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1. ▌
   P0 Must Have 13 · tools-only bundle

   Tracked features, ideas, and deferred work for grooming and future sessions.
   7 repo stars
2. ▌
   P0 Must Have 14 · tools-only bundle

   Tracked features, ideas, and deferred work for grooming and future sessions.
   7 repo stars
3. ▌
   P0 Must Have 15 · tools-only bundle

   Tracked features, ideas, and deferred work for grooming and future sessions.
   7 repo stars
4. ▌
   P0 Must Have 16 · tools-only bundle

   Tracked features, ideas, and deferred work for grooming and future sessions.
   7 repo stars
5. ▌
   P0 Must Have 18 · tools-only bundle

   Tracked features, ideas, and deferred work for grooming and future sessions.
   7 repo stars
6. ▌
   P0 Must Have 19 · tools-only bundle

   Tracked features, ideas, and deferred work for grooming and future sessions.
   7 repo stars
7. ▌
   Discovery Create · tools-only bundle

   Create a structured discovery workspace with research questions, hypotheses, and a research plan for a given topic.
   7 repo stars
8. ▌
   Pii Redaction · tools-only bundle

   PII redaction is a critical aspect of protecting personal information. This document provides clear instructions and recommended practices for safely handling PII, including guidance on integrating third-party redaction…
   7 repo stars
9. ▌
   Dual Build Maven Plus Gradle Side By Side · tools-only bundle

   Key point: src/ is shared — both build systems compile the same source tree. Only the output directories differ (target/ vs build/).
   7 repo stars
10. ▌
    P0 Must Have 5 · tools-only bundle

    Tracked features, ideas, and deferred work for grooming and future sessions.
    7 repo stars
11. ▌
    Debugging Metacircular Evaluators · tools-only bundle

    The core insight: bugs in metacircular evaluators often stem from implicit assumptions about data representation that break when the evaluator interprets itself.
    7 repo stars
12. ▌
    Circuit Debugging Guide · tools-only bundle

    When a circuit produces incorrect output, follow this systematic approach to isolate and fix the problem.
    7 repo stars
13. ▌
    Debugging Guide · tools-only bundle

    Systematic debugging strategies, tools, and techniques for complex runtime and compilation errors.
    7 repo stars
14. ▌
    Upgrading Contextforge And Managing Database Migrations · tools-only bundle

    This guide provides step-by-step instructions for upgrading ContextForge and handling associated database migrations to ensure a smooth transition with minimal downtime.
    7 repo stars
15. ▌
    Discussions API · tools-only bundle

    The Discussions API enables collaborative commenting on protocols. Comments can be added at both the protocol level and the individual step level, with support for threaded replies, editing, and deletion.
    7 repo stars
16. ▌
    P0 Must Have 6 · tools-only bundle

    Tracked features, ideas, and deferred work. Each item lives in .claude/backlog/.
    7 repo stars
17. ▌
    P0 Must Have 8 · tools-only bundle

    Tracked features, ideas, and deferred work. Each item lives in .claude/backlog/.
    7 repo stars
18. ▌
    P0 Must Have 10 · tools-only bundle

    Tracked features, ideas, and deferred work. Each item lives in .claude/backlog/.
    7 repo stars
19. ▌
    P0 Must Have 17 · tools-only bundle

    Tracked features, ideas, and deferred work. Each item lives in .claude/backlog/.
    7 repo stars
20. ▌
    Gotchas And Troubleshooting · tools-only bundle

    Common pitfalls, limitations, and solutions for TCP Sockets in Cloudflare Workers.
    7 repo stars
21. ▌
    Vectorize Gotchas · tools-only bundle

    Insert/upsert/delete return immediately but vectors aren't queryable for 5-10 seconds.
    7 repo stars
22. ▌
    Ddos Protection Patterns · tools-only bundle

    Exclude query strings from cache key to counter randomized query parameter attacks.
    7 repo stars
23. ▌
    R2 Patterns And Best Practices · tools-only bundle

    Enable r2.dev in dashboard for simple public access: https://pub-${hashId}.r2.dev/${key} Or add custom domain via dashboard: https://files.example.com/${key}
    7 repo stars
24. ▌
    Creating Pr With CI Verification · tools-only bundle

    After detecting CI failures, invoke the /fix-pr command to automatically attempt to fix the issues. This ensures the PR doesn't stay broken and saves user intervention.
    7 repo stars
25. ▌
    Create Pull Request 3 · tools-only bundle

    Use the pr-creator agent to handle the complete PR workflow including branch creation, commits, and PR submission.
    7 repo stars
26. ▌
    Git Recovery Guide · tools-only bundle

    This reference provides detailed scenarios and techniques for Git repository recovery.
    7 repo stars
27. ▌
    Client Injection And Agent Secrets · tools-only bundle

