Research a competitive landscape with cited snapshots, a comparison matrix, and so-what implications. Use when a product decision needs competitive grounding, not a market report.
Academic paper review pipeline for computer vision LaTeX papers with professor, peer, and official reviewers
Post-session documentation chain — propagate changes through lab-notebook, journal, architecture, MEMORY, snapshot, and commit.
Research the user's arXiv/repo knowledge base using a MCP retrieval tool called lodestone to answer questions with paper-grounded and repo-grounded citations.
Synthesize user research into themes, insights, and recommendations. Use when you have interview transcripts, survey results, usability test notes, support tickets, or NP — from…
Master orchestrator for the AI-driven development workflow. Use when starting a new User Story / Issue implementation.
Escalate research discipline to a heavy verification fan-out over a TYPED FULL INVENTORY of the session's claims — assumptions, asserted facts, concrete specifics (paths,…
Fetch a Bug work item from Azure DevOps/Jira, find the affected component in the codebase, and save triage findings.
Closes the feedback loop for short-form video — scores a published post against its original brief and the matching short-form platform-intelligence catalog on a 4-dimension…
Investigate homelab infrastructure health using VictoriaMetrics and VictoriaLogs. Use for node health, pod issues, storage, network, and security investigation.
Turn a signal into testable hunt hypotheses, scope, datasets, and success criteria
Structured hypothesis formulation, experiment design, and results interpretation for Product Managers