only bundle

    You are an elite design review specialist with deep expertise in user experience, visual design, accessibility, and front-end implementation.
    7 repo stars
43. ▌
    Openclaw Integration Strategy Plan · tools-only bundle

    comparison, translation, math, factual, medical, legal, financial, multimodal, general
    7 repo stars
44. ▌
    Vercel AI Sdk Integration Winning Developer Experience · tools-only bundle

    Implement the Vercel AI SDK provider interface so cascadeflow can be passed as a model to generateText or streamText.
    7 repo stars
45. ▌
    Approval Workflow System For Control Center · tools-only bundle

    The Approval Workflow System adds a comprehensive approval process for sensitive administrative operations in the Control Center.
    7 repo stars
46. ▌
    Visual Development · tools-only bundle

    This verification ensures changes meet design standards and user requirements.
    7 repo stars
47. ▌
    Logging Tab UI Improvement · tools-only bundle

    Updated the Logging tab in the admin settings to follow a consistent card-based layout pattern similar to the Safety tab, improving visual organization and user experience.
    7 repo stars
48. ▌
    Human In The Loop For AI Agents A Complete Guide · tools-only bundle

    Human-in-the-Loop (HITL) is a critical design pattern for AI agents. It ensures that humans remain in control of important decisions while still benefiting from AI automation.
    7 repo stars
49. ▌
    Task 32 Auto Update Project Sync · tools-only bundle

    Make auto-update behave like nav-upgrade - update both plugin AND project files.
    7 repo stars
50. ▌
    Graduated Discipline · tools-only bundle

    Yes — corrections are logged, but per-mission, not in a persistent cross-mission store.
    7 repo stars
51. ▌
    SQL Plugins Configuration Guide · tools-only bundle

    This guide shows how to configure the SQL plugins through the web interface.
    7 repo stars
52. ▌
    Adr 038 Experimental Rust Transport Backend Streamable HTTP · tools-only bundle

    ContextForge currently implements its transport layer (stdio, SSE, WebSocket, and Streamable HTTP) in Python using asyncio.
    7 repo stars
53. ▌
    Task 34 Evaluate Native Task Integration · tools-only bundle

    Should Navigator use native tasks for in-session tracking while keeping .agent/ for persistence?
    7 repo stars
54. ▌
    Root Cause 4 · tools-only bundle

    Normalized message utilities to operate on tinyagent dict messages (role + content[type]) only.
    7 repo stars
55. ▌
    AI Agents And Skills Workshop For Embedded Engineers · tools-only bundle

    A skill is a folder containing a SKILL.md (plus optional references/, scripts/, assets/) that teaches Cursor Agent specialized knowledge or workflows.
    7 repo stars
56. ▌
    Skill Scaffold 20 · tools-only bundle

    This skill covers advanced debugging techniques for complex Vercel issues. It includes comprehensive evidence collection with extended logs, metrics, network captures, and traces, systematic layer-by-layer isolation…
    7 repo stars
57. ▌
    Zerg Logs 2 · tools-only bundle

    Stream, filter, and aggregate worker logs for debugging and monitoring.
    7 repo stars
58. ▌
    Configuring Logging · tools-only bundle

    The Strands SDK provides logging infrastructure to give visibility into its operations.
    7 repo stars
59. ▌
    Configuring Logging 2 · tools-only bundle

    The Strands SDK provides logging infrastructure to give visibility into its operations.
    7 repo stars
60. ▌
    Box MCP Server · tools-only bundle

    The Box MCP Server provides seamless integration with Box's cloud content management and collaboration platform through the Model Context Protocol.
    7 repo stars
61. ▌
    Get Logs For A Dagster Run · tools-only bundle

    dg api log get $1 --json | jq --arg level "$2" '.logs[] | select(.level == $level)'
    7 repo stars
62. ▌
    Dynamic Client Registration Dcr · tools-only bundle

    Dynamic Client Registration (DCR) is an OAuth 2.0 extension that enables automatic client registration without manual configuration.
    7 repo stars
63. ▌
    Team Management · tools-only bundle

