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- ▌ Deployment Guide 2 · tools-only bundleThis document covers FinchBot deployment methods, including local deployment, Docker deployment, and production environment recommendations.
- ▌ Deployment Guide 3 · tools-only bundleComplete guide to deploying Cloudflare Workers with Wrangler, including CI/CD patterns and production best practices.
- ▌ Deployment Guide 4 · tools-only bundleThis guide covers deploying the MCP Metrics Collection Service in various environments, from development to production.
- ▌ Deployment Guide 5 · tools-only bundleComplete guide to deploying MLflow models to production environments.
- ▌ Terraform MCP Server · tools-only bundleThe Terraform MCP Server is a Model Context Protocol (MCP) server that enables seamless integration between Terraform and MCP-compatible tools.
- ▌ Completed Features · tools-only bundleWe welcome contributions to help achieve these goals. See Contributing for guidelines.
- ▌ Session Management · tools-only bundleSession manages conversation messages, tracks context usage, and extracts long-term memories.
- ▌ Session Management 2 · tools-only bundleSession manages conversation messages, tracks context usage, and extracts long-term memories.
- ▌ API Overview 3 · tools-only bundleThis page covers how to connect to OpenViking and the conventions shared across all API endpoints.
- ▌ API Overview 4 · tools-only bundleThis page covers how to connect to OpenViking and the conventions shared across all API endpoints.
- ▌ API Overview 5 · tools-only bundleThis page covers how to connect to OpenViking and the conventions shared across all API endpoints.
- ▌ API Overview 6 · tools-only bundleThis page covers how to connect to OpenViking and the conventions shared across all API endpoints.
- ▌ API Overview 7 · tools-only bundleThis page covers how to connect to OpenViking and the conventions shared across all API endpoints.
- ▌ API Overview 8 · tools-only bundleThis page covers how to connect to OpenViking and the conventions shared across all API endpoints.
- ▌ API Reference 19 · tools-only bundleSessions manage conversation state, track context usage, and extract long-term memories.
- ▌ API Reference 20 · tools-only bundleSessions manage conversation state, track context usage, and extract long-term memories.
- ▌ API Reference 21 · tools-only bundleSessions manage conversation state, track context usage, and extract long-term memories.
- ▌ API Reference 22 · tools-only bundleSessions manage conversation state, track context usage, and extract long-term memories.
- ▌ Navigator V5 2 0 Release Notes · tools-only bundleNavigator v5.2.0 introduces the "Finish What You Start" positioning—a complete README rewrite focused on the core value proposition: sessions that actually complete without crashing.
- ▌ Research Results React Vs Svelte 2026 3 · tools-only bundleWhat do you guys think about comparison between React vs Svelte?
- ▌ What I Learned 5 · tools-only bundleThe React vs Svelte conversation in early 2026 is driven by real migration decisions rather than abstract benchmarks.
- ▌ Okta Oidc Setup Tutorial · tools-only bundleThis tutorial walks you through setting up Okta Single Sign-On (SSO) authentication for ContextForge, enabling enterprise identity management with Okta's comprehensive platform.
- ▌ Go Calculator Server · tools-only bundleA comprehensive Go-based MCP server for mathematical computations, implementing 13 mathematical tools with advanced features and high precision calculations.
- ▌ What I Learned 10 · tools-only bundleByteDance's Seedance 2.0 has dominated AI video discussion this month, with r/singularity and Hacker News tracking both the technical leaps and the messy rollout.
- ▌ Research Results Seedance AI Video Generation 4 · tools-only bundleIs there an official way to create content using Seedance 2.0?
- ▌ Navigator V3 5 0 From Tool To Movement Product Pitch · tools-only bundleFigma integration succeeded because of messaging, not just feature.
- ▌ Evaluation Claude Code Skills And MCP Servers · tools-only bundleDoes the narrative cite specific sources from the research data?
- ▌ Reasoning Models System 2 · tools-only bundleLár treats "Reasoning Traces" (also known as Chain of Thought or System 2 Thinking) as a first-class citizen.
- ▌ Task 18 Principle To Product V3 5 0 Implementation Guide · tools-only bundleYour v3.4.0 social posts revealed: Navigator's real product isn't features—it's the principles they prove.
