# LLM Wiki

> A compounding, agent-maintained knowledge base on AI agent engineering.

## Docs

- [LLM Wiki](https://vietbui.mintlify.app/index.md): A compounding, agent-maintained knowledge base on AI agent engineering.
- [Onboarding: Run llm-wiki as an Agent-First Harness](https://vietbui.mintlify.app/guides/onboarding.md): This guide is for someone adopting this repo as their own agent-first knowledge harness —
- [LLM Wiki & Claude Setup — User Guide](https://vietbui.mintlify.app/guides/reference.md): Personal reference for Viet. Covers: active rules, the wiki, all installed skills, MCP tools, plugins, and scenario playbooks.
- [llm-wiki Architecture](https://vietbui.mintlify.app/guides/architecture.md): subgraph REPO['llm-wiki repo']
- [Workflows](https://vietbui.mintlify.app/guides/workflows.md): START([Orchestrator session starts])
- [Actor Model](https://vietbui.mintlify.app/concepts/actor-model.md): A model of concurrent computation where the actor is the universal primitive. Each actor is a lightweight, isolated unit that encapsulates state and behavior…
- [Agent Context Instructions](https://vietbui.mintlify.app/concepts/agent-context-instructions.md): A standards document given to an AI coding agent that encodes team conventions, project-specific rules, and quality expectations — so that generated code and…
- [Agent Harness](https://vietbui.mintlify.app/concepts/agent-harness.md): A harness is the system that wraps a language model to make its intelligence useful for completing real-world tasks. The model contributes intelligence; the…
- [Agent Self-Correction](https://vietbui.mintlify.app/concepts/agent-self-correction.md): Pattern for using the wiki as a runtime oracle — not startup context — to re-align agents when they drift from established workflow patterns. Zero startup ov…
- [Agent Skills](https://vietbui.mintlify.app/concepts/agent-skills.md): Skills are reusable, filesystem-based resources that give Claude domain-specific expertise on demand. Unlike subagents (separate context windows) or tools (e…
- [Agent Subagents](https://vietbui.mintlify.app/concepts/agent-subagents.md): A subagent is a named, configurable Claude instance that runs in its own context window within a session. The parent agent delegates a task; the subagent wor…
- [Agent Teams](https://vietbui.mintlify.app/concepts/agent-teams.md): Agent teams coordinate multiple Claude Code instances working in parallel. One session acts as team lead (coordinator); others are teammates (workers), each…
- [Agentic CI/CD](https://vietbui.mintlify.app/concepts/agentic-cicd.md): CI/CD pipeline design when an autonomous agent is the developer — not just a tool in the pipeline, but the actor writing code, running tests, and triggering…
- [Agentic Memory Tool](https://vietbui.mintlify.app/concepts/agentic-memory-tool.md): Anthropic's client-side memory and context editing primitives for building agents that persist knowledge across sessions and manage long-running context effi…
- [Agentic Sandbox Controls](https://vietbui.mintlify.app/concepts/agentic-sandbox-controls.md): OS-level security controls for AI coding agents, as defined by the NVIDIA AI Red Team. The core insight: application-level controls (tool call interception,…
- [AI Code Review](https://vietbui.mintlify.app/concepts/ai-code-review.md): The practice of reviewing AI-generated code — and using AI agents to assist in that review. Requires a different lens than reviewing human code: mechanical c…
- [AI-Specific Code Pitfalls](https://vietbui.mintlify.app/concepts/ai-specific-pitfalls.md): Failure modes present in AI-generated code that don't typically appear in human code. Standard code review catches bugs and style issues; these require an ad…
- [BM25](https://vietbui.mintlify.app/concepts/bm25.md): Lexical ranking function for information retrieval. Finds exact word/phrase matches. Complements semantic embeddings in hybrid search systems.
