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1. ▌
   Human Out Of Loop Prerequisites 2 · tools-only bundle

   Research analysis identifying what must be known, measured, and verified before autonomous refinement loops can operate without human review gates.
   7 repo stars
2. ▌
   Otel Span Events And Attributes Implementation Guide · tools-only bundle

   This document describes how OpenLIT implements OpenTelemetry (OTel) semantic conventions for GenAI spans and events, and how to adopt the same structure and style when adding or updating instrumentations (e.g., OpenAI →…
   7 repo stars
3. ▌
   Security Assessment Document Generation · tools-only bundle

   Generate comprehensive security assessment document based on security audit findings. Creates structured security documentation in specified language with project-specific analysis.
   7 repo stars
4. ▌
   Zerg Plus Claude Code Agent Teams Implementation Analysis · tools-only bundle

   ZERG was built before Claude Code Agent Teams existed. It reimplemented, from scratch, many primitives that Agent Teams now provides natively: worker spawning, task coordination, state management, and quality gates.
   7 repo stars
5. ▌
   Smr Sdk Plus MCP Control Proposal 2026 02 19 · tools-only bundle

   Add first-class Synth SDK and MCP support for controlling Synth Managed Research (SMR) projects and runs.
   7 repo stars
6. ▌
   Noma Security · tools-only bundle

   import Image from '@theme/IdealImage'; import Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem';
   7 repo stars
7. ▌
   Swarm Multi Agent Pattern · tools-only bundle

   A Swarm is a collaborative agent orchestration system where multiple agents work together as a team to solve complex tasks.
   7 repo stars
8. ▌
   UI Layer · tools-only bundle

   The Textual-based terminal user interface for TunaCode. Handles all user interaction, screen navigation, command routing, and rendering of agent responses, tool outputs, and errors.
   7 repo stars
9. ▌
   Custom Tools · tools-only bundle

   Custom tools extend your agent's capabilities beyond built-in functions. This guide covers creating, registering, and using custom tools.
   7 repo stars
10. ▌
    Agent To Agent A2a Protocol Support · tools-only bundle

    The MCP Gateway & Registry now supports Agent-to-Agent (A2A) communication, enabling AI agents to securely register themselves and discover other agents within a centralized registry.
    7 repo stars
11. ▌
    Single Sign On Sso Authentication · tools-only bundle

    Multi‑tenancy (email authentication, teams, RBAC, resource visibility) was introduced in v0.7.0. If you're upgrading from 0.6.0, review the
    7 repo stars
12. ▌
    Single Sign On Sso Authentication 2 · tools-only bundle

    Multi‑tenancy (email authentication, teams, RBAC, resource visibility) was introduced in v0.7.0. If you're upgrading from 0.6.0, review the
    7 repo stars
13. ▌
    AI Assistant Documentation · tools-only bundle

    The AI Assistant add-on brings enterprise-grade AI to your Home Assistant instance.
    7 repo stars
14. ▌
    Fda Medical Device Databases · tools-only bundle

    This reference covers all FDA medical device-related API endpoints accessible through openFDA.
    7 repo stars
15. ▌
    Gemini Live Experimental · tools-only bundle

    Gemini Live is configured as an optional dependency in Strands Agents.
    7 repo stars
16. ▌
    Creating Custom Tools 2 · tools-only bundle

    There are multiple approaches to defining custom tools in Strands, with differences between Python and TypeScript implementations.
    7 repo stars
17. ▌
    Zerg Wiki · tools-only bundle

    ZERG coordinates multiple Claude Code sessions to build features in parallel. You describe what to build, ZERG breaks the work into atomic tasks with exclusive file ownership, and multiple workers execute those tasks…
    7 repo stars
18. ▌
    Local Provider · tools-only bundle

    LocalProvider stores components that you define directly on your server. When you use @mcp.tool, @mcp.resource, or @mcp.prompt, you're adding components to your server's LocalProvider.
    7 repo stars
19. ▌
    Plugin Validator Usage Guide · tools-only bundle

    Complete usage reference for plugin_validator.py - the comprehensive validation tool for Claude Code plugins.
    7 repo stars
20. ▌
    Release V1 0 14 Registry Only Deployment Mode · tools-only bundle

