Head-to-head comparison of coding agents (Claude Code, Aider, Codex, etc.) on custom tasks with pass rate, cost, time, and consistency metrics
Design trustworthy, reproducible evaluations for AI agents, skills, prompts, and tool loops by turning quality claims into scenarios, evidence, baselines, validity checks, and…
Use to test whether an AI agent, prompt, or skill actually works before or after it ships — build a small eval set, score runs, and catch regressions when the prompt or model…
Persist Salesforce agent evaluation scores over time and surface regressions per agent and per axis (factuality, completeness, tone, refusal-correctness, action-correctness).
Framework d'évaluation et benchmarking d'agents IA. Métriques, tests, comparaisons et quality assurance.
Use when summarizing agent evaluations where autonomous, assisted, failed, timed-out, or invalid outcomes must remain distinct and comparable.
User perspective for agent evaluation. Load when evaluating agent definitions for usability and trust.
Deterministic custom subagent selection helper. Use when you need a reproducible, auditable decision on which custom subagents to activate for a user query (runs…
How the agent evolution system works — capturing instincts, promoting them to agent overlays, approval workflow, rollback, and the full continuous-learning flywheel pipeline
Validate readiness for AgentExchange listing. Checks required metadata, eval coverage, Trust Layer config, license boundaries, and listing artifacts (icon, screenshots, install…
Use the agent-exec CLI to run Codex/Claude/Cursor and manage skills for this repo.
Produce a short honest briefing across every desk on a fixed cadence, surfacing decisions needed rather than activity performed.
Track per-agent token usage and flag waste patterns in parallel dispatch workflows. Consult after running parallel agents to evaluate whether expenditure was proportional to…
Create specialized agent experts with pre-loaded domain knowledge using the Act-Learn-Reuse pattern. Use when building domain-specific agents that maintain mental models — from…
Create specialized agent experts with pre-loaded domain knowledge using the Act-Learn-Reuse pattern. Use when building domain-specific agents that maintain mental models — from…
Current attested Codex, Claude Code, and Agent Skills extension contracts for skilltap. Use when designing, implementing, reviewing, or documenting harness adapters; plugin or…
SkillHub registry management agent. Maintains recommendations.json, validates entries, handles third-party submissions. Internal use only.
Claude Code agent generation system that creates custom agents and sub-agents with enhanced YAML frontmatter, tool access patterns, and MCP integration support following — from…
Claude Code agent generation system that creates custom agents and sub-agents with enhanced YAML frontmatter, tool access patterns, and MCP integration support following — from…
Builds and installs new agents end-to-end: design, code, package, gate, install.
Bootstrap new 33GOD ecosystem agents with standardized configuration. Use when creating new agents, spawning workers, deploying Yi nodes, or when the user says "spin up an agent",…
Claude Code agent generation system that creates custom agents and sub-agents with enhanced YAML frontmatter, tool access patterns, and MCP integration support following — from…
Create or review/rewrite Claude Code subagents. Guides through configuration for new agents; audits and fixes existing agents against official documentation standards.
Friction-log breadcrumb (`just agent-feedback ""`) — appends one JSON line to `logs/agent-friction.jsonl` capturing what was tried, where it broke, and how severe.
Query visual scientific figure references, show candidates for human preference selection, export selected reference bundles, and guide plotting agents from human-selected visual…
Repository-specific AGENTS.md authoring and maintenance workflow. Use when creating, refreshing, or expanding AGENTS.md coverage for a codebase, including deciding whether nested…
Sous-agent de traitement de fichiers — lecture, parsing, transformation et génération de fichiers multiformats.
Run a standing finance function with agents that reconcile transactions, track runway, flag anomalies, and prepare reporting for a human to approve.
Use this agent when running /plan and the project uses a stack not covered by built-in agents. Queries external registries for community agents matching the detected stack gap.
