Transform AI agents from task-followers into proactive partners that anticipate needs and continuously improve.
将 AI Agent 从任务跟随者转变为主动伙伴,支持记忆持久化与自我改进。Use when 需要AI模型调用、智能对话、Agent编排、LLM应用时使用。不适用于需要100%确定性的关键决策。适用于独立开发者、企业团队和自动化工作流场景。支持中文交互，无需复杂配置即开即用。输出结果可直接使用，减少二次加工成本。
核心能力: AI Agent领域的专业化 AI 辅助工具,提供企业级高级功能支持。Use when 需要AI模型调用、智能对话、Agent编排、LLM应用时使用。不适用于需要100%确定性的关键决策。适用于独立开发者、企业团队和自动化工作流场景。支持中文交互，无需复杂配置即开即用。输出结果可直接使用，减少二次加工成本。
Unified proactive UX: Interactive Decision Options + Guardian QA Gate + Post-Task Suggestions. Giúp agent đưa options khi cần user input, double-check kết quả trước khi trả, và…
Set up proactive GTM alert systems — CRM pipeline alerts, buying signal notifications, Slack/email routing, risk scoring.
Grants the AI the ability to act proactively using native cron/timer scheduling. The agent can monitor systems, poll APIs, or watch logs in the background and self-trigger without…
Generate concise, actionable status briefs from project state and recent activity. Delta-based reports: what changed, what needs attention, what to do next.
Guide users from coverage analysis to monitor creation. USE WHEN user asks what should I monitor, where are my gaps, improve coverage, or wants a systematic approach to monitoring…
Transform your AI agent into a proactive partner with soul persistence, collective knowledge via Solvr, self-healing heartbeats, and config enforcement scripts.
Reach customers before they contact you, when telemetry or a known issue means they are about to have a problem.
Proactive goal and task management system. Use when managing goals, breaking down projects into tasks, tracking progress, or working autonomously on objectives.
Anticipate needs, surface opportunities, and act autonomously while learning boundaries over time.
Proapis integration. Manage data, records, and automate workflows. Use when the user wants to interact with Proapis data.
Use when analyzing randomized algorithms, probabilistic analysis, indicator random variables, hiring and secretary problems, random permutations, balls-and-bins, birthday paradox,…
Use when when you have raw mass spectrometry imaging data tensors and need to build a trainable deep-learning classifier that outputs class probabilities (tumor vs.
Produce and maintain calibrated probability forecasts for resolvable future events. Use when asked for the likelihood of an outcome by a date, delivery or incident risk, demand or…
Use when during the LDA training phase when you need to decide whether the model has learned a stable representation of Mass2Motifs.
Apply Bayesian updating, base rates, and expected value to decision-making. Use when reasoning under uncertainty or evaluating risks.
Use when you have preprocessed tandem mass spectrometry spectra converted into a bag-of-fragments representation (with fragments and neutral losses extracted and noise filtered)…
Reason correctly about probability, base rates, conditional probability, and expected value, avoiding the common intuition traps.
Direct probability of success estimation, phase transition analysis, and mechanism-based risk adjustment to the appropriate specialist skill.
Use when after running ModiFinder's probability generation on a known compound–modified compound pair, you have a vector of per-atom modification probabilities and need to…
Use when you have a trained NeatMS neural network model (.h5 format) and need to select an operating threshold for peak classification on your LCMS dataset.
0xProbable prediction market trading skills on BSC mainnet. Trade outcome shares (YES/NO) on real-world events via CLOB order book using @prob/clob SDK.
Assess bias in medical prediction model studies using PROBAST tool. Use when user wants to evaluate the quality or risk of bias of a medical paper (text or PDF).
Use when a task needs the judgment of a Probation Officer or Correctional Treatment Specialist — setting supervision intensity to match a validated risk assessment score rather…
Use when immediately after loading raw methylation array data (.idat files or beta-valued matrix) from HumanMethylation450 (450k) or EPIC arrays when conducting primary quality…
Verify Garmin Connect MCP connectivity and capture user identity before flipping the integrations.garmin.connected flag.
Verify Strava MCP connectivity and capture athlete identity before flipping the integrations.strava.connected flag. Returns ok+athlete_id on success, classified error on failure.
Use when assessing defensibility and timing — why won't the incumbent (or a well-funded lab) just do this, and what's the durable moat once the easy parts commoditize.
Use when gauging how urgent the pain is, what the value is worth, or how to price/package — probe willingness-to-pay directly and quantify the cost of doing nothing.