    All other combinations are valid and pass through unchanged.
    7 repo stars
21. ▌
    Problem Addressed 22 · tools-only bundle

    Motia is a unified backend framework built around a single primitive called the Step — a file with a config (defining how and when it runs) and a handler (business logic).
    7 repo stars
22. ▌
    Proxy Authentication 2 · tools-only bundle

    Configure ContextForge to work with authentication proxies for enterprise deployments.
    7 repo stars
23. ▌
    Agentcore Memory Session Manager · tools-only bundle

    The AgentCore Memory Session Manager leverages Amazon Bedrock AgentCore Memory to provide advanced memory capabilities with intelligent retrieval for Strands Agents.
    7 repo stars
24. ▌
    Agentcore Memory Session Manager 2 · tools-only bundle

    The AgentCore Memory Session Manager leverages Amazon Bedrock AgentCore Memory to provide advanced memory capabilities with intelligent retrieval for Strands Agents.
    7 repo stars
25. ▌
    Problem Addressed 21 · tools-only bundle

    Fly.io is a developer-focused cloud platform that runs application code inside Firecracker microVMs, providing hardware-level isolation, sub-second startup times, and global anycast networking across 18 regions.
    7 repo stars
26. ▌
    Openai Compatible Server · tools-only bundle

    vllm-mlx provides a FastAPI server with full OpenAI API compatibility.
    7 repo stars
27. ▌
    Deploy This Version 9 · tools-only bundle

    import Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem'; import Image from '@theme/IdealImage';
    7 repo stars
28. ▌
    P0 Must Have · tools-only bundle

    Tracked features, ideas, and deferred work for grooming and future sessions.
    7 repo stars
29. ▌
    P0 Must Have 2 · tools-only bundle

    Tracked features, ideas, and deferred work for grooming and future sessions.
    7 repo stars
30. ▌
    France Cnil Blacklist Art 35 4 And Dpia Methodology · tools-only bundle

    Large-scale health data repositories for research, epidemiological studies, or public health monitoring.
    7 repo stars
31. ▌
    Docker Compose 2 · tools-only bundle

    Running MCP Gateway with Compose spins up a full stack (Gateway, Postgres, Redis, optional MCP servers) behind a single YAML file.
    7 repo stars
32. ▌
    Problem Addressed 25 · tools-only bundle

    SkillsMP is an open, independent marketplace hosting 66,500+ AI agent skills compatible with Claude Code, OpenAI Codex CLI, and ChatGPT.
    7 repo stars
33. ▌
    Editing Config And Text Files · tools-only bundle

    Aider isn't just for code, it can be very helpful when editing almost any text file. You can use aider to make changes to your shell & ssh settings, Dockerfiles or pretty much any configuration or documentation file.
    7 repo stars
34. ▌
    Features Overview · tools-only bundle

    Set MAXTOOLCALLSPERMINUTE to throttle abusive clients. Exceeding the limit returns HTTP 429 with a Retry-After header.
    7 repo stars
35. ▌
    Neon Features 2 · tools-only bundle

    Overview of Neon's key platform features. For detailed information, fetch the official docs.
    7 repo stars
36. ▌
    Neon CLI 2 · tools-only bundle

    The Neon CLI is a command-line interface for managing Neon Serverless Postgres directly from your terminal.
    7 repo stars
37. ▌
    Step 1 Install Minikube And Kubectl · tools-only bundle

    Minikube provides a self-contained environment, enabling you to replicate production features like persistent volumes and TLS on your local machine.
    7 repo stars
38. ▌
    Securing MCP Gateway · tools-only bundle

    This guide provides essential security configurations and best practices for deploying MCP Gateway in production environments.
    7 repo stars
39. ▌
    Securing Contextforge · tools-only bundle

    This guide provides essential security configurations and best practices for deploying ContextForge in production environments.
    7 repo stars
40. ▌
    MCP Gateway And Registry Feature Overview · tools-only bundle

