LLM Mart Basic

Apply better-data's security discipline when touching Secret, EncryptionEngine, #[Sensitive], #[Encrypted], MetaKeyRegistry::register, RequestSource guards, or user_pass handling. Loud-over-silent — missing key throws, tampered ciphertext throws, unknown strict-whitelist field th

Add a new sink to better-data — code that writes

Add a new source adapter to better-data — code that reads from a WordPress data store the library doesn't cover yet (comments, attachments, transients, custom tables). Mirror the canonical shape PostSource / UserSource / TermSource use — a non-final class with static hydrate(int|

Add a new validation rule to better-data — implement

Configure better-route 1.1 AtomicIdempotencyMiddleware for side-effectful POST, PUT, PATCH, or DELETE routes where concurrent duplicate execution must be prevented. Use for WpdbAtomicIdempotencyStore, lease-aware reservations, reservation_token schema migration, Idempotency-Key v

Configure Better Route 1.1 audit events and safe enrichment. Use when logging route outcomes, authenticated identity, hashed idempotency keys, trusted client IPs, domain action metadata, or ensuring telemetry failures cannot change API behavior.

Configure Better Route 1.1 authentication with JWT, custom bearer tokens, WordPress Application Passwords, or cookie nonces. Use when protecting routes, mapping verified claims to WordPress users, enforcing scopes, or consuming the shared AuthContext identity.

Configure better-route 1.1 CORS for browser, mobile, and embedded WordPress REST clients. Use for CorsPolicy, CorsMiddleware, WordPressCorsBridge, allowed origins/methods/headers, credentials, OPTIONS preflight, Authorization, X-WP-Nonce, Idempotency-Key, If-Match, If-None-Match,

Use Better Route 1.1 cryptographic helpers for secure random tokens, Hex/Base64/Base64URL encoding, strict Base64URL decoding, and constant-time secret comparison. Use when implementing nonces, state, PKCE, opaque tokens, or signature comparisons.

Produce and consume better-route 1.1 structured errors. Use for ApiException, Response, ErrorNormalizer, ResponseNormalizer, WP_Error conversion, OAuth RFC 6749 error_format, status/code/details/headers, Retry-After, validation_failed, idempotency/rate/optimistic-lock/Woo errors,

Add better-route 1.1 ETag and If-None-Match handling to GET or HEAD routes. Use for ETagMiddleware, strong or weak validators, custom etagResolver, WP_REST_Response preservation, comma-separated validators, wildcard matching, 304 responses, Cache-Control, proxy-stripped ETag trou

Configure Better Route 1.1 HMAC authentication for webhooks and server-to-server REST requests. Use when signing request timestamps, methods, paths, raw bodies, optional query strings, rotating key IDs, or consuming the shared HMAC AuthContext identity.

Configure better-route 1.1 replay-cache idempotency with IdempotencyMiddleware and Idempotency-Key. Use for ArrayIdempotencyStore, TransientIdempotencyStore, WpdbIdempotencyStore, installSchema, identity-aware canonical keys, body fingerprints, key conflicts, replay headers, key

Install better-route from Packagist or migrate a WordPress integration to better-route 1.1. Use when adding better-route/better-route, changing the Composer constraint to ^1.1, upgrading from 1.0 or pre-1.0 releases, diagnosing new 403 route responses, migrating atomic idempotenc

Configure Better Route 1.1 RS256 or ES256 JWT verification from a local or HTTPS JWKS. Use when integrating OIDC/OAuth bearer tokens, selecting keys by kid, validating issuer/audience/lifetime, or operating JWKS caching and refresh behavior safely.

Configure Better Route 1.1 trusted-proxy client IP resolution and CIDR allowlists. Use behind Cloudflare, nginx, load balancers, or reverse proxies when authorization, rate limiting, or audit data depends on the real client IP.

Generate or serve better-route 1.1 OpenAPI 3.1 documents from Router/Resource/Woo contracts. Use for OpenApiExporter, OpenApiRouteRegistrar, contracts, contractsFromSources, route args to parameters, explicit parameter overrides, custom responses, OPTIONS 204, strictSchemas, comp

Configure Better Route 1.1 optimistic locking for REST writes with If-Match or version parameters and an atomic per-resource critical section. Use when preventing stale updates, lost writes, or two cooperating Better Route requests from passing the same version check concurrently

Add Better Route 1.1 ownership authorization to raw routes and Resource DSL endpoints. Use when authenticated users may access only their own records, orders, profiles, memberships, tokens, or subscriptions.

Configure better-route 1.1 RateLimitMiddleware with atomic fixed-window storage. Use for WpObjectCacheRateLimiter, TransientRateLimiter, persistent external object cache checks, wp_cache_incr, MySQL named locks, identity/native WordPress/IP keys, trusted proxies, Retry-After and

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.

Turn a GAIA workflow misfire into a redacted, classified, filing-ready bug report in one read-only pass. Self-diagnoses config issues inline; files probable bugs upstream on confirmation.

Judge-the-form, human-gated hardening. Reviews recurring code-audit-frontend findings and, with approval, drafts the lowest-context-weight form (deterministic check / skill / path-scoped prose rule) into the working tree. Pass `list` to see live candidates or `why <finding_class>` to explain one.