- [Branch Strategy for Agents](https://vietbui.mintlify.app/concepts/branch-strategy-for-agents.md): When running parallel agents in isolated git worktrees, the merge strategy is a first-class parameter that determines safety, speed, and human involvement. F…
- [CI/CD Testing](https://vietbui.mintlify.app/concepts/cicd-testing.md): CI/CD testing is the practice of embedding automated validation throughout the continuous integration and continuous delivery pipeline. Not a single tool or…
- [Claude Code Plugins](https://vietbui.mintlify.app/concepts/claude-code-plugins.md): Claude Code plugins are self-contained directories that bundle skills, agents, hooks, and resources under a shared namespace. They extend Claude Code's capab…
- [CLI-Driven Vault Automation](https://vietbui.mintlify.app/concepts/cli-driven-vault-automation.md): The pattern of scripting a running Obsidian vault via Obsidian Cli (or its MCP wrappers) instead of touching the GUI: shell scripts, cron jobs, and agent wra…
- [Compound Engineering](https://vietbui.mintlify.app/concepts/compound-engineering.md): Compound engineering is the discipline of turning engineering work into future engineering leverage. Each task should leave behind a durable improvement: a b…
- [Compounding Knowledge Base](https://vietbui.mintlify.app/concepts/compounding-knowledge-base.md): A knowledge base where each new source and each query adds to a persistent, interlinked structure — rather than being processed in isolation at retrieval time.
- [Context Compression Strategies](https://vietbui.mintlify.app/concepts/context-compression.md): When agent sessions grow long, compression is mandatory. The wrong optimization target is tokens per request (minimize context size). The correct target is t…
- [Context Degradation Patterns](https://vietbui.mintlify.app/concepts/context-degradation.md): Context degradation is not binary — it's a continuum of predictable failure modes as context length grows. Knowing the five patterns by name lets you diagnos…
- [Context Engineering](https://vietbui.mintlify.app/concepts/context-engineering.md): Context engineering is the discipline of curating and maintaining the optimal set of tokens during LLM inference. It is the natural progression of prompt eng…
- [Context Window](https://vietbui.mintlify.app/concepts/context-window.md): A context window is the maximum number of tokens an LLM can process in a single request — both input and generated output combined. It is the model's 'workin…
- [Contextual Retrieval](https://vietbui.mintlify.app/concepts/contextual-retrieval.md): A RAG preprocessing technique that prepends chunk-specific context to each chunk before embedding and BM25 indexing — preserving document provenance that tra…
- [Council Pattern](https://vietbui.mintlify.app/concepts/council-pattern.md): Structured multi-model deliberation: multiple LLMs respond to the same query independently, then their responses are combined or reviewed to produce a higher…
- [Deep Modules](https://vietbui.mintlify.app/concepts/deep-modules.md): Concept from John Ousterhout, A Philosophy of Software Design (2018). A deep module has a narrow public interface and substantial internal implementation. A…
- [Domain Glossary (CONTEXT.md)](https://vietbui.mintlify.app/concepts/domain-glossary.md): A per-repository document that establishes a shared language between the developer and AI agents. Pioneered in Matt Pocock's skills set as CONTEXT.md, built…
- [Dynamic Context Pruning (DCP)](https://vietbui.mintlify.app/concepts/dynamic-context-pruning.md): Mid-session reduction of the context payload sent to the LLM, performed without modifying the underlying session history. Where compaction summarizes everyth…
- [Error Budget (Agentic)](https://vietbui.mintlify.app/concepts/error-budget.md): SRE error budget concept adapted to autonomous agent loops. The budget defines how much failure — in retries, cost, runtime, or error rate — is tolerable bef…
- [Evolution Strategies (ES)](https://vietbui.mintlify.app/concepts/evolution-strategies.md): A class of black-box optimization algorithms inspired by natural evolution. At each generation, a population of parameter vectors is perturbed, evaluated by…
- [GitHub Issue as Handoff Artifact](https://vietbui.mintlify.app/concepts/github-issue-handoff.md): A variation of the /handoff skill where the handoff document is published as a GitHub issue instead of a temp-dir markdown file. Bridges /handoff (context fo…
- [Indirect Prompt Injection](https://vietbui.mintlify.app/concepts/indirect-prompt-injection.md): The primary attack vector against AI coding agents. An adversary embeds instructions in content that the agent will ingest — not in the user's direct prompt,…
