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1. ▌
   Contextforge Transport Bridge Mcpgateway Translate · tools-only bundle

   mcpgateway.translate is a powerful command-line tool that bridges Model Context Protocol (MCP) servers across different transport protocols.
   7 repo stars
2. ▌
   Adr 032 MCP Session Pool For Connection Reuse · tools-only bundle

   The mcp-session-id header is critical - it identifies this session for all subsequent requests. The MCP SDK's ClientSession class manages this state internally.
   7 repo stars
3. ▌
   Dspy Production Readiness Checklist · tools-only bundle

   Use this checklist to ensure your DSPy application is production-ready.
   7 repo stars
4. ▌
   Edit File Tool · tools-only bundle

   A utility for editing files using Claude with the texteditor20250124 tool and think tool capabilities, featuring intelligent prompt caching to reduce API costs by up to 53%.
   7 repo stars
5. ▌
   Enable Request Payload Logging In Contextforge · tools-only bundle

   This guide shows how to enable request payload logging to debug and validate tool registration requests and other API calls.
   7 repo stars
6. ▌
   Ii Elementary Rules Of Usage 2 · tools-only bundle

   This is the usage of the United States Government Printing Office and of the Oxford University Press.
   7 repo stars
7. ▌
   Powershell Cmdlet Development Guidelines · tools-only bundle

   This guide provides PowerShell-specific instructions to help GitHub Copilot generate idiomatic, safe, and maintainable scripts. It aligns with Microsoft’s PowerShell cmdlet development guidelines.
   7 repo stars
8. ▌
   Clean Gone Branches · tools-only bundle

   Remove local git branches that have been deleted from remote (marked as [gone]).
   7 repo stars
9. ▌
   Export Import Quick Reference · tools-only bundle

   Quick reference for ContextForge configuration export and import commands.
   7 repo stars
10. ▌
    Adr 0025 Add Granian As Alternative HTTP Server · tools-only bundle

    We will add Granian as an alternative HTTP server option while keeping Gunicorn + Uvicorn as the default.
    7 repo stars
11. ▌
    Emotional Regulation For Difficult Conversations · tools-only bundle

    Techniques for managing your own emotions before, during, and after challenging workplace conversations.
    7 repo stars
12. ▌
    Operating Agents In Production · tools-only bundle

    This guide provides best practices for deploying Strands agents in production environments, focusing on security, stability, and performance optimization.
    7 repo stars
13. ▌
    Cpu Spin Loop Mitigation Guide · tools-only bundle

    This guide documents the CPU spin loop issue affecting ContextForge and the multi-layered mitigation strategy implemented to address it.
    7 repo stars
14. ▌
    Distractor Writing Guide · tools-only bundle

    This reference provides detailed guidance on creating high-quality distractors (wrong answer options) for multiple-choice quiz questions.
    7 repo stars
15. ▌
    Agent Skill Threat Analysis · tools-only bundle

    You are a security expert analyzing Agent Skill packages for potential threats.
    7 repo stars
16. ▌
    Agent Skill Threat Analysis 2 · tools-only bundle

    You are a security expert analyzing Agent Skill packages for potential threats.
    7 repo stars
17. ▌
    Agent Skill Threat Analysis 3 · tools-only bundle

    You are a security expert analyzing Agent Skill packages for potential threats.
    7 repo stars
18. ▌
    Adr 0015 Configurable Well Known Uri Handler · tools-only bundle

    ContextForge needed to support standardized well-known URIs as defined by RFC 8615 to enable proper web service discovery, security contact information, and crawler management.
    7 repo stars
19. ▌
    Adr 0036 Bootstrap Custom Roles From Configuration File · tools-only bundle

    Organizations deploying ContextForge need to pre-configure custom RBAC roles that match their organizational structure and access policies.
    7 repo stars
20. ▌
    Iii Elementary Principles Of Composition · tools-only bundle

    If the subject on which you are writing is of slight extent, or if you intend to treat it very briefly, there may be no need of subdividing it into topics.
    7 repo stars
21. ▌
    Adr 0006 Gateway And Tool Level Rate Limiting · tools-only bundle

    ContextForge may serve hundreds of concurrent clients accessing multiple tools. Without protection, a single client or misbehaving tool could monopolize resources or overwhelm upstream services.
    7 repo stars
22. ▌
    Adr 0018 Built In Response Compression Middleware · tools-only bundle

    ContextForge serves large JSON responses for endpoints like GET /tools, GET /servers, GET /openapi.json, and JSON-RPC messages.
    7 repo stars
23. ▌
    Adr 0021 Built In Proxy Capabilities Vs Service Mesh · tools-only bundle