Für Probeabo Widerruf Kündigung: ordnet Norm, Beweislast und Gegenargument; Ergebnis: Prüfprodukt mit Risiko und nächstem Schritt.
Für VDG 104 Probeabo Widerruf Verbandsstrategie: ordnet Norm, Beweislast und Gegenargument; Ergebnis: Verhandlungs- oder Eskalationslinie.
Berliner Start-up-HR: Probearbeit, Schnuppertag, Case Study und Assessment arbeitsrechtlich, datenschutzrechtlich und AGG-fest strukturieren.
Probezeit, Bewährung, Verlängerung und Ernennung auf Lebenszeit für Beamte und Richter auf Probe im Beamtenrecht.
Für Problem: Abschlussprodukt und Übergabe: ordnet Norm, Beweislast und Gegenargument; Ergebnis: Prüfprodukt mit Risiko und nächstem Schritt.
Problem existence and pain validation for bootstrapped founders. Assesses whether the problem is real, how severe the pain is, willingness to pay, buyer persona clarity, and…
Use when facing a new problem and unsure which problem-solving methodology or foundational skill to apply first.
Systematic comprehension of a problem before any solving attempt. Covers restating the problem, identifying knowns, unknowns, constraints, and goal, recognizing problem type…
A meta-skill interviewer that tests your problem-solving PROCESS, not your answer recall. Use this agent when you want to practice breaking down unfamiliar problems…
Help users define problems clearly before jumping to solutions. Use when someone is scoping a new feature, validating a product idea, struggling to articulate what they're…
Use when implementing error handling, exception mappers, or error response formatting. Enforces RFC 9457 (Problem Details for HTTP APIs) using Spring's built-in ProblemDetail.
Route a problem statement to the right diagnostic skill — typology classification, audience detection, stakes assessment, and the mess/wicked reference frameworks.
收到问题/异常/体验反馈时的问题深挖方法论：先看证据（日志）→ 顺序全读会话找全问题 → 根因追问（为什么×N + 实测验证不猜）→ 拒绝特判/穷举（找通用机制）→ 尽调调研（多源交叉验证： tavily+serper 双引擎+竞品源码+官方文档+实测）→ 项目语境检验（多项目/隔离/统一）→ 完整性审视 （记录/复用/单源）→ 决策清单+小步推进 →…
Draft a first problem frame for this repository from existing requirements, specs, ADRs, code, or tests.
Guide teams through MITRE's Problem Framing Canvas. Use when you need a clearer problem statement before jumping to solutions.
Use when beginning analytical or strategic tasks, facing undefined problems, or facing analysis paralysis—requires explicit problem definition before proceeding.
Capture user-reported product problems with exact observations, bounded diagnosis, ownership, and evidence-based closure.
Validate that the problem you want to solve is real, painful, and worth solving before building anything.
When user asks to solve a problem, fix an issue, troubleshoot, debug, find solution, brainstorm, help me decide, should I, pros and cons, root cause, what should I do, stuck on,…
Creative problem-solving techniques for breaking through stuck points - includes collision-zone thinking, inversion, pattern recognition, and simplification
Apply systematic problem-solving techniques for complexity spirals (simplification cascades), innovation blocks (collision-zone thinking), recurring patterns (meta-patter — from…
Apply systematic problem-solving techniques for complexity spirals (simplification — from majiayu000/claude-skill-registry
[Utilities] Apply systematic problem-solving techniques for complexity spirals (simplification cascades), innovation blocks (collision-zone thinking), recurring patterns…
(ePost) Use when stuck, facing a complex bug, or need root cause analysis — 5 whys, bisection, inversion techniques
Use when stuck, facing a complex bug, or need root cause analysis — 5 whys, bisection, inversion techniques
Strukturiertes Problemloesen in 6 Schritten: Problem definieren, Ziele, Brainstorming, Bewertung, Umsetzung und Evaluation.
Sehr allgemeiner Einstiegsskill für unklare arbeitsrechtliche Anliegen: Sortiert Gedanken, Rolle, Ziel, Dokumente, Fristen und Konfliktlage, bevor Spezialpruefungen beginnen.
Solo-Selbstständige: trennt rechtliches Problem, Behördenproblem, Geldproblem und Organisationsproblem; mit Abfrage von Tätigkeit, Status, Belegen, Fristen, Geldfolge und…
Classify a problem statement on the five-way typology — well-defined / ill-defined / wicked (Rittel and Webber) / mess (Ackoff) / adaptive (Heifetz).