- [Instinct Clustering (Homunculus Pattern)](https://vietbui.mintlify.app/concepts/instinct-clustering.md): Behavioral pattern mining from tool-call telemetry. Observes what the agent does across sessions, clusters high-frequency patterns into 'instincts,' and inje…
- [Knowledge Crystallization Cycle (KCC)](https://vietbui.mintlify.app/concepts/knowledge-crystallization-cycle.md): (proposed, single-source — same position paper as Nurture First Development; not yet reviewed against this wiki's own patterns/rules split. Pending synthesis…
- [Linux Machine Setup Guide](https://vietbui.mintlify.app/concepts/linux-setup-guide.md): Authoritative step-by-step guide for bootstrapping the full AI workflow on a fresh Linux machine after cloning this repo. Written for AI agents (Claude, Code…
- [LLM-as-Judge](https://vietbui.mintlify.app/concepts/llm-as-judge.md): An LLM with a structured evaluation prompt scores or classifies the output of another (generative) LLM. Treating evaluation as a classification task rather t…
- [LLM Eval Pipeline](https://vietbui.mintlify.app/concepts/llm-eval-pipeline.md): A continuous quality system for LLM products consisting of: structured failure discovery → dataset curation → automated evaluation → CI/CD gates → production…
- [LLM Observability](https://vietbui.mintlify.app/concepts/llm-observability.md): The practice of continuously measuring quality, safety, cost, and performance of LLM outputs in production. Differs from traditional APM because LLMs are non…
- [LLM Serialization Formats](https://vietbui.mintlify.app/concepts/llm-serialization-formats.md): JSON was designed for document interchange between web services (2001). Its design priorities — self-description, human readability, language independence —…
- [LSP as Agent Baseline](https://vietbui.mintlify.app/concepts/lsp-agent-baseline.md): Language Server Protocol (LSP) should be a baseline capability for serious coding agents, but not the source of truth for correctness.
- [Memory Bank Pattern](https://vietbui.mintlify.app/concepts/memory-bank-pattern.md): A cross-session memory system for AI coding agents built from versioned markdown files in a memory/ directory. Designed around the constraint that LLM memory…
- [Mobile Design Patterns](https://vietbui.mintlify.app/concepts/mobile-design-patterns.md): Core doctrine for designing and building mobile UIs. The central law: mobile is not a small desktop. Constraints come first, aesthetics second. Touch-first,…
- [Model-Task Routing (OpenCode Go)](https://vietbui.mintlify.app/concepts/model-task-routing.md): Concrete model ID → task-type mapping for the OpenCode Go subscription.
- [Model Tier Routing](https://vietbui.mintlify.app/concepts/model-tier-routing.md): Classify task complexity before every task and every agent spawn, then pick the cheapest model tier that can do the job correctly. No silent defaults — an un…
- [Multi-Vendor Adversarial Review](https://vietbui.mintlify.app/concepts/multi-vendor-adversarial-review.md): Using a different AI model (different vendor or different model tier) to review the work produced by the implementing model. Catches single-model blind spots…
- [Nurture-First Development (NFD)](https://vietbui.mintlify.app/concepts/nurture-first-development.md): A proposed methodology for building domain-expert AI agents by growing them through sustained conversation, rather than building them upfront. Development an…
- [OWASP Security Checklist](https://vietbui.mintlify.app/concepts/owasp-security-checklist.md): Structured checklist for web application security review. Based on OWASP Top 10. Applied during code review and security audits. AI-specific risks appended.
- [Pen Test Agent Design](https://vietbui.mintlify.app/concepts/pentest-agent-design.md): Design blueprint for a custom autonomous penetration testing agent targeting a Next.js + ECS Fargate + ALB + Neon stack. Synthesized from AWS Security Agent…
- [Preference Feedback Loop](https://vietbui.mintlify.app/concepts/preference-feedback-loop.md): A feedback system where a cross-vendor LLM-as-judge automatically evaluates agent outputs against a 4-dimension rubric, detects recurring quality deficits, d…
- [Proxy Rotation](https://vietbui.mintlify.app/concepts/proxy-rotation.md): Proxy rotation is the practice of switching IP addresses between requests (or sessions) to avoid IP-based rate limiting and bans during web scraping. It is a…
- [RAG Evaluation](https://vietbui.mintlify.app/concepts/rag-evaluation.md): RAG systems have two structurally distinct components — retrieval and generation — that require separate evaluation approaches. Evaluating only end-to-end an…
- [Ralph Loop](https://vietbui.mintlify.app/concepts/ralph-loop.md): The Ralph Loop (also 'Ralph Wiggum Loop') is a harness pattern for forcing an agent to continue long-horizon work past the point where it would otherwise stop.