    On Letta Cloud, tools have access to a pre-injected client variable and environment variables. This enables powerful patterns like custom memory tools.
    7 repo stars
28. ▌
    Stan Diagnostics Reference Guide · tools-only bundle

    This reference provides detailed guidance on interpreting and addressing MCMC diagnostic issues in Stan.
    7 repo stars
29. ▌
    Polyglot Patterns Reference · tools-only bundle

    This document provides detailed patterns for constructing Rust/C++ polyglot files.
    7 repo stars
30. ▌
    Llamaindex Integration With Contextforge · tools-only bundle

    LlamaIndex is a framework for building retrieval-augmented generation (RAG) pipelines.
    7 repo stars
31. ▌
    Bulk Import Tools · tools-only bundle

    ContextForge provides a bulk import endpoint for efficiently loading multiple tools in a single request, perfect for migrations, environment setup, and team onboarding.
    7 repo stars
32. ▌
    Dicomweb Guide For Idc 2 · tools-only bundle

    IDC provides DICOMweb access through Google Cloud Healthcare API DICOM stores. This guide covers the implementation specifics and usage patterns.
    7 repo stars
33. ▌
    Verification Guide For HTML Javascript Filtering · tools-only bundle

    This guide provides strategies for testing and verifying HTML sanitization implementations.
    7 repo stars
34. ▌
    API Server Documentation · tools-only bundle

    The Skill Scanner API Server provides a REST interface for uploading and scanning Agent Skills packages, enabling integration with web applications, CI/CD pipelines, and other services.
    7 repo stars
35. ▌
    API Server Documentation 2 · tools-only bundle

    The Skill Scanner API Server provides a REST interface for uploading and scanning Agent Skills packages, enabling integration with web applications, CI/CD pipelines, and other services.
    7 repo stars
36. ▌
    Distance Metrics · tools-only bundle

    Aeon provides specialized distance functions for measuring similarity between time series, compatible with both aeon and scikit-learn estimators.
    7 repo stars
37. ▌
    Git Secret Cleanup Verification Commands · tools-only bundle

    This reference provides comprehensive verification commands to ensure secrets are fully removed from a git repository's object store.
    7 repo stars
38. ▌
    Embedding Models Guide · tools-only bundle

    Embedding models convert text into numerical vectors that capture semantic meaning for similarity search in RAG systems.
    7 repo stars
39. ▌
    Limitations Of Dynamic SQL · tools-only bundle

    The first option is always preferred and should be attempted first, if possible.
    7 repo stars
40. ▌
    Dj Mode Installation · tools-only bundle

    For the scripts to work, ensure they're in your PATH or call them with full path.
    7 repo stars
41. ▌
    Custom Nodes · tools-only bundle

    React Flow custom nodes use the NodeProps typing pattern where T is the specific node type with custom data.
    7 repo stars
42. ▌
    Render Service Types · tools-only bundle

    Detailed explanation of each service type available on Render. Choose the right service type based on your application's needs.
    7 repo stars
43. ▌
    Scheme 2 Core Plus Data Repo Core First · tools-only bundle

    Goal: keep the full skills/** archive browsable on GitHub, while keeping pipeline authority and automation in registry-core.
    7 repo stars
44. ▌
    Capacidades Principais 4 · 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
45. ▌
    MCP Reverse Proxy 3 · 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
46. ▌
    Relu Network Extraction Mathematical Background · tools-only bundle

    Each hyperplane H_i has normal vector A1[i] (the i-th row of A1).
    7 repo stars
47. ▌
    Compile To Constraints Methodology · tools-only bundle

    This document describes principles for encoding complex business logic into limited formalisms such as regular expressions, SQL constraints, type systems, or declarative DSLs.
    7 repo stars
48. ▌
    Mermaid Server · tools-only bundle

    The Mermaid MCP Server provides comprehensive capabilities for creating, editing, and rendering Mermaid diagrams.
    7 repo stars
49. ▌
    Learning Paths · tools-only bundle

    This is the advanced workflow that delivers 96% time savings on complex projects.
    7 repo stars
50. ▌
    Helpfulness Evaluator · tools-only bundle

    The HelpfulnessEvaluator evaluates the helpfulness of agent responses from the user's perspective.
    7 repo stars
51. ▌
    Local Skill Development Workflow · tools-only bundle

    How to develop and test Claude Code marketplace plugins (skills) without releasing new versions.
    7 repo stars
52. ▌
    Stability AI · tools-only bundle

    The models are used with API credits. See the Stability Platform for pricing details.
    7 repo stars
53. ▌
    Claude Desktop Contextforge · 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
54. ▌
    Pymc Distributions Reference · tools-only bundle

    This reference provides a comprehensive catalog of probability distributions available in PyMC, organized by category.
    7 repo stars
55. ▌
    Discrete Choice Models Reference · tools-only bundle