    We will embed proxy and gateway capabilities directly into ContextForge application with support for optional service mesh composition when needed.
    7 repo stars
24. ▌
    Adr 035 Query Parameter Authentication For Gateway Peers · tools-only bundle

    Some upstream MCP servers (notably Tavily) require API key authentication via URL query parameters rather than HTTP headers.
    7 repo stars
25. ▌
    Adr 023 One Time Authentication For Gateway Registration · tools-only bundle

    ContextForge Gateway allows users to register MCP servers with authentication credentials to proxy and expose their tools through virtual servers.
    7 repo stars
26. ▌
    Do Not Wrap A Simple Expression With A Primitive Result · tools-only bundle

    When an expression is simple (few logical or arithmetical operators) and has a primitive result type (boolean, number, string), do not wrap it in useMemo.
    7 repo stars
27. ▌
    Deploying Contextforge Stack To Ibm Cloud Kubernetes · tools-only bundle

    This guide is in preview and will continue to evolve. Content is accurate but may receive refinements as the Helm chart and GitOps flows mature.
    7 repo stars
28. ▌
    Adr 0014 Security Headers And Environment Aware Cors 2 · tools-only bundle

    ContextForge needed comprehensive security headers and proper CORS configuration to prevent common web attacks including XSS, clickjacking, MIME sniffing, and cross-origin attacks.
    7 repo stars
29. ▌
    Decouple State Management From UI · tools-only bundle

    The provider component should be the only place that knows how state is managed. UI components consume the context interface—they don't know if state comes from useState, Zustand, or a server sync.
    7 repo stars
30. ▌
    Adr 0019 Modular Architecture Split 14 Independent Modules · tools-only bundle

    We needed maximum deployment flexibility while maintaining cohesive functionality.
    7 repo stars
31. ▌
    Work Backlog Item 11 · tools-only bundle

    Bridge a .claude/BACKLOG.md item into the SAM planning pipeline via /python3-development:add-new-feature, then record the resulting plan file back in BACKLOG.md.
    7 repo stars
32. ▌
    Add Documentation Updater 2 · tools-only bundle

    Orchestrate adding automated documentation updater to target Claude skills. Follow the proven pattern from gitlab-skill's syncgitlabdocs.py.
    7 repo stars
33. ▌
    Transcript Analysis 2 · tools-only bundle

    Analyze Claude Code JSONL session transcripts to detect anti-patterns, inefficiencies, user frustration, and workflow improvement opportunities.
    7 repo stars
34. ▌
    Feature Discovery Agent 2 · tools-only bundle

    Perform autonomous research to understand a feature request's GOAL, not its implementation. Collect evidence, identify gaps, and surface questions for the orchestrator to resolve with the user.
    7 repo stars
35. ▌
    Subscribe To Derived State · tools-only bundle

    Subscribe to derived boolean state instead of continuous values to reduce re-render frequency.
    7 repo stars
36. ▌
    Diagnostic Reports Standards 2 · tools-only bundle

    The ACR provides comprehensive practice parameters for diagnostic imaging reporting to ensure quality, consistency, and communication effectiveness.
    7 repo stars
37. ▌
    Grpc Golang Implementation Playbook · tools-only bundle

    This file contains detailed patterns, checklists, and code samples referenced by the skill.
    7 repo stars
38. ▌
    I O Channels Experimental · tools-only bundle

    I/O channels handle the flow of data between your application and the bidi-agent.
    7 repo stars
39. ▌
    I O Channels Experimental 2 · tools-only bundle

    I/O channels handle the flow of data between your application and the bidi-agent.
    7 repo stars
40. ▌
    Node Events · tools-only bundle

    React Flow provides comprehensive event handling for nodes, edges, connections, selections, and viewport changes.
    7 repo stars
41. ▌
    UI Layer 2 · 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
42. ▌
    Steering Experimental · tools-only bundle

    Strands Steering explores new approaches to modular prompting for complex agent tasks through context-aware guidance that appears when relevant, rather than front-loading all instructions in monolithic prompts.
    7 repo stars
43. ▌
    Steering Experimental 2 · tools-only bundle

    Strands Steering explores new approaches to modular prompting for complex agent tasks through context-aware guidance that appears when relevant, rather than front-loading all instructions in monolithic prompts.
    7 repo stars
44. ▌
    Steering Experimental 3 · tools-only bundle

    Strands Steering explores new approaches to modular prompting for complex agent tasks through context-aware guidance that appears when relevant, rather than front-loading all instructions in monolithic prompts.
    7 repo stars
45. ▌
    Agent Loop And Orchestration · tools-only bundle

    This document maps the main agent loop and orchestration architecture in tunacode.
    7 repo stars
46. ▌
    Agent Loop And Orchestration 2 · tools-only bundle