- [Reranking](https://vietbui.mintlify.app/concepts/reranking.md): A post-retrieval filtering step in RAG pipelines. Takes a large candidate set from initial retrieval, scores each chunk against the query with a dedicated re…
- [Rules vs. Hooks](https://vietbui.mintlify.app/concepts/rules-vs-hooks.md): Two competing architectural approaches for providing AI agents with project context and behavioral constraints.
- [Self-Healing Loop](https://vietbui.mintlify.app/concepts/self-healing-loop.md): A harness pattern where an autonomous agent detects its own failures, attempts bounded repair, and falls back to rollback + escalation when repair budget is…
- [Shared Task Queue (Cross-Worktree)](https://vietbui.mintlify.app/concepts/shared-task-queue.md): A filesystem-based task inbox shared across all parallel worktree agents. Agents pull tasks at session start without a central dispatcher. The missing coordi…
- [Claude Code Slash Commands](https://vietbui.mintlify.app/concepts/slash-commands.md): Decision guide for session control and persistence commands. Covers WHEN to use each and how they differ — not a reference list of flags.
- [Software Documentation](https://vietbui.mintlify.app/concepts/software-documentation.md): Documentation is the layer between code and the people who use or contribute to it. Good docs drive adoption, reduce contributor friction, and force formal r…
- [Tiered Knowledge Delivery (Push / Hook / Pull)](https://vietbui.mintlify.app/concepts/tiered-knowledge-delivery.md): The mechanism behind this wiki's 'agent-first' claim (see ONBOARDING.md): agents get pre-synthesized structure without paying a search cost for it, while the…
- [Tool Design for Agents](https://vietbui.mintlify.app/concepts/tool-design-for-agents.md): Tools designed for agents differ fundamentally from APIs designed for developers. A developer reads documentation and understands underlying systems. An agen…
- [Unit Testing](https://vietbui.mintlify.app/concepts/unit-testing.md): Unit testing validates the smallest individual component of code in isolation. The key constraint is isolation — the unit under test must not depend on exter…
- [Verification Pipeline](https://vietbui.mintlify.app/concepts/verification-pipeline.md): 'Exit code 0 means no errors — not it's good.'
- [Web Fingerprinting](https://vietbui.mintlify.app/concepts/web-fingerprinting.md): Web fingerprinting is the process of identifying a browser, device, or automated bot by combining signals from multiple independent layers of a request. Mode…
- [WebRTC IP Leak](https://vietbui.mintlify.app/concepts/webrtc-ip-leak.md): WebRTC IP leak is the exposure of a browser's real public IP address through the WebRTC API, even when an HTTP or SOCKS4 proxy is correctly configured. It is…
- [Wikilink Graph Extraction: Reducing LightRAG Indexing Cost](https://vietbui.mintlify.app/concepts/wikilink-graph-extraction.md): LightRAG's entity/relation extraction is expensive because it pays the LLM to discover graph structure from raw text. In an Obsidian-style wiki, this structu…
- [Worker Coordination: Partial Result Passing Between Parallel Agents](https://vietbui.mintlify.app/concepts/worker-coordination.md): The standard parallel agent pattern (subagents or teams) assumes workers have non-overlapping scope and only need to report completion back to the coordinato…
- [Worktree Isolation](https://vietbui.mintlify.app/concepts/worktree-isolation.md): Using separate git worktrees to give each parallel agent its own filesystem checkout. Agents literally cannot touch each other's files. The ToS-compliant, ho…
- [Algorithmic Patterns](https://vietbui.mintlify.app/patterns/algorithmic.md): 15 pattern families that cover ~90% of algorithm problems. For each: problem shape, recognition trigger, complexity, and template.