    This document provides comprehensive guidance on discrete choice models in statsmodels, including binary, multinomial, count, and ordinal models.
    7 repo stars
56. ▌
    Well Known Uri Configuration · tools-only bundle

    Well-known URIs are standardized endpoints that web services expose for automated discovery and security contact purposes, as defined by RFC 8615.
    7 repo stars
57. ▌
    Langflow MCP Server Integration · tools-only bundle

    Once the Langflow gateway is registered, ContextForge automatically discovers all flows and exposes them as tools.
    7 repo stars
58. ▌
    HTTP Authentication Hooks · tools-only bundle

    HTTP authentication hooks enable plugins to customize how ContextForge authenticates incoming requests.
    7 repo stars
59. ▌
    Agent Skills Threat Taxonomy 3 · tools-only bundle

    Authoritative threat classification for agent skills security analysis, aligned with the Cisco Integrated AI Security and Safety Framework (December 2025).
    7 repo stars
60. ▌
    Agent Skills Threat Taxonomy 4 · tools-only bundle

    Authoritative threat classification for agent skills security analysis, aligned with the Cisco Integrated AI Security and Safety Framework (December 2025).
    7 repo stars
61. ▌
    Github Copilot For It Pros Executive Pitch · tools-only bundle

    Today, there's a hidden bottleneck in every IT organization. Your most experienced architects spend 80% of their time on repetitive tasks: writing templates, searching documentation, debugging syntax errors.
    7 repo stars
62. ▌
    Github Copilot For It Pros Executive Pitch 2 · tools-only bundle

    Today, there's a hidden bottleneck in every IT organization. Your most experienced architects spend 80% of their time on repetitive tasks: writing templates, searching documentation, debugging syntax errors.
    7 repo stars
63. ▌
    Github Copilot For It Pros Executive Pitch 3 · tools-only bundle

    Today, there's a hidden bottleneck in every IT organization. Your most experienced architects spend 80% of their time on repetitive tasks: writing templates, searching documentation, debugging syntax errors.
    7 repo stars
64. ▌
    Github Copilot For It Pros Executive Pitch 4 · tools-only bundle

    Today, there's a hidden bottleneck in every IT organization. Your most experienced architects spend 80% of their time on repetitive tasks: writing templates, searching documentation, debugging syntax errors.
    7 repo stars
65. ▌
    Use Loop For Min Max Instead Of Sort · tools-only bundle

    Finding the smallest or largest element only requires a single pass through the array. Sorting is wasteful and slower.
    7 repo stars
66. ▌
    Database Performance Observability Guide · tools-only bundle

    This guide covers how to measure, debug, and optimize database query performance in ContextForge.
    7 repo stars
67. ▌
    Test Generation Benchmark Code Based Vs Tdd · tools-only bundle

    For new PDD development, prefer TDD approach - generates more comprehensive tests focused on intent, not implementation accidents.
    7 repo stars
68. ▌
    Github To Skills Factory 2 · tools-only bundle

    This skill automates the conversion of GitHub repositories into fully functional AI skills.
    7 repo stars
69. ▌
    Go Fast Time Server · tools-only bundle

    The fast-time-server is an ultra-fast Go-based MCP server that provides comprehensive time-related tools for LLM applications.
    7 repo stars
70. ▌
    Transcript Analysis · tools-only bundle

    Analyze Claude Code JSONL session transcripts to detect anti-patterns, inefficiencies, user frustration, and workflow improvement opportunities.
    7 repo stars
71. ▌
    Feature Discovery Agent · 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
72. ▌
    Work Backlog Item 9 · tools-only bundle

    Take a backlog item from .claude/BACKLOG.md and feed it into the SAM planning pipeline (/python3-development:add-new-feature).
    7 repo stars
73. ▌
    Add Documentation Updater · 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
74. ▌
    Implement Feature Sam Workflow Execution · tools-only bundle

    This workflow continues from add-new-feature. It executes tasks from a SAM task file until complete (or blocked).
    7 repo stars
75. ▌
    Work Backlog Item 10 · 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
76. ▌
    Holistic Linting Resolution Workflows · tools-only bundle

    This skill provides systematic resolution procedures for Python linting tools. Sub-agents executing linting resolution tasks MUST follow the appropriate workflow based on the linter reporting issues.
    7 repo stars
77. ▌
    Work Backlog Item 12 · 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
78. ▌
    Development Harness Orchestrator · tools-only bundle

    You are the development harness orchestrator. Your role is to guide feature development through the SAM 7-stage pipeline, resolving language-specific specialists from plugin manifests and managing state as file-based…
    7 repo stars
79. ▌
    Data Exploration With Dasel V3 · tools-only bundle