    This document maps the main agent loop and orchestration architecture in tunacode.
    7 repo stars
47. ▌
    Events Experimental · tools-only bundle

    Bidirectional streaming events enable real-time monitoring and processing of audio, text, and tool execution during persistent conversations.
    7 repo stars
48. ▌
    Single Sign On Sso Authentication 4 · 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
49. ▌
    Deploying Contextforge Stack With Helm · tools-only bundle

    Everything is deployable via Helm on any Kubernetes cluster (Minikube, kind, EKS, AKS, GKE, OpenShift, etc.).
    7 repo stars
50. ▌
    Query Command · tools-only bundle

    Utilize Pinecone MCP's search-records tool to search for records within a specified Pinecone index using a text query.
    7 repo stars
51. ▌
    Dg List Discovery And Inspection · tools-only bundle

    Commands for discovering definitions, components, environment variables, and project structure.
    7 repo stars
52. ▌
    Problem Addressed 29 · 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
53. ▌
    Local Deployment · tools-only bundle

    This guide walks you through running ContextForge on your local machine using a virtual environment or directly via Python.
    7 repo stars
54. ▌
    Proxy Authentication 4 · tools-only bundle

    Configure ContextForge to work with authentication proxies for enterprise deployments.
    7 repo stars
55. ▌
    Scaling Contextforge · tools-only bundle

    ContextForge is designed to scale from single-container development environments to distributed multi-node production deployments.
    7 repo stars
56. ▌
    Github Labels Taxonomy And Management 2 · tools-only bundle

    Use PyGithub (github package) in Python scripts — never shell out to gh.
    7 repo stars
57. ▌
    Create Github Release · tools-only bundle

    You are helping the user create a GitHub release for ClaudeForge.
    7 repo stars
58. ▌
    Release Process · tools-only bundle

    This document explains how to create releases for mcpbr, both manually and via automation.
    7 repo stars
59. ▌
    Problem Addressed 31 · tools-only bundle

    devenv is a declarative developer environment tool built on Nix that enables teams to define fast, reproducible, and composable development environments in a single devenv.nix configuration file.
    7 repo stars
60. ▌
    Deploying Contextforge Stack With Argo CD · tools-only bundle

    This guide shows how to operate the ContextForge Stack with a Git-Ops workflow powered by Argo CD. Once wired up, every commit to the repository becomes an automatic deployment (or rollback) to your Kubernetes cluster.
    7 repo stars
61. ▌
    Fly Io Deployment Guide For Contextforge · tools-only bundle

    This guide covers the complete deployment workflow for the ContextForge on Fly.io, including common troubleshooting steps.
    7 repo stars
62. ▌
    Deploy This Version 11 · tools-only bundle

    import Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem'; import Image from '@theme/IdealImage';
    7 repo stars
63. ▌
    Gateway Tuning Guide · tools-only bundle

    Granian's native backpressure prevents unbounded request queuing during overload.
    7 repo stars
64. ▌
    Agent Loop · tools-only bundle

    A language model can answer questions. An agent can do things. The agent loop is what makes that difference possible.
    7 repo stars
65. ▌
    Message Helpers 2 · tools-only bundle

    client.messages.stream() returns a MessageStreamManager, which is a context manager that yields a MessageStream which is iterable, emits events and accumulates messages.
    7 repo stars
66. ▌
    P0 Must Have 4 · tools-only bundle

    Tracked features, ideas, and deferred work for grooming and future sessions.
    7 repo stars
67. ▌
    Core Principles 3 · tools-only bundle

    You are a Senior Technical Expert, Codebase Analyst, and Pragmatic Solution Architect participating in multi-model comparison analysis.
    7 repo stars
68. ▌
    Boxlite Setup · tools-only bundle

    BoxLite is a micro-VM sandbox runtime — hardware-isolated, stateful, embeddable as a library with no daemon and no root required.
    7 repo stars
69. ▌
    Docker Compose 4 · tools-only bundle

    Running ContextForge with Compose spins up a full stack (Gateway, Postgres, Redis, optional MCP servers) behind a single YAML file.
    7 repo stars
70. ▌
    Privacy Policy 3 · tools-only bundle

    This privacy policy describes how Skill Agent (the “Plugin”) processes data when used in Dify.
    7 repo stars
71. ▌
    Declarative Automation Operands · tools-only bundle

    Operands are base conditions that evaluate to true or false for a given asset or asset partition. They represent fundamental states and events.
    7 repo stars
72. ▌
    Controls Toggle Slider Picker · tools-only bundle

    Use native controls for settings and configuration screens, keeping labels accessible and state bindings clear.
    7 repo stars
73. ▌
    Migration Guide V1 X To V2 0 0 · tools-only bundle