    ContextForge organizes users into teams so you can scope access and group operational responsibilities.
    7 repo stars
64. ▌
    Pmm V1 Controller · tools-only bundle

    A faithful clone of the legacy Hummingbot Pure Market Making (PMM) V1 strategy, implemented as a V2 controller.
    7 repo stars
65. ▌
    Skene Cookbook Metrics · tools-only bundle

    Note: Some domains serve multiple functions. Total exceeds 383 due to overlapping categorization.
    7 repo stars
66. ▌
    Skene Cookbook Metrics 2 · tools-only bundle

    Note: Some domains serve multiple functions. Total exceeds 382 due to overlapping categorization.
    7 repo stars
67. ▌
    Agent Loop Metrics · tools-only bundle

    Metrics are essential for understanding agent performance, optimizing behavior, and monitoring resource usage.
    7 repo stars
68. ▌
    Evaluation Best Rap Songs 2026 · tools-only bundle

    Does the narrative cite specific sources from the research data?
    7 repo stars
69. ▌
    LLM Chat Integrated MCP Client Within Contextforge Gateway 2 · tools-only bundle

    The LLM Chat feature enables interactive conversations with AI language models while leveraging tools from Virtual MCP servers.
    7 repo stars
70. ▌
    Bullshitbench Technical Guide · tools-only bundle

    This guide is for maintainers and contributors working on benchmark operations and data publishing.
    7 repo stars
71. ▌
    What I Learned 6 · tools-only bundle

    The conversation around "best rap songs 2026" is still early-year and fragmented - no single track has emerged as a consensus pick yet, but a few names keep surfacing.
    7 repo stars
72. ▌
    Monday Com MCP Server · tools-only bundle

    The monday.com MCP Server provides seamless integration with monday.com's Work OS platform through the Model Context Protocol.
    7 repo stars
73. ▌
    API Reference Llmnode · tools-only bundle

    The LLMNode is the "brain" of your agent. It is a resilient, state-aware node that calls a generative AI model (like Google's Gemini) to perform a reasoning task.
    7 repo stars
74. ▌
    Research Results M4 Macbook Pro Review 4 · tools-only bundle

    If you are in the market for a new MacBook Pro and you’re wondering what the real differences are between Apple’s M3 and M4 silicon, you’ve come to the right place ⬇️
    7 repo stars
75. ▌
    Evaluation M4 Macbook Pro Review · tools-only bundle

    Does the narrative cite specific sources from the research data?
    7 repo stars
76. ▌
    The Glass Box Philosophy · tools-only bundle

    The primary challenge in production-grade AI is a lack of traceability. When a multi-step agent fails, it's often impossible to determine why.
    7 repo stars
77. ▌
    Rust Plugins High Performance Native Extensions · tools-only bundle

    The Rust plugin system provides 5-10x performance improvements for computationally intensive plugins while maintaining 100% API compatibility with Python plugins.
    7 repo stars
78. ▌
    Embedded In Strands Agents · tools-only bundle

    {{ tsnotsupported("The 0.1.0 release of the TypeScript SDK does not include OpenTelemetry observability features. Support is planned for a future version.
    7 repo stars
79. ▌
    Navigator Quick Start Guide · tools-only bundle

    ✅ Context-efficient documentation (92% token reduction) ✅ Navigator-first loading pattern ✅ Living docs that update as code evolves ✅ 86%+ context available for actual work
    7 repo stars
80. ▌
    What I Learned 11 · tools-only bundle

    Early 2026 rap is in a transitional moment - Grammy season just wrapped, playlist curators are compiling their first "best of" roundups, and the community is still debating which new tracks deserve the crown.
    7 repo stars
81. ▌
    Research Results Best Rap Songs 2026 2 · tools-only bundle

    @PopCrave Partition still goes harder than most 2026 songs 12 years and the beat switch + that rap still give chills every time. Queen never misses...
    7 repo stars
82. ▌
    One Shot Research Mode 2 · tools-only bundle