- [API Design Patterns](https://vietbui.mintlify.app/patterns/api-design.md): Reference for REST API design decisions. Covers resource naming, HTTP semantics, request/response conventions, errors, versioning, pagination, and long-runni…
- [Backend Patterns](https://vietbui.mintlify.app/patterns/backend.md): Structural and behavioral patterns for server-side systems. Covers how HTTP requests flow through a server, how business logic is organized, and how external…
- [Code Quality Heuristics](https://vietbui.mintlify.app/patterns/code-quality.md): Tactical rules for writing readable, maintainable code: naming, function discipline, cognitive complexity, comment discipline, magic number elimination, and…
- [Concurrency and Parallelism Patterns](https://vietbui.mintlify.app/patterns/concurrency.md): Reference and agent guide for thread safety, synchronization primitives, async patterns, parallel algorithms, and concurrency failure modes.
- [Database Patterns](https://vietbui.mintlify.app/patterns/database.md): Reference and agent guide for indexing strategies, query optimization, transaction patterns, connection pooling, and read/write architecture.
- [Behavioral Design Patterns](https://vietbui.mintlify.app/patterns/design-patterns-behavioral.md): Behavioral patterns define how objects communicate and distribute responsibility. They govern algorithms, control flow, and the assignment of duties between…
- [Creational Design Patterns](https://vietbui.mintlify.app/patterns/design-patterns-creational.md): The five GoF creational patterns: when to reach for each, how they're structured, and what to avoid.
- [Structural Design Patterns](https://vietbui.mintlify.app/patterns/design-patterns-structural.md): The seven GoF structural patterns describe how to compose classes and objects into larger structures. Each controls what the caller sees (the interface) and…
- [Error Handling Patterns](https://vietbui.mintlify.app/patterns/error-handling.md): Reference for both developers writing code and agents implementing features. Covers the full lifecycle: classification → representation → propagation → retry…
- [Frontend Patterns](https://vietbui.mintlify.app/patterns/frontend.md): Reference and agent guide for React component patterns, state strategy, rendering modes, performance techniques, and CSS architecture.
- [Software Design Principles](https://vietbui.mintlify.app/patterns/principles.md): Reference for SOLID, DRY, YAGNI, KISS, Law of Demeter, separation of concerns, and composition over inheritance. Each principle is stated, justified, and ill…
- [Refactoring Techniques](https://vietbui.mintlify.app/patterns/refactoring.md): Systematic code improvement without changing behavior. Each technique has a specific trigger — apply when the smell appears, not speculatively. Source: Fowle…
- [AI and ML Engineering](https://vietbui.mintlify.app/systems/ai-ml.md): Reference for designing production ML systems — covering the full pipeline from problem formulation through model serving, monitoring, and updates. Agent-spe…
- [Architectural Patterns](https://vietbui.mintlify.app/systems/architectural-patterns.md): Design-time reference for structural patterns that govern how a system's components are organized, coupled, and evolved. Covers decision criteria rather than…
- [Data Modeling](https://vietbui.mintlify.app/systems/data-modeling.md): Decision reference for choosing data storage types, structuring schemas, evolving them safely, and using multiple storage systems together. The central princ…
- [Distributed Systems](https://vietbui.mintlify.app/systems/distributed-systems.md): Reference and design-time guide for the core guarantees, failure patterns, and coordination strategies every distributed system must handle. Each section pai…
- [OTel Instrumentation for council.py](https://vietbui.mintlify.app/systems/otel-council.md): templates/council.py dispatches questions to 2+ LLM voices, then a Chairman model synthesizes. Currently no observability. This page documents how to add OTe…
- [Scalability and Reliability](https://vietbui.mintlify.app/systems/scalability-reliability.md): Implementation reference for the standard techniques that make systems handle more load and survive failures. Covers where each technique lives in the stack,…
- [System Design Process](https://vietbui.mintlify.app/systems/system-design-process.md): A structured process for moving from a problem statement to a defensible system design. Applies equally to software design interviews, architecture reviews,…