    Dasel auto-detects format from file extension. Override with -i when reading from stdin or when extension is ambiguous.
    7 repo stars
80. ▌
    Rt Ica Reverse Thinking Information Completeness Assessment · tools-only bundle

    Work backwards from the goal to list ALL conditions required for success.
    7 repo stars
81. ▌
    Add Documentation Updater 3 · tools-only bundle

    Orchestrate adding automated documentation updater to target Claude skills. Follow the proven pattern from gitlab-skill's sync-gitlab-docs.py.
    7 repo stars
82. ▌
    Effective Prompts For Sbom Discovery With Github Copilot · tools-only bundle

    This guide provides conversation-based prompts for learning SBOM creation with GitHub Copilot as your expert partner. These prompts emphasize understanding concepts while building production deliverables.
    7 repo stars
83. ▌
    Effective Prompts For Diagrams As Code · tools-only bundle

    The goal is learning, not just code generation. These prompts are designed to help you understand diagrams-as-code concepts so you can create and modify diagrams independently.
    7 repo stars
84. ▌
    Common Documentation Sources · tools-only bundle

    Reference guide for locating documentation across popular platforms and ecosystems.
    7 repo stars
85. ▌
    Groom Backlog Item 5 · tools-only bundle

    Orchestrate backlog grooming: parse arguments, assess information completeness via RT-ICA, spawn discovery agents, produce report.
    7 repo stars
86. ▌
    Groom Backlog Item 6 · tools-only bundle

    Prepare backlog items for work by discovering related context.
    7 repo stars
87. ▌
    Hibernate Hbm Mapping Queries · tools-only bundle

    Load this skill when querying Hibernate .hbm.xml mapping files — extracting entity-table bindings, property-column mappings, collection relationships (set/list/bag), foreign key discovery, or running batch scans across…
    7 repo stars
88. ▌
    Plexe Multi Agent Architecture · tools-only bundle

    Plexe employs a sophisticated multi-agent architecture to automate the end-to-end machine learning development process.
    7 repo stars
89. ▌
    Discovering Data With Dbt Show · tools-only bundle

    Use dbt show to interactively explore raw data, understand table structures, and document findings for downstream model development.
    7 repo stars
90. ▌
    Metadata Tracking And Audit Trails · tools-only bundle

    ContextForge provides comprehensive metadata tracking for all entities (Tools, Resources, Prompts, Servers, Gateways) to enable enterprise-grade audit trails, compliance monitoring, and operational troubleshooting.
    7 repo stars
91. ▌
    Lift State Into Provider Components · tools-only bundle

    Move state management into dedicated provider components. This allows sibling components outside the main UI to access and modify state without prop drilling or awkward refs.
    7 repo stars
92. ▌
    Avoid Layout Thrashing · tools-only bundle

    Avoid interleaving style writes with layout reads. When you read a layout property (like offsetWidth, getBoundingClientRect(), or getComputedStyle()) between style changes, the browser is forced to trigger a synchronous…
    7 repo stars
93. ▌
    Incremental Implementation Strategy · tools-only bundle

    The metacircular property (self-interpretation) must be tested continuously, not at the end. Every feature addition must be verified at both level 1 and level 2 before proceeding.
    7 repo stars
94. ▌
    Openwebui With Ollama Litellm Mcpo And Contextforge · tools-only bundle

    This guide provides a comprehensive walkthrough for deploying OpenWebUI with local LLM models via Ollama, integrated with MCP (Model Context Protocol) tools through MCPO and ContextForge.
    7 repo stars
95. ▌
    Multiple Authentication Headers · tools-only bundle

    ContextForge now supports multiple custom authentication headers for gateway connections. This feature allows you to configure multiple header key-value pairs that will be sent with every request to your MCP servers.
    7 repo stars
96. ▌
    Effective Genome Sizes · tools-only bundle

    Effective genome size refers to the length of the "mappable" genome - regions that can be uniquely mapped by sequencing reads. This metric is crucial for proper normalization in many deepTools commands.
    7 repo stars
97. ▌
    Configuration Validation · tools-only bundle

    ContextForge provides robust configuration validation tools to help operators catch misconfigurations early and ensure reliable deployments.
    7 repo stars
98. ▌
    Cross Compilation Checklist For Custom Mips Vms · tools-only bundle

    Use this checklist to ensure all critical steps are completed when cross-compiling for a custom MIPS VM.
    7 repo stars
99. ▌
    Model Architecture Patterns From Weight Files · tools-only bundle

    This reference provides detailed patterns for inferring PyTorch model architectures from weight file keys and tensor shapes.
    7 repo stars
100. ▌
     Adr 0027 Migrate From Psycopg2 To Psycopg3 · tools-only bundle

     ContextForge uses PostgreSQL as one of its supported production database backends. Historically, the project used psycopg2 (via psycopg2-binary) as the PostgreSQL adapter.
     7 repo stars