    Research ANY topic across Reddit, X, YouTube, Polymarket, and the web. Surface what people are actually discussing, recommending, betting on, and debating right now.
    7 repo stars
83. ▌
    The Event Sourced Audit Log · tools-only bundle

    To be infinitely scalable, lar (as of v2.0) does not log the entire state at every step. That is slow and expensive.
    7 repo stars
84. ▌
    What I Learned 14 · tools-only bundle

    The M4 MacBook Pro has been extensively reviewed across YouTube and Reddit, but the developer-focused Hacker News community has been notably silent on the topic this cycle.
    7 repo stars
85. ▌
    Universal Model Support Litellm · tools-only bundle

    Lár is built on top of LiteLLM, which means it supports 100+ LLM providers out of the box.
    7 repo stars
86. ▌
    Gateway Administrative Hooks · tools-only bundle

    This document details the administrative hook points in ContextForge Plugin Framework, covering gateway management operations including server registration, updates, federation, and entity lifecycle management.
    7 repo stars
87. ▌
    Research Results M4 Macbook Pro Review · tools-only bundle

    If you are in the market for a new MacBook Pro and you’re wondering what the real differences are between Apple’s M3 and M4 silicon, you’ve come to the right place ⬇️
    7 repo stars
88. ▌
    MCP Security Hooks · tools-only bundle

    This document details the security-focused hook points in ContextForge Plugin Framework, covering the complete MCP protocol request/response lifecycle and HTTP authentication.
    7 repo stars
89. ▌
    Auditor S Guide Inspecting Lr Agents · tools-only bundle

    Most AI systems are "Black Boxes"—a prompt goes in, and an answer comes out, with no visibility into the intermediate steps.
    7 repo stars
90. ▌
    Research Results M4 Macbook Pro Review 3 · tools-only bundle

    M4 MacBook Pro 14 Inch Battery Life, Should I Be Concerned??
    7 repo stars
91. ▌
    Lr V1 1 Release Notes The Metacognition Update · tools-only bundle

    We are proud to announce Lár v1.1, the "Metacognition Update". This release introduces Level 4 Agency capabilities, allowing agents to modify their own execution logic at runtime while maintaining strict "Glass Box"…
    7 repo stars
92. ▌
    Research Results Best Rap Songs 2026 · tools-only bundle

    @PopCrave Partition still goes harder than most 2026 songs 12 years and the beat switch + that rap still give chills every time. Queen never misses...
    7 repo stars
93. ▌
    V2 1 Launch Posts Working Draft 3 · tools-only bundle

    Pair /last30days with @openclaw and it re-researches topics on a schedule across Reddit, X, YouTube, and the web.
    7 repo stars
94. ▌
    9 Metacognition Dynamic Graphs · tools-only bundle

    Metacognition is the ability of an agent to introspect about its own thinking process and modify its execution structure at runtime.
    7 repo stars
95. ▌
    What I Learned 12 · tools-only bundle

    The "best rap songs 2026" landscape is being shaped by three forces right now: Grammy season validation, community-curated playlists, and chart performance.
    7 repo stars
96. ▌
    Ibm Security Verify Setup Tutorial · tools-only bundle

    This tutorial walks you through setting up IBM Security Verify (formerly IBM Cloud Identity) SSO authentication for ContextForge, enabling enterprise-grade identity management.
    7 repo stars
97. ▌
    System And Monitoring · tools-only bundle

    OpenViking provides system health, observability, and debug APIs for monitoring component status.
    7 repo stars
98. ▌
    System And Monitoring 2 · tools-only bundle

    OpenViking provides system health, observability, and debug APIs for monitoring component status.
    7 repo stars
99. ▌
    System And Monitoring 3 · tools-only bundle

    OpenViking provides system health, observability, and debug APIs for monitoring component status.
    7 repo stars
100. ▌
     Deploying Lr Agents Production Guide · tools-only bundle

     One of the most common questions is: "How do I deploy this?"
     7 repo stars