    Version 2.0.0 adds hooks integration and enhanced templates while maintaining backward compatibility with existing workflows.
    7 repo stars
74. ▌
    Step 1 Install Minikube And Kubectl 2 · 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
75. ▌
    Securing Contextforge 4 · tools-only bundle

    This guide provides essential security configurations and best practices for deploying ContextForge in production environments.
    7 repo stars
76. ▌
    Interruptions Experimental · tools-only bundle

    One of the features of BidiAgent is its ability to handle real-time interruptions.
    7 repo stars
77. ▌
    Idc Index Command Line Interface Guide · tools-only bundle

    The idc-index package provides command-line tools for downloading DICOM data from the NCI Imaging Data Commons without writing Python code.
    7 repo stars
78. ▌
    Download PDF · tools-only bundle

    Download and extract text from a PDF URL using curl and a PDF text extraction tool.
    7 repo stars
79. ▌
    API Stability And Versioning · tools-only bundle

    This document describes the stability guarantees and versioning policy for notebooklm-py.
    7 repo stars
80. ▌
    Webpath V8 Project JSON · tools-only bundle

    Навыки группы /web-* позволяют публиковать информационные базы 1С через Apache HTTP Server для доступа из браузера (веб-клиент).
    7 repo stars
81. ▌
    Design Generalized Elicitation · tools-only bundle

    "Elicitation" is the process by which an agent requests structured input from the user.
    7 repo stars
82. ▌
    Smr API Surface 2 · tools-only bundle

    This reference is the control-plane route map used by scripts/smr_control.py.
    7 repo stars
83. ▌
    How It Works 8 · tools-only bundle

    I run AI coding agents all day. Claude Code, Codex, various tools through OpenClaw. My API bill was climbing fast.
    7 repo stars
84. ▌
    Problem Addressed 30 · 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
85. ▌
    Proxy Authentication 3 · tools-only bundle

    This guide explains how to configure ContextForge to work with authentication proxies like OAuth2 Proxy, Authelia, Cloudflare Access, or enterprise API gateways.
    7 repo stars
86. ▌
    Playgodot Game Automation Guide · tools-only bundle

    This requires no addons or game modifications - just the automation-enabled Godot fork.
    7 repo stars
87. ▌
    Plan Review Checklist · tools-only bundle

    Detailed criteria for reviewing plans and phases against templates and codebase patterns.
    7 repo stars
88. ▌
    Code Review Checklist 3 · tools-only bundle

    Detailed criteria for reviewing phase implementations against both quality standards and actual codebase patterns.
    7 repo stars
89. ▌
    Amazon Bedrock · tools-only bundle

    Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models from leading AI companies through a unified API.
    7 repo stars
90. ▌
    Amazon Bedrock 2 · tools-only bundle

    Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models from leading AI companies through a unified API.
    7 repo stars
91. ▌
    Structured Output 2 · tools-only bundle

    Structured output enables you to get type-safe, validated responses from language models using Pydantic models.
    7 repo stars
92. ▌
    UI Components And Jsx Patterns · tools-only bundle

    All reusable UI lives in your shared component library. Building custom components when the library already has the equivalent creates double maintenance and visual inconsistency.
    7 repo stars
93. ▌
    Skilllite Environment Variables Reference 2 · tools-only bundle

    This document lists all environment variables supported by SkillLite, including default values, type descriptions, and usage scenarios.
    7 repo stars
94. ▌
    Implementing Arguments In Policyengine · tools-only bundle

    Coordinate the multi-agent workflow to implement $ARGUMENTS as a complete, production-ready government benefit program.
    7 repo stars
95. ▌
    Quick Start 17 · tools-only bundle

    pydantic-deep supports conversation checkpointing — saving snapshots of conversation state at key points so the agent (or user) can rewind to any checkpoint or fork from a checkpoint into a new session.
    7 repo stars
96. ▌
    Data Privacy And Retention Guide · tools-only bundle

    When you run /bug in Claude Code, your full conversation history (including all code, file contents, and potentially secrets) is sent to Anthropic for bug triage.
    7 repo stars
97. ▌
    Slo Cookbook A Practical Guide To Service Level Objectives · tools-only bundle

    Service Level Objectives (SLOs) are a key tool for managing service reliability.
    7 repo stars
98. ▌
    Capacidades Principais 3 · 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
99. ▌
    Semgrep Scan Workflow · tools-only bundle

    Complete 5-step scan execution process. Read from start to finish and follow each step in order.
    7 repo stars
100. ▌
     Claude Code Mobile Access · tools-only bundle

     Claude Code CLI is a local interactive process, not a service with a session API. Each instance is autonomous. Even claude --remote only offloads execution—it doesn't create a relay system.
     7 repo stars