Initialize a new project from the GAIA React template, renames, strips GAIA branding, configures i18n, installs Claude skills/plugins.

Plan a complex feature using GAIA's task-orchestration pattern, structures the work into fresh-context subagent phases for your approval. Does not implement.

Cut a new GAIA release, bump version, graduate CHANGELOG, regenerate manifest, open release PR, then tag on merge. Maintainer-only.

Detect and, on explicit consent, additively append the languages Serena is not indexing to the `languages:` list in `.serena/project.yml`, then prompt a Serena restart. Never mutates without a yes; inert without Serena.

Author an immutable SPEC artifact through Socratic discovery (spec-kit wrapper), then STOP. Terminal, never runs /gaia-plan; it prints a /gaia-plan prompt the human pastes into a fresh session. Pass `auto <description>` for non-interactive mode that answers its own questions.

Maintainer-only autonomous health audit + auto-heal loop. Runs N=3 fresh-team audit-fix-audit cycles with circuit breakers, reports an F-to-A+ verdict (folding in the shared Claude-integration fitness grade) or escalates.

Single post-init onboarding command; detects situation, runs only owed phases; safe to re-run. --reconfigure rotates token and re-selects tools.

GAIA before_specify hook: constitution placeholder check + spec-kit version-pin drift detection.

GAIA after_specify hook: immutability lint over the just-written SPEC artifact.

Close a plan after implementation+merge. Offers wiki-promote for the plan's consolidated SUMMARY.md, cold-consolidates an out-of-band merge, then early-reaps the local plan folder once cost is represented in cost.jsonl.

GAIA self-review: pre-gate-2 review pass on the in-progress SPEC draft.

Close a SPEC after implementation+merge. Optional drain of deferred wiki-promote, cold-consolidates an out-of-band merge into SUMMARY.md, then early-reaps the local SPEC folder once cost is represented in cost.jsonl.

GAIA Socratic discovery wrapper: /speckit-specify for the initial draft, then GAIA's own Socratic clarify loop.

GAIA before_implement hook: render PO-authored UATs into Playwright e2e specs at .playwright/e2e/spec-NNN/.

Promote merged SPEC or plan content into the GAIA wiki.

This project uses the GAIA preset. Bare `/speckit-clarify` is not the clarify path here: core clarify writes an off-shape artifact (a `## Clarifications` / `### Session` block with five-word answers) and carries a question cap GAIA does not use. Run `/gaia-spec` instead — it driv

GAIA-wrapped /speckit-specify: writes through core, then relocates the artifact to .gaia/local/specs/SPEC-NNN/SPEC.md and stamps GAIA frontmatter.

Show or configure the compact Fallow Impact statusline in Claude Code

面向中文开发者的 Claude Code Skills / Agents / Plugins 精选与原创技能库｜按场景分类｜复制即装｜持续更新

原生 macOS Git 客户端，以 Agent 驱动仓库管理、审阅与协作。

A 股短线复盘看板：涨停池·连板梯队·龙虎榜·板块资金一屏看完，赚钱效应/晋级率/梯队断层/情绪周期等派生指标纯计算直出（不经过 AI），AI 只把数据串成能读的盘面研判。全本地运行，可用 Claude/Codex 订阅免 API key。| A-share short-term daily-review dashbo…

禁漫天堂 Agent Skills / AI 原生 JMComic 助手：通过 MCP 与 Skills 将 JMComic 注入你的 AI Agent. / AI-powered JMComic assistant for seamless integration with AI Agents via MCP & S…

Pairlet (formerly CC Pocket / cc-pocket) — Continue your local AI coding tasks from phone, tablet, or desktop.

Self-hosted Personal AI + agent runtime in .NET (NativeAOT-friendly)

A self-hosted knowledge platform for humans and AI agents — publish wikis, blogs, and portable Agent Skills.

Notion CLI with AI agent support. Smart queries, Obsidian sync, batch ops, backups, validation and more.

AI Coding Agent Multiplexer

Independent executor–verifier orchestration for software changes.

AI-native, local-first video editor by Ribbi — runs entirely in the browser. Rust/WASM engine, WebGPU compositing, WebCodecs export; humans and LLM agents edit…

Distill your knowledge, memories, and decisions into an open-source, inspectable AI Agent Twin.

🔬 Harness Vibe Research with Self-evolving AI Scientists

Personal AI desktop agent for Windows, macOS, Linux, Android & iOS. Set a goal, it works on its own. Teams (pair two desktops, agents + humans), Agent2Agent, Wo…

Run agents like a company. AgentOS is the native control plane for OpenClaw — manage agents, tasks, models, context, approvals, and runtime visibility from one…

Create Agentic admin panels faster on TypeScript and Vue.js with AdminForth Framework. Setup main CRUD pages within minutes, extend as you need

OpenJudge: A Unified Framework for Holistic Evaluation and Quality Rewards

An ebook reader with a self-evolving agent: it remembers your reading across books, and plugins extend the reader and the agent alike.

A curated list of awesome resources for vibe coding

Agentic Voice Notes for iPhone and macOS - Rust, Dioxus, LanceDB + RIG + SQLite