LLM Mart Basic

Covers Highloadblock module — HighloadBlockTable manage API (add/update/delete, lang names), compileEntity() and dynamic DataManager CRUD, user fields (HLBLOCK_{id}), hlblock UF relations and _REF, directory iblock property (UF_XML_ID), ORM events, rights operations (hl_element_*

Covers Bitrix\Main\Web\HttpClient HTTP client — legacy mode and PSR-18 (sendRequest), async Promise, proxies/timeouts, http_client_options, main.HttpClient logger, SSRF, redirects, and GeoIp\Manager lookups. Applied in external API integrations, webhooks, async calls and geolocat

Iblock types/elements/sections, ORM compileEntity, properties, SEO templates. Use for content iblock work.

Covers Landing module — sites/landings, blocks repository, publish/unpublish flow, hooks (Metrika/GA/pixels), customization limits vs classic CMS. Applied for Sites24/landing pages, storefronts, knowledge bases on landing. Key terms — Landing, Site, Block, BlockRepo, publication,

Covers Bitrix localization — Bitrix\Main\Localization\Loc, lang/<code/>/ language files, loadMessages, placeholders in getMessage, Context::getCulture() and culture formats, JS localization via BX.message and $Bitrix.Loc, translate:index for phrase indexing. Applied when adding a

Covers PSR-3 logging in Bitrix — Bitrix\Main\Diag\Logger, FileLogger, SysLogger, NullLogger, LogFormatter, loggers section in .settings.php, named kernel loggers (main.Default, main.HttpClient, main.GeoIpManager, main.EventLog.*), integration with Monolog and third-party PSR-3 lo

Covers creation and maintenance of a custom Bitrix module in /local/modules/<vendor>.<module>/ — CModule class, install/index.php, DoInstall and DoUninstall, install/version.php with $arModuleVersion, registration of events and agents during installation, module options (options.

D7 ORM tablets, ConditionTree queries, Objectify, batch/merge/deleteByFilter writes. Use for entity design, reads, and persistence.

Covers Bitrix performance — composite site, query optimization, replication/clustering, sharding, hot/cold sessions. Applied for high-load optimization beyond basic caching. Key terms — composite, NGINX, replication, sharding, query optimization.

Covers PostgreSQL support in Bitrix — PgsqlConnection, migration from MySQL, compatible code, module support matrix. Applied when configuring or migrating to PostgreSQL Enterprise editions. Key terms — PostgreSQL, PgsqlConnection, migration, compatible-code.

Covers Bitrix project structure — /local vs /bitrix, PSR-4 autoloading, .settings.php, Loader includeModule vs requireModule, placement of components, templates, modules, routes and php_interface, namespaces like Vendor\Module. Applied for "where to put code" questions, module lo

Covers Pull module — sending realtime events to users/channels from PHP, JS subscription overview, watch tags, when to use Pull vs Messenger vs agents, link to BitrixVue. Applied for live UI updates, notifications, collaborative screens. Key terms — pull, Bitrix\Pull\Event, CPull

HttpRequest/HttpResponse, Json/AjaxJson/Redirect, Uri, UuidGenerator. Use instead of $_GET/$_POST and raw headers.

Covers REST module — registering methods from a custom module, scopes, webhook and OAuth overview, rest / restIntegration settings, link to Engine controllers and ActionFilter\Scope::REST. Applied when exposing module APIs to apps, webhooks, or marketplace integrations. Key terms

Covers Bitrix unified operation results — Bitrix\Main\Result, Error, ErrorCollection, typed descendants (AddResult, UpdateResult, DeleteResult, EventResult), difference between Result and exceptions, returning errors from controllers via addError and combining service errors. App

RoutingConfigurator, /local/routes, PublicPageController, site-guard, urlrewrite migration. Use for public/API URLs.

Covers Sale module — API choice (D7 object model vs ORM vs CSale*), FUSER, Basket, Order create/update, properties, statuses and events, payments, delivery/shipments, discounts and coupons, reservation/deduction, permissions, buyer accounts. Applied for cart/checkout, order lifec

CSRF, XSS, SQLi, SSRF, JWT/JWK, access rights, encryption. Use when handling input or auditing security.

Covers SEO module — sitemap generation, robots.txt, webmaster/search-engine engines, keywords/tools orientation; links to iblock IPROPERTY / InheritedProperty for page meta. Applied for crawl maps, Webmaster/Search Console wiring, SEO tooling. Key terms — Sitemap, Generator, Job,

Covers DI container Bitrix\Main\DI\ServiceLocator (PSR-11) — registration of services in the services section of a module's .settings.php file, autowire, retrieving dependencies via has()/get(), constructor injection in application services, action-parameter injection in controll

Fourteen posts of being wrong in production, compressed to checkboxes

Healthy nodes, a quiet network, 300 restarts in three days, and a latency budget measured in milliseconds

Discovery worked. Ping worked. Every TCP connection timed out, and later the tunnel only worked when someone had a terminal open.

Every VM came back. The cluster did not. Declarative systems converge on config, and the datapath isn't config.

A surprising share of AI-in-the-terminal failures aren't the AI. They're zsh, and a version of bash from 2006.

A Claude Code plugin turns standalone project configuration into a namespaced, installable extension that teams and communities can update as one unit.

None of the safety came from the model. It came from six boring habits.