    This document provides a comprehensive overview of the MCP Gateway & Registry solution capabilities, designed for stakeholder presentations, marketing materials, and solution demonstrations.
    7 repo stars
41. ▌
    Features Overview 2 · tools-only bundle

    Set MAXTOOLCALLSPERMINUTE to throttle abusive clients. Exceeding the limit returns HTTP 429 with a Retry-After header.
    7 repo stars
42. ▌
    Securing Contextforge 2 · tools-only bundle

    This guide provides essential security configurations and best practices for deploying ContextForge in production environments.
    7 repo stars
43. ▌
    Securing Contextforge 3 · tools-only bundle

    This guide provides essential security configurations and best practices for deploying ContextForge in production environments.
    7 repo stars
44. ▌
    When To Use This Skill 22 · tools-only bundle

    Batch auto-tag Markdown notes by analysing their content and suggesting appropriate hierarchical tags. Uses parallel Haiku agents processing notes in batches of 15-20 for cost-effective, high-throughput tagging.
    7 repo stars
45. ▌
    Problem Addressed 23 · tools-only bundle

    PicoClaw is an ultra-lightweight personal AI assistant written in Go, designed to run on $10 hardware with less than 10MB RAM. Inspired by
    7 repo stars
46. ▌
    Safe Rollback Guide · tools-only bundle

    This guide outlines the process for safely rolling back a LiteLLM Proxy deployment to a previous version.
    7 repo stars
47. ▌
    LLM Setup · tools-only bundle

    This page covers the minimum LLM configuration required to run bearlike/Assistant.
    7 repo stars
48. ▌
    UI Troubleshooting · tools-only bundle

    If you're experiencing issues with the LiteLLM Admin UI, please include the following information when reporting.
    7 repo stars
49. ▌
    Wordlist Selection Guide · tools-only bundle

    Choose wordlists based on the target stack and engagement scope. All paths are relative to your SecLists installation directory.
    7 repo stars
50. ▌
    MCP Server · tools-only bundle

    skene-growth provides an MCP (Model Context Protocol) server that exposes codebase analysis capabilities to AI assistants like Claude Desktop and Claude Code.
    7 repo stars
51. ▌
    Built In Middleware · tools-only bundle

    Middleware adds behavior that applies across multiple operations—authentication, logging, rate limiting, or request transformation—without modifying individual tools or resources.
    7 repo stars
52. ▌
    Lint Check · tools-only bundle

    Run linting and code quality checks. Catches issues before they reach CI.
    7 repo stars
53. ▌
    MCP Context · tools-only bundle

    When defining FastMCP tools, resources, resource templates, or prompts, your functions might need to interact with the underlying MCP session or access advanced server capabilities.
    7 repo stars
54. ▌
    Proxy Tool Fix Reference 3 · tools-only bundle

    Detailed instructions for making each proxy tool coexist with Tailscale on macOS.
    7 repo stars
55. ▌
    Agentic RAG Cookbook · tools-only bundle

    First implement the basic agent from here. Then modify according to this guide.
    7 repo stars
56. ▌
    Proxy Authentication · tools-only bundle

    This guide explains how to configure MCP Gateway to work with authentication proxies like OAuth2 Proxy, Authelia, Cloudflare Access, or enterprise API gateways.
    7 repo stars
57. ▌
    Linkedin MCP Server 2 · tools-only bundle

    A Model Context Protocol (MCP) server that connects AI assistants to LinkedIn. Access profiles, companies, and job postings through a Docker container.
    7 repo stars
58. ▌
    Problem Addressed 24 · tools-only bundle

    PocketBase is an open-source Go backend that ships as a single self-contained executable, bundling an embedded SQLite database with realtime subscriptions, built-in auth management (password, OTP, OAuth2, MFA), file…
    7 repo stars
59. ▌
    Mongodb Atlas Memory Tool · tools-only bundle

    The MongoDB Atlas Memory Tool provides comprehensive memory management capabilities using MongoDB Atlas as the backend with vector embeddings for semantic search.
    7 repo stars
60. ▌
    V3 0 3 Report Enhancement Design Document · tools-only bundle

    Expand from 9 sections to 10 sections. Optimize ALL existing sections.
    7 repo stars
61. ▌
    Mongodb Installation Guide · tools-only bundle

