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.

Improve an existing agent through performance baselines, prompt engineering, A/B testing, and staged rollout

Optimize multi-agent system performance through profiling, context window tuning, coordination efficiency, and cost and latency tradeoffs

Debug issues using competing hypotheses with parallel investigation by multiple agents

Task delegation dashboard for managing team workload, assignments, and rebalancing

Develop features in parallel with multiple agents using file ownership boundaries and dependency management

Launch a multi-reviewer parallel code review with specialized review dimensions

Gracefully shut down an agent team, collect final results, and clean up resources

Spawn an agent team using presets (review, debug, feature, fullstack, research, security, migration) or custom composition

Display team members, task status, and progress for an active agent team

Build realistic API mock servers with request stubbing, dynamic data, test scenarios, and contract testing

Orchestrate end-to-end application performance optimization from profiling to monitoring

Orchestrate end-to-end feature development from requirements to deployment

Set up PreToolUse hook to block --no-verify and other git bypass flags in Claude Code projects

Generate comprehensive C4 architecture documentation (Context, Container, Component, Code) for a codebase using bottom-up analysis and four coordinated C4 agents.

Automate CI/CD pipelines, releases, and development workflows with GitHub Actions, pre-commit hooks, and infrastructure automation

Explain complex code, algorithms, and design patterns with step-by-step breakdowns, visual diagrams, and interactive examples

Generate API, architecture, code, and user documentation from a codebase and automate keeping it current

Restore saved project context and decisions to resume a session

Refactor provided code for cleanliness, maintainability, and alignment with SOLID principles and modern best practices — no over-engineering.

Analyze and remediate technical debt — inventory debt items, score by impact, and produce a prioritized remediation plan with estimated effort.

The fastest way to put Volcengine Ark in your terminal and your AI agent — go from prompt to generated media, multimodal answer, or deployed endpoint in a sin…

本地私有、开源的自进化跨平台 AI 内容发现 Agent：先理解你，再主动从 B站、小红书、抖音、YouTube、X、知乎、Reddit、微博等平台与开放 Web 寻找内容。（支持 deepseek harness 插件） | Local-first open-source cross-platform AI cont…

Persistent memory for AI coding agents — one verified kb_search replaces the grep/find/ls orientation loop. Cross-repo, CPU-only, zero token spend.

AI 时代的伯克希尔：基于 Claude Code / Codex 的价值投资研究框架。巴菲特·芒格·段永平·李录四大师方法论 + 多Agent并行研究。| AI-era Berkshire: a value investing research framework built for Claude Code / Co…

The batteries-included, No-Code FinOps automation platform, with the AI you trust.

Open-source 3D AI agent framework — GLB/glTF avatars with LLM brains, memory, emotions, and autonomous payments. MCP server · x402 · Solana/EVM · Three.js. Embe…

XLSX parser for LLMs, RAG, LangChain, LangGraph, CrewAI, Claude, MCP — turns Excel (.xlsx) into citation-ready JSON with formulas, charts, dependency graphs, an…

Hermes-Relay — Your Hermes AI agent, in your pocket — chat, voice, and control.

A minimalist, terminal-native coding agent written in C.

AI-powered OSINT agent with interactive REPL, MCP server, and CLI. 19 tools. Works with Claude, GPT-4, or local models. For authorized security research only.

AI pair programming in your terminal — one static binary, sub-ms startup, any model

Where data access meets operational intelligence

Build your own security agents. Open-source framework for agents with live, read-only access to your infrastructure, with no path to widen it. Reasons across AW…

Multi-workspace terminal aggregator with Claude Code AI integration

Go implementation of AI coding agent

Harness engineering beginner tutorial, from 0 to 1

Generate images directly in DeepSeek Harness chats

A smarter, self-hosted AI assistant — multi-user, multi-agent.

Turn any research paper into a commercialization report — 6 AI agents, TRL/MRL scoring, patent landscape, market intelligence, verified citations. DeepSeek / Op…

Power BI CLI - semantic models (.NET TOM) and PBIR reports for token-efficient AI agent usage, built for Claude Code