Skills package instructions and references. Subagents run work in a separate context and return results. They solve different problems and can be composed deliberately.

Six hours in, one step left, everything green, and the incident that didn't happen

CLAUDE.md carries persistent project context. Skills load reusable procedures when relevant. Separating stable facts from task-specific workflows keeps both easier to maintain.

Twenty minutes recovering secrets that never existed, and the one sentence from a human that ended it

An API request routing a model's tool call through an approval gate to a remote MCP server

31 config keys, two audits, and why the first one was wrong in both directions

The official MCP Registry stores standardized server metadata rather than package code. Publishers verify a namespace, describe installation or remote access, and submit immutable versions.

Everyone looks at the Dockerfile. The file that actually leaked the key was the project file.

Remote MCP authorization uses established OAuth standards, but secure integration still requires issuer validation, least-privilege scopes, protected token handling, and server-side enforcement.

"Copy it over and switch the reference" is two steps, and the outage lives in the one nobody checks

stdio fits local processes and prototypes. Streamable HTTP fits hosted services and shared integrations. The right choice follows where the capability runs and who must reach it.

The most important rule wasn't about what I could change. It was about what I was allowed to display.

Tools perform operations, resources expose readable context, and prompts provide reusable templates. Choosing the correct primitive makes an MCP server easier to understand and govern.

`crabbox inspect` prints the full record for a single lease: state, provider,

Run named, repo-local jobs defined in your Crabbox config.

`crabbox list` shows the current Crabbox machines (leases) for a provider. It is

`crabbox login` authenticates the CLI against a coordinator, stores the

`crabbox logout` clears the stored broker token from your user config so the CLI

`crabbox logs` prints the retained command output for a recorded run.

`crabbox marketplace` previews the Crabbox credits gateway: one Crabbox billing

`crabbox media` turns a recorded desktop video into lightweight review

`crabbox open` prepares an existing SSH-capable lease for an external editor.

`crabbox pause` pauses a single lease, freeing the remote compute while

`crabbox pond` is the cross-provider peer-discovery and lifecycle surface for a

`crabbox pool` contains machine-pool helpers. `pool list` keeps the older

`crabbox ports` bridges provider-native port publishing for an existing Crabbox

`crabbox prewarm` leases a reusable box and prepares it for test runs. For

`crabbox providers` prints the provider capability matrix that the CLI compiles

`crabbox receipt <run-id>` retrieves a brokered run's committed terminal

`crabbox results` prints the structured test summary attached to a recorded

`crabbox resume` resumes a lease previously paused with [`pause`](pause.md),

`crabbox run` syncs the current dirty checkout to a box, runs a command there,

`crabbox screenshot` captures a single PNG from a desktop lease without opening a

VCP 部署在 AI 模型 API 与前端应用之间，是面向AGI OS开发和探索的工业级基建示范项目。通过统一指令协议、多层级持久化记忆、分布式插件引擎及多 Agent 协作框架，将原本“无状态、无记忆、无工具调用能力”的大语言模型，彻底改造成拥有永久自我意识、物理世界操作权及群体协作智能的完整智能体系统。

The open source Unity Dev Agent

Context is yours. Agents are replaceable. Orbital — a project agent that turns your context into assets.

Self-hosted search API + MCP server for AI agents. Bundles SearXNG. Zero API keys, one-command deploy. Open-source alternative to Tavily, Exa, and Serper.

🛡️ Free open-source AI-powered security terminal & vulnerability scanner (CVE, SBOM). Supports SSH, SFTP, RDP, VNC, Serial, and 12+ autonomous AI agents (DeepS…

Watch, approve and steer your coding agents from your phone.

MARVIS-Agent: all-purpose credit risk agent for model development, validation, data processing, feature engineering, and strategy workflows.

TikTok e-commerce video generation, replication, and analysis SKILL

小红书/抖音/快手/视频号/B站 自媒体账号体检+爆款拆解工具。扫同赛道找对标、拆爆款为什么爆、诊断为什么没人看，顺手出可粘贴仿写初稿。支持带货电商模式。支持codex, claude code, workbuddy

Local-first persistent agentic memory powered by Recursive Memory Harness (RMH). Open source must win.

A power user focused interface for LLM base models.

Outsource your understanding. Capture every human-AI decision as a step in a trajectory; grade trajectories retroactively when outcomes land (deal closed, sprin…

The open-source AI research workbench for scientific research and agent workflows. Local-first, model-agnostic desktop app with extensible skills, MCP tools and…

🤖 Taskade MCP · Official MCP server and OpenAPI to MCP codegen. Build AI agent tools from any OpenAPI API and connect to Claude, Cursor, and more.

A block-based content engine and bilingual blog backend for Laravel Gutenberg-style editor, media library, post templates, roles, and an AI writing assistant,…

ACRYL - Agent Context Relay Yielding Lifecycles. One persistent workspace, one canonical context, any coding agent.

Okou connects to the tools your team already uses and does the work — across marketing, sales, engineering, and operations, under your control.

Open-source agent-native visual production workspace where humans and coding agents edit the same live canvas — local-first, BYOK image/video models.

Persistent memory extension for pi with daily logs, scratchpad, and optional qmd‑powered semantic search.

Hermes Agent CN desktop app, Windows-First, built with Tauri, Typescript and Rust. Isolated Hermes Agent core insides.