    This document provides guidance for MemSys project developers on installing and configuring MongoDB directly on macOS, Windows, and Linux.
    7 repo stars
62. ▌
    Upgrade Guide · tools-only bundle

    This guide covers breaking changes and migration steps when upgrading FastMCP.
    7 repo stars
63. ▌
    Access Groups · tools-only bundle

    import Image from '@theme/IdealImage'; import Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem';
    7 repo stars
64. ▌
    Agent Prompt Templates · tools-only bundle

    These templates are used by the orchestrator to construct Task tool calls with strict context isolation. Each agent receives ONLY the information listed -- nothing else.
    7 repo stars
65. ▌
    Skill Anatomy Reference · tools-only bundle

    Gold standard for what a well-formed skill looks like at each tier. Load this before running any audit dimension — it is the rubric every dimension evaluates against.
    7 repo stars
66. ▌
    Skilllite Environment Variables Reference · tools-only bundle

    This document lists all environment variables supported by SkillLite, including default values, type descriptions, and usage scenarios.
    7 repo stars
67. ▌
    Prompt Engine · tools-only bundle

    Prompt Engine is a web-based SaaS platform that converts plain-language descriptions into professionally crafted, optimisation-grade prompts for use with ChatGPT, Claude, Gemini, and other LLMs.
    7 repo stars
68. ▌
    Capacidades Principais · tools-only bundle

    Skill Compose é uma plataforma open-source para construir e executar agentes baseados em habilidades. Sem grafos de fluxo. Sem CLI.
    7 repo stars
69. ▌
    Capacidades Principais 2 · tools-only bundle

    Skill Compose é uma plataforma open-source para construir e executar agentes baseados em habilidades. Sem grafos de fluxo. Sem CLI.
    7 repo stars
70. ▌
    Dev Container Documentation · tools-only bundle

    The cuti dev container provides a fully configured development environment with cuti, Claude CLI, and all necessary tools pre-installed and configured.
    7 repo stars
71. ▌
    LLM Providers · tools-only bundle

    How to configure skene-growth with different LLM providers, including cloud APIs and local models.
    7 repo stars
72. ▌
    Multi Tenancy Reference · tools-only bundle

    Tags are key:value strings on agents. Filtering uses AND logic — all specified tags must match.
    7 repo stars
73. ▌
    MCP Contract Testing Detect External MCP Server Interface · tools-only bundle

    Detect when external MCP servers change their interface before your agent breaks.
    7 repo stars
74. ▌
    MCP Reverse Proxy · tools-only bundle

    The MCP Reverse Proxy enables local MCP servers to be accessible through remote gateways without requiring inbound network access.
    7 repo stars
75. ▌
    Agentic Patterns Python · tools-only bundle

    Use multiple CascadeAgent instances with different prompts, models, and tool sets.
    7 repo stars
76. ▌
    Agent Guide · tools-only bundle

    This guide covers agent configuration, model routing, and best practices for working with Claude Copilot agents.
    7 repo stars
77. ▌
    Memory Copilot Slim Initiative Changes · tools-only bundle

    Refactored Memory Copilot to store minimal initiative data (pointers only), with detailed task data expected to live in Task Copilot. This reduces context bloat when /continue loads initiatives.
    7 repo stars
78. ▌
    Knowledge Sync Protocol Implementation Summary · tools-only bundle

    Automated knowledge updates when products evolve via git release tags.
    7 repo stars
79. ▌
    Claude Desktop MCP Gateway · tools-only bundle

    process for every chat "backend". By pointing it at mcpgateway.wrapper you give Claude instant access to every tool, prompt and resource registered in your Gateway.
    7 repo stars
80. ▌
    Claude Copilot User Journey · tools-only bundle

    This guide walks through the complete journey from first discovering Claude Copilot to being productive with a full team of AI specialists.
    7 repo stars
81. ▌
    Tool Categories Flexible Tool Matching By Intent For AI · tools-only bundle

    Different agents use different tools for the same task. Categories let you test behavior, not implementation.
    7 repo stars
82. ▌
    Vector Database Setup Quick Start · tools-only bundle