- [Agent Diff Viewer — Real-Time Code Review Tool](https://vietbui.mintlify.app/syntheses/agent-diff-viewer.md): A localhost tool for reviewing and steering agent-generated code diffs between turns. Cursor-style diff panes driven by Claude Code hooks, with a clipboard-b…
- [Agent Primitive Selection](https://vietbui.mintlify.app/syntheses/agent-primitive-selection.md): Distilled from Agent Skills, Agent Subagents, Agent Teams, and the agent-orchestration skill. Answers the question: given a task, which primitive do you reac…
- [Builder.io Patterns for Commandr + DiffViewer](https://vietbui.mintlify.app/syntheses/builderio-control-plane-integration.md): Builder.io's Agent-Native and Skills repos help our workflow in two concrete ways:
- [Control Plane Expansion Plan — Gap Analysis and Phase 0.5 Roadmap](https://vietbui.mintlify.app/syntheses/control-plane-expansion-plan.md): Synthesizes gap analysis, tool landscape research, and concrete Phase 0.5 implementation steps for expanding the current agent setup toward a full Agentic En…
- [Desktop AI Agent Control Plane — Architecture Synthesis](https://vietbui.mintlify.app/syntheses/desktop-control-plane.md): The long-horizon product vision: a local-first desktop app for supervising AI agents across tasks, repos, terminals, machines, logs, approvals, and review pa…
- [Lean Agentic Coding Workflow](https://vietbui.mintlify.app/syntheses/lean-agentic-workflow.md): A working synthesis of the workflow that emerged from ingesting and critiquing the agent engineering landscape. Not a framework — a set of composable, indepe…
- [Local Wiki RAG: LightRAG Graph Stack](https://vietbui.mintlify.app/syntheses/local-rag-wiki.md): The wiki uses a two-retrieval-path architecture: qmd for fast lexical+vector search inside Claude Code sessions, and LightRAG for graph-aware synthesis in th…
- [The Minimal Coding Agent: LLM + Loop + Tools](https://vietbui.mintlify.app/syntheses/minimal-coding-agent.md): Two 2026 'build a coding agent from scratch' walkthroughs — Thorsten Ball's Go version (How To Build An Agent, ~300 lines, Amp) and Mihai Eric's Python versi…
- [Neovim AI Operator Workflow](https://vietbui.mintlify.app/syntheses/neovim-ai-operator-workflow.md): Neovim is not just an editor in this workflow. It is the human operator cockpit for code inspection, small corrective edits, LSP/DAP-backed understanding, an…
- [Pi Orchestration Architecture](https://vietbui.mintlify.app/syntheses/pi-orchestration-architecture.md): Design of a human-gated multi-agent coding system using Claude Code or OpenCode as orchestrator, pi workers dispatched via pueue, and the pi-diff-review exte…
- [Claude Code → Cross-Platform Migration Matrix](https://vietbui.mintlify.app/comparisons/cc-to-cross-platform-migration.md): Layer-by-layer mapping of CC assets to equivalent mechanisms on Gemini CLI, OpenCode, Codex, and Cursor. 'Parity' = how close the target mechanism is to the…
- [Claude Code vs OpenCode Plugin Systems](https://vietbui.mintlify.app/comparisons/claude-code-vs-opencode-plugins.md): Side-by-side comparison of hook/plugin extensibility between Claude Code (Anthropic) and OpenCode (opencode.ai).
- [Our Stack vs omp](https://vietbui.mintlify.app/comparisons/our-stack-vs-omp.md): Feature gap analysis. Our stack: Claude Code (primary) + Pi (council/multi-provider) + MCP servers (Playwright, Firecrawl, GitHub, Figma, context7, qmd) + su…
- [Spec-Driven Frameworks vs Native Claude Code](https://vietbui.mintlify.app/comparisons/spec-driven-frameworks-vs-native.md): Side-by-side analysis across four workflow approaches. Based on community evidence from practitioners who have shipped real projects (r/ClaudeCode, 2026-05-03).
- [Agent-Native](https://vietbui.mintlify.app/entities/agent-native.md): Agent-Native is Builder.io's open-source framework for building applications where agents and rich UIs operate over the same state and action model.
- [AgentOps (boshu2)](https://vietbui.mintlify.app/entities/agentops.md): Repo-native operational layer for AI coding agents. Not a framework — a context-compiler and coordination CLI. Cross-vendor: works with Claude Code, Codex, C…
- [AGENTS.md (format)](https://vietbui.mintlify.app/entities/agents-md-format.md): An open, unschematized markdown format for providing cross-agent project instructions. Named after the file it lives in: AGENTS.md at the repo root.