Expert fintech engineer specializing in financial systems, regulatory compliance, and secure transaction processing.
No-human parallel development packets, change attribution, collision scopes, and machine-verifiable acceptance.
Manage the Mad House agent fleet. List all agents in the central registry, check which repos have which agents deployed, and sync agents from the registry to target repos.
Operate Hermes-style agent fleets across machines: provision remote hosts, validate transport/auth, refresh knowledge packs, and recover provider or gateway runtime failures.
Expert en comptabilité forensique (détection de fraude, analyse financière, conformité, réglementations DZ)
Создание, улучшение и аудит скиллов и агентов OpenClaw. Три режима: создание скилла (11 шагов), создание агента (9 шагов, с памятью и автоулучшением), улучшение существую — from…
Fork and parallelize agent tasks for concurrent execution. Trigger on tasks that can be split into independent parallel subtasks for faster completion.
Multi-agent git workflow orchestrator with isolated worktrees, FIFO merge queue, and automated PR lifecycle management.
Universal baseline skill for all agents on the arifOS VPS, regardless of vendor or model provider
Create AI agents and workflows using Microsoft Agent Framework SDK. Supports single-agent and multi-agent workflow patterns.
Create AI agents and workflows using Microsoft Agent Framework SDK. Supports single-agent and multi-agent workflow patterns.
Create your agent-integration skill from OpenAI SDK and LiteLLM documentation before learning framework integration — from majiayu000/claude-skill-registry
AI agent development with LangChain, CrewAI, AutoGen, and tool integration patterns.
Use when deploying, tearing down, or reproducing a fresh NPA agent VM from scratch — npa-driven destroy/fresh-setup, profile selection, tiered verify gates, and teardown failure…
Use these when you want low-noise lint/test output (good for LLM/CI logs) while staying aligned with repo policy.
Expert F# code reviewer specializing in functional idioms, type safety, pattern matching, computation expressions, and performance. Use for all F# code changes.
End-to-end feature owner with expertise across the entire stack. Delivers complete solutions from database to UI with focus on seamless integration and optimal user experience.
The philosophy and practical benefits of agent fungibility in multi-agent software development. Why homogeneous, interchangeable agents outperform specialized role-based systems…
Expert game developer specializing in game engine programming, graphics optimization, and multiplayer systems.
GAN Harness — Planner agent. Expands a one-line prompt into a full product specification with features, sprints, evaluation criteria, and design direction.
Pair every generating agent with an independent verifier whose only job is to refute the output, so plausible-but-wrong work is caught before it ships.
Expert Go code reviewer specializing in idiomatic Go, concurrency patterns, error handling, and performance. Use for all Go code changes. MUST BE USED for Go projects.
Translate company objectives into desk-level goals and weekly work, keeping the line from a task to the objective visible.
AI coding agents fail in consistent, predictable ways. They fabricate npm packages that don't exist. They catch errors and continue silently.
Create and manage agent graphs — directed graphs of configs connected by edges with handoff logic. Use when building multi-agent workflows where configs route to each other.
Create, refresh, audit, or migrate repository agent guidance files such as AGENTS.md, AGENTS.override.md, CLAUDE.md, .claude/rules, and Cursor rules.
Agent-facing guide for mmx CLI — agent flags, piping patterns, tool schema export, async video workflow, streaming, and CI/CD examples.
Generate comprehensive handoff documentation optimized for AI agent takeover by analyzing project structure, design docs, and codebase
Design de handoffs fluides entre agents — transfert de contexte, d'état et de responsabilité. Se déclenche avec "handoff", "transfert agent", "agent handoff", "passer la — from…
Design and implement agent-to-agent handoff protocols for multi-agent systems. Covers context passing, escalation patterns, handshake mechanisms, conversation continuity, and…
HarmonyOS application development expert specializing in ArkTS and ArkUI. Reviews code for V2 state management compliance, Navigation routing patterns, API usage, and performance…