    Vector DB mode uses semantic similarity search to automatically find the most relevant entities for each query.
    7 repo stars
83. ▌
    Plan Bicep Implementation · tools-only bundle

    Create a comprehensive, machine-readable implementation plan by discovering governance constraints, verifying AVM module availability, and designing the complete Bicep template structure.
    7 repo stars
84. ▌
    Anthropic Python API Library · tools-only bundle

    The Anthropic Python library provides convenient access to the Anthropic REST API from any Python 3.9+ application.
    7 repo stars
85. ▌
    How Skills Work With The Sdk · tools-only bundle

    Agent Skills extend Claude with specialized capabilities that Claude autonomously invokes when relevant. Skills are packaged as SKILL.md files containing instructions, descriptions, and optional supporting resources.
    7 repo stars
86. ▌
    Claude Copilot V2 0 0 Upgrade Guide · tools-only bundle

    This guide walks you through upgrading to Claude Copilot v2.0.0, which introduces parallel stream orchestration, WebSocket event streaming, and a paradigm shift to multi-session agent coordination.
    7 repo stars
87. ▌
    Plan Bicep Implementation 2 · tools-only bundle

    Create a comprehensive, machine-readable implementation plan by discovering governance constraints, verifying AVM module availability, and designing the complete Bicep template structure.
    7 repo stars
88. ▌
    Claude Conductor Context Driven Development Plugin For · tools-only bundle

    Claude Conductor is a Claude Code plugin that implements Context-Driven Development (CDD), a structured lifecycle for software projects following a strict Context -> Spec & Plan -> Implement workflow.
    7 repo stars
89. ▌
    MCP Troubleshooting Guide · tools-only bundle

    When LiteLLM acts as an MCP proxy, traffic normally flows Client → LiteLLM Proxy → MCP Server, while OAuth-enabled setups add an authorization server for metadata discovery.
    7 repo stars
90. ▌
    Subprocess Audit Python Scripts Using CLI Tools Via · tools-only bundle

    Scripts that call gh, glab, or git via subprocess instead of using Python libraries. All identified instances require migration to library equivalents.
    7 repo stars
91. ▌
    Small Wins Audit Report · tools-only bundle

    No imports reference any of these. All contain only pycache or nothing.
    7 repo stars
92. ▌
    Buttercup Failure Patterns · tools-only bundle

    Services crash with redis.exceptions.ConnectionError: Connection refused or Connection reset by peer.
    7 repo stars
93. ▌
    Deploying MCP Gateway On Google Cloud Run · tools-only bundle

    MCP Gateway can be deployed to Google Cloud Run, a fully managed, autoscaling platform for containerized applications.
    7 repo stars
94. ▌
    Customizing The Admin UI · tools-only bundle

    The Admin experience is shipped as a Jinja template (mcpgateway/templates/admin.html) with supporting assets in mcpgateway/static/.
    7 repo stars
95. ▌
    Public Workspaces Feature · tools-only bundle

    Public Workspaces represents a revolutionary enhancement to SimpleChat's document sharing and collaboration capabilities.
    7 repo stars
96. ▌
    Core Orchestration And Features · tools-only bundle

    This page summarizes the orchestration loop, core components, and operational features for bearlike/Assistant.
    7 repo stars
97. ▌
    Browser Discovery Protocol · tools-only bundle

    Reusable protocol for experiencing a web application firsthand as a QA tester. Any skill can reference this document for the EXPERIENCE phase.
    7 repo stars
98. ▌
    Progress Reporting · tools-only bundle

    Progress reporting allows MCP tools to notify clients about the progress of long-running operations. Clients can display progress indicators and provide better user experience during time-consuming tasks.
    7 repo stars
99. ▌
    Evaluation Metrics How Evalview Scores AI Agents · tools-only bundle

    EvalView evaluates agents across multiple dimensions to give you a complete picture of agent quality.
    7 repo stars
100. ▌
     Evaluation Metrics How Evalview Scores AI Agents 2 · tools-only bundle

     EvalView evaluates agents across multiple dimensions to give you a complete picture of agent quality.
     7 repo stars