- ▌ What I Learned 13 · tools-only bundleCross-referencing Reddit ownership reports, YouTube long-term reviews, and X commentary on the M4 MacBook Pro reveals a maturing consensus: this is excellent hardware with a surprisingly simple recommendation for most…
- ▌ Navigator V4 5 0 Release Notes · tools-only bundleVersion 4.5.0 addresses the primary failure mode in multi-Claude workflows: marker timeout failures that cause complete workflow abandonment.
- ▌ Storage Architecture 2 · tools-only bundleOpenViking uses a dual-layer storage architecture that separates content storage from index storage.
- ▌ Navigator Grafana Dashboard · tools-only bundleThis directory contains everything needed to run Grafana dashboards for Navigator's OpenTelemetry integration.
- ▌ Bundle Optimization · tools-only bundleOttimizzazioni per ridurre il JavaScript bundle e migliorare i tempi di caricamento.
- ▌ Using Marketing Skills Beyond Cursor And Claude Code · tools-only bundleSkills are markdown instruction files. They work anywhere an AI can read text — not just Cursor or Claude Code. Non-developers and products without native skill support can use them too.
- ▌ Evaluation React Vs Svelte 2026 · tools-only bundleDoes the narrative cite specific sources from the research data?
- ▌ Github Sso Setup Tutorial · tools-only bundleThis tutorial walks you through setting up GitHub Single Sign-On (SSO) authentication for ContextForge, allowing users to log in with their GitHub accounts.
- ▌ Alternatives Considered · tools-only bundleThe current functionality only supports unique names for tools, making it hard for addition of tools from different gateways with similar common names.
- ▌ Synthesis Instructions Hn Version With Hacker News · tools-only bundleLead with people, not publications. Start each topic with what Reddit/X users are saying/feeling, then add web context only if needed.
- ▌ Research Results Seedance AI Video Generation · tools-only bundleThis is terrifying!! Seedance 2.0 just generated a 1-minute film with ZERO editing — the entire film industry should be worried
- ▌ Evaluation Seedance AI Video Generation · tools-only bundleDoes the narrative cite specific sources from the research data?
- ▌ Navigator V5 3 0 Release Notes · tools-only bundleThis release adds structured verification to Navigator's task system, inspired by GSD (Get Shit Done) spec-driven development.
- ▌ Navigator Context Efficient AI Development · tools-only bundleI was working on a feature in Claude Code. Loaded all my project docs at session start—seemed smart. "Better to have everything available," I thought.
- ▌ Lr V1 4 1 Release Notes · tools-only bundleThis patch release addresses a critical bug in audit logging and formalizes support for Reasoning Models (System 2 thinking).
- ▌ Secret Scanner · tools-only bundleScan codebase for exposed secrets, API keys, passwords, tokens, and sensitive credentials that should not be committed to version control.
- ▌ CI CD Expert Agent · tools-only bundlespend hours configuring pipelines from scratch. This agent provides expert guidance across all major CI/CD platforms with best practices built in. -->
- ▌ What I Learned 7 · tools-only bundleThe React vs Svelte debate in 2026 has matured from "which is better" to "when does each make sense" - and the community data reflects this nuance.
- ▌ Long Running Agent Initialize Environment · tools-only bundleYou are an Initializer Agent setting up the environment for a long-running coding project.
- ▌ Preprocessing Vs LLM The Right Tool For The Job · tools-only bundleIn fact, forcing LLMs to solve deterministic problems wastes tokens, time, and accuracy.
- ▌ Python Data Analysis Server · tools-only bundleA comprehensive MCP server providing advanced data analysis, statistical testing, visualization, and transformation capabilities.
- ▌ Research Results Seedance AI Video Generation 3 · tools-only bundleLooking for a real Seedance website that actually works (not scams, SJINN is too expensive)
- ▌ What I Learned 9 · tools-only bundleByteDance's Seedance 2.0 has been the most discussed AI video model this month, with converging signals across r/Seedance_AI, r/generativeAI, and Hacker News painting a picture of breakthrough capability tangled in…
- ▌ Helm Chart Generator · tools-only bundleCreating charts from scratch is complex (Chart.yaml, values.yaml, templates). This command generates production-ready charts with parameterized templates. -->
- ▌ Microsoft Entraid Role And Group Claim Mapping 2 · tools-only bundleThis feature enables automatic role assignment for Microsoft EntraID (formerly Azure AD) SSO users based on their group memberships or app role assignments.
- ▌ Task Workflow Optimization For Tasks Md · tools-only bundleProvides task workflow optimization by analyzing dependencies, parallelization opportunities, and subagent delegation strategy for tasks.md. Use when you need to improve task execution efficiency.
- ▌ Docker Image Optimizer · tools-only bundledev dependencies in production, etc. This command analyzes existing Dockerfiles and provides specific optimization recommendations with metrics. -->
- ▌ Research Results Best Rap Songs 2026 3 · tools-only bundleAndre Toutman claims All The Love will be "song of the year"
- ▌ Smart Contract Errors · tools-only bundleCommon errors when building, deploying, or calling Algorand smart contracts.
- ▌ Navigator V4 6 0 Release Notes · tools-only bundleVersion 4.6.0 optimizes Navigator's architecture based on Claude Code documentation review. Introduces native Claude Code agents, automatic token monitoring hooks, and cleans up unused skill metadata.
- ▌ Raw Typescript Lambda Reference · tools-only bundleComplete guide for creating minimal AWS Lambda functions in pure TypeScript without frameworks like NestJS.
- ▌ Kubernetes Troubleshooter · tools-only bundleDevelopers waste hours running kubectl describe/logs/events manually. This command provides systematic debugging workflow with specific fix recommendations. -->
- ▌ Configuration Guide 14 · tools-only bundleThis guide covers all configuration options for Claude Copilot, from basic offline setup to full external service integration.
- ▌ Configuration File 2 · tools-only bundleOpenViking uses a JSON configuration file (~/.openviking/ov.conf) for settings.
- ▌ Ossf Scorecard Compliance Notes · tools-only bundleThis document explains our compliance status with OSSF Scorecard checks and documents any accepted risks or false positives.
- ▌ Ossf Scorecard Compliance Notes 2 · tools-only bundleThis document explains our compliance status with OSSF Scorecard checks and documents any accepted risks or false positives.
- ▌ Research Results M4 Macbook Pro Review 2 · tools-only bundleM4 MacBook Pro 14 Inch Battery Life, Should I Be Concerned??
- ▌ Internal Observability System · tools-only bundleContextForge includes a built-in observability system that provides comprehensive performance monitoring, error tracking, and analytics without requiring external observability platforms.
- ▌ CSV Pandas Chat Server · tools-only bundleThe CSV Pandas Chat MCP Server provides a secure environment for analyzing CSV data using natural language queries.
- ▌ Defensive Constraints · tools-only bundleLár v1.6.0 introduces architectural solutions to make your agents production-ready and mathematically safe.
- ▌ How Contextforge Fits The Criteria For Selecting An 2 · tools-only bundleA practical framework for evaluating MCP gateways, and how ContextForge addresses each criterion.
- ▌ Adr 0008 Federation And Auto Discovery Via Dns Sd · tools-only bundleManual configuration (e.g. hardcoded peer IPs) is error-prone and brittle in dynamic environments like laptops or Kubernetes.
- ▌ Deploy And Harbor Cloud Hosted Localapi · tools-only bundleRun your LocalAPI in the cloud without tunnels. Deploy uploads your task app to Harbor (Synth's hosted infrastructure) and returns a stable URL you can use directly in GEPA, MiPRO, and eval jobs.
- ▌ Best Rap Songs 2026 · tools-only bundleThe rap landscape in early 2026 is defined by a mix of chart-topping singles, Grammy momentum, and a steady stream of new releases keeping the culture moving.
- ▌ Task 14 Claude Md Updater Skill · tools-only bundleUsers migrating from v1/v2 to v3 had outdated CLAUDE.md files still referencing slash commands (/nav:start) instead of natural language, causing Claude to not understand Navigator workflow.
- ▌ API Security Audit 2 · tools-only bundlePerforms comprehensive security audit of REST and GraphQL APIs, checking for OWASP API Security Top 10 vulnerabilities, authentication/authorization flaws, injection risks, and business logic issues.
- ▌ Navigator Video Production Plan · tools-only bundle"See exactly how to save 92% of context window with real code, real metrics, real outcomes."
- ▌ Task 29 Theory Of Mind V5 0 0 Release · tools-only bundleComplete Theory of Mind (ToM) v5.0.0 execution integration and expand positioning to include ToM as additive layer on top of context efficiency.
- ▌ Contextforge High Performance Architecture · tools-only bundleThis diagram showcases the performance-optimized architecture of ContextForge, highlighting Rust-powered components, async patterns, and scaling capabilities.
- ▌ Postgresql 17 To 18 Upgrade Guide · tools-only bundleThis guide explains how to upgrade PostgreSQL from version 17 to 18 in ContextForge Helm chart with automated backup and restore to MinIO.
- ▌ Generate REST API 2 · tools-only bundleAutomatically generate comprehensive RESTful API implementations from schema definitions with proper routing, validation, error handling, authentication, pagination, and OpenAPI documentation following industry best…
- ▌ Repo Architecture Reference · tools-only bundleSkills are discovered by VS Code Copilot via description keyword matching in the SKILL.md frontmatter — not through tools: arrays in agent definitions.
- ▌ Repo Architecture Reference 2 · tools-only bundleSkills are discovered by VS Code Copilot via description keyword matching in the SKILL.md frontmatter — not through tools: arrays in agent definitions.
- ▌ Repo Architecture Reference 3 · tools-only bundleSkills are discovered by VS Code Copilot via description keyword matching in the SKILL.md frontmatter — not through tools: arrays in agent definitions.
- ▌ Repo Architecture Reference 4 · tools-only bundleSkills are discovered by VS Code Copilot via description keyword matching in the SKILL.md frontmatter — not through tools: arrays in agent definitions.
- ▌ Repo Architecture Reference 5 · tools-only bundleSkills are discovered by VS Code Copilot via description keyword matching in the SKILL.md frontmatter — not through tools: arrays in agent definitions.
- ▌ Repo Architecture Reference 6 · tools-only bundleSkills are discovered by VS Code Copilot via description keyword matching in the SKILL.md frontmatter — not through tools: arrays in agent definitions.
- ▌ Quick Security Scan · tools-only bundleRun a fast automated security scan of your codebase to identify common vulnerabilities, dependency issues, and security misconfigurations.
- ▌ Adr 0024 Adopt Uvicorn Standard For Enhanced Server · tools-only bundleContextForge uses Gunicorn with Uvicorn workers (uvicorn.workers.UvicornWorker) as its production ASGI server stack.
- ▌ Docker Security Scan 2 · tools-only bundleComprehensively scans Docker containers and images for vulnerabilities, misconfigurations, and security best practices violations.
- ▌ Forward Client Headers To LLM API 2 · tools-only bundleControl which model groups can forward client headers to the underlying LLM provider APIs.
- ▌ Adr 0007 Pluggable Cache Backend Memory Redis Database · tools-only bundleSelection is driven by the CACHE_TYPE environment variable. Code paths use a consistent interface regardless of backend.
- ▌ M4 Macbook Pro Review What People Are Saying Last 30 Days · tools-only bundleThe M4 MacBook Pro has settled into the market and the verdict is remarkably consistent across platforms: this is the best MacBook Pro generation in years, but most people do not need the Pro or Max chips.
- ▌ Task 06 Real Session Statistics From Claude Code Internals · tools-only bundleNavigator claims 92% token reduction through on-demand loading, but users had no way to verify this. The /nav:start command showed file size estimates (~2k tokens), not actual measurements.
- ▌ Skill Scaffold 16 · tools-only bundleThis skill covers Replit's GraphQL API for programmatic platform control. It teaches authenticating with API tokens for programmatic access, querying Repl metadata and status via GraphQL, creating and deleting Repls…
- ▌ Adr 0040 Flexible Admin UI Section Visibility 2 · tools-only bundleContextForge's Admin UI is a full-featured dashboard with many sections (overview, servers, gateways, tools, prompts, resources, roots, mcp-registry, metrics, plugins, export-import, logs, version-info, maintenance…
- ▌ Generate Java Project Documentation · tools-only bundleGenerates comprehensive Java project documentation including API docs, architecture diagrams, and Javadoc. Use when creating or updating project documentation.
- ▌ Skill Scaffold 17 · tools-only bundleThis skill provides a complete incident response playbook for Vercel-related outages.
- ▌ MCP JSON Rpc Guide 2 · tools-only bundleThis comprehensive guide demonstrates how to interact with MCP (Model Context Protocol) servers using raw JSON-RPC commands via curl or through STDIO.
- ▌ Adr 0010 Observability Via Prometheus Structured Logs And · tools-only bundleThe gateway needs to surface this without requiring external instrumentation or agents.
- ▌ Docker Compose Generator 2 · tools-only bundleThis command generates production-ready compose files with proper networking, volumes, and environment management. -->