- [AgentShield](https://vietbui.mintlify.app/entities/agentshield.md): Static analysis security scanner for Claude Code configurations. Scans CLAUDE.md, hooks, MCP configs, agent definitions, skills, and settings.json for vulner…
- [AI Coding Agents](https://vietbui.mintlify.app/entities/ai-coding-agents.md): The class of AI tools that generate, review, refactor, and operate on code — either inline (IDE chat) or autonomously (agentic tasks with PRs). Examples: Cla…
- [CodeGraphContext](https://vietbui.mintlify.app/entities/codegraphcontext.md): Python MCP server and CLI toolkit that indexes codebases into a graph database using Tree-sitter parsing. Enables relationship-aware code queries (callers, d…
- [OpenAI Codex](https://vietbui.mintlify.app/entities/codex.md): OpenAI's AI coding CLI. Pioneered the AGENTS.md format. Has a richer native extension model than the AGENTS.md standard alone: TOML custom agents, native ski…
- [Commandr](https://vietbui.mintlify.app/entities/commandr.md): ~/repos/Commandr — the L3 bus in the 5-layer agent toolchain. A filesystem contract plus the shell tools that operate it. Not a monolith app — identity is wa…
- [Context7](https://vietbui.mintlify.app/entities/context7.md): Live library documentation fetching service by Upstash. Pulls version-specific docs and code examples into AI agent context on demand, eliminating hallucinat…
- [Dangeresque](https://vietbui.mintlify.app/entities/dangeresque.md): Host-native CLI orchestrator for Claude Code / Codex. Dispatches headless agents in git worktrees, runs an adversarial AI reviewer, and enforces a human-merg…
- [DiffViewer](https://vietbui.mintlify.app/entities/diffviewer.md): ~/repos/DiffViewer — the L5 UI in the 5-layer agent toolchain. Real-time diff review tool for agent-generated file changes, with steer injection and phone ap…
- [Docling](https://vietbui.mintlify.app/entities/docling.md): Open-source document parsing library from IBM Research Zurich. Converts PDFs and other document formats into structured representations suitable for RAG pipe…
- [DSPy](https://vietbui.mintlify.app/entities/dspy.md): DSPy (Declarative Self-improving Python) is a Stanford framework for programming language models rather than prompting them. Developed by Khattab et al. (202…
- [EGGROLL](https://vietbui.mintlify.app/entities/eggroll.md): Evolution Guided GeneRal Optimisation via Low-rank Learning. A GPU-efficient variant of Evolution Strategies that structures parameter perturbations as low-r…
- [Everything Claude Code (ECC)](https://vietbui.mintlify.app/entities/everything-claude-code.md): Agent harness performance system by Affaan Mustafa (@affaanmustafa). MIT licensed. Claude Code plugin + npm package + manual install. Anthropic Hackathon win…
- [Firecrawl](https://vietbui.mintlify.app/entities/firecrawl.md): Managed web scraping and crawling service purpose-built for LLM consumption. Converts arbitrary web pages into clean markdown or structured JSON. Available a…
- [Gemini CLI](https://vietbui.mintlify.app/entities/gemini-cli.md): Google's open-source CLI for the Gemini model family. Significantly more capable than early wiki assessments suggested — has native equivalents for most CC f…
- [Headroom](https://vietbui.mintlify.app/entities/headroom.md): Context compression layer for AI agents. Sits between the agent and the LLM provider, compressing tool outputs, logs, RAG chunks, files, and conversation his…
- [Karpathy LLM Council](https://vietbui.mintlify.app/entities/karpathy-llm-council.md): Local web app implementing the Council Pattern — multiple LLMs answer independently, peer-review each other's work (anonymized), then a Chairman model synthe…
- [ketch](https://vietbui.mintlify.app/entities/ketch.md): Stateless Go CLI (github.com/1broseidon/ketch) unifying three research surfaces — web search, OSS code search, and library docs — plus scraping/crawling, beh…
- [lean-session plugin](https://vietbui.mintlify.app/entities/lean-session.md): OpenCode plugin that makes clear-over-compact safe for interactive sessions by preserving .agents/ state through context resets.
- [Mnemory](https://vietbui.mintlify.app/entities/mnemory.md): Self-hosted MCP cross-session memory backend. OSS alternative to Anthropic's memory20250818 tool. Vendor-neutral: works with Claude Code, ChatGPT, Cursor, Op…
- [obsidian-claude-code-mcp](https://vietbui.mintlify.app/entities/obsidian-claude-code-mcp.md): A community Obsidian plugin ('Claude Code MCP' in the Community Plugins browser) implementing an MCP server inside Obsidian that Claude Code connects to auto…
- [Obsidian CLI](https://vietbui.mintlify.app/entities/obsidian-cli.md): The official command-line interface for Obsidian, shipped inside the desktop app since v1.12.4 (Feb 27, 2026) — free, no Catalyst license required. Enabled v…
- [Obsidian CLI REST MCP](https://vietbui.mintlify.app/entities/obsidian-cli-rest-mcp.md): Community plugin (by Sebastien Dubois, dsebastien.net; MIT licensed) that wraps Obsidian Cli as a local HTTP API and MCP server, so scripts and AI assistants…
- [omp (oh-my-pi)](https://vietbui.mintlify.app/entities/omp.md): Fork of badlogic/pi-mono by can1357. Positions itself as the batteries-included coding agent: same TypeScript + TUI shell as Pi, but with a ~55k-line Rust na…
- [OpenCode](https://vietbui.mintlify.app/entities/opencode.md): Open-source AI coding CLI (opencode.ai). Direct competitor to Claude Code. Plugin system built with Bun/TypeScript; substantially more extensible than Claude…
- [opencode-dcp](https://vietbui.mintlify.app/entities/opencode-dcp.md): Published Opencode plugin that implements Dynamic Context Pruning. Reduces token usage in long sessions by rewriting outgoing LLM requests — replaces stale c…
- [OpenCode Go](https://vietbui.mintlify.app/entities/opencode-go.md): A subscription tier from OpenCode providing unrestricted access to high-performance open-source models. Positioned as a cost-effective alternative to Anthrop…
- [OpenTelemetry](https://vietbui.mintlify.app/entities/opentelemetry.md): CNCF-graduated open-source observability framework for distributed systems. Provides a vendor-neutral standard for collecting and exporting traces, metrics,…
- [PentAGI](https://vietbui.mintlify.app/entities/pentagi.md): Fully autonomous, self-hosted penetration testing system powered by multi-agent AI. OSS (GitHub: vxcontrol/pentagi). Docker Compose deployment. Supports 10+…
- [Pi Agent (pi-mono)](https://vietbui.mintlify.app/entities/pi-agent.md): TypeScript monorepo (badlogic/pi-mono) providing a unified multi-provider LLM API and interactive coding agent CLI. MIT license. The key value for cross-prov…
- [Ponytail](https://vietbui.mintlify.app/entities/ponytail.md): Ponytail is Dietrich Gebert's cross-agent coding skill/plugin for reducing agent overbuild. Its tagline is 'the best code is the code you never wrote.' The p…
- [Pydoll](https://vietbui.mintlify.app/entities/pydoll.md): Pydoll is an async Python web automation library built on Chrome DevTools Protocol (CDP). It is designed for browser automation on anti-bot-protected sites,…
- [qmd](https://vietbui.mintlify.app/entities/qmd.md): A local search engine for markdown files. Used in this wiki for query operations.
- [rtk (Rust Token Killer)](https://vietbui.mintlify.app/entities/rtk.md): rtk is a CLI proxy that filters and compresses command output before it reaches an LLM's context window. A coding agent runs git status, cat, cargo test, etc…
- [SandCastle](https://vietbui.mintlify.app/entities/sandcastle.md): TypeScript library by Matt Pocock for running Claude Code agents in parallel across isolated git worktrees and sandboxed containers. The production-grade imp…
- [SpotMe](https://vietbui.mintlify.app/entities/spotme.md): OpenCode plugin (and portable SKILL.md) that introduces 'gym mode' for agentic coding sessions. Instead of completing 100% of implementation, the agent scaff…

## OpenAPI Specs

- [openapi](https://vietbui.mintlify.app/api-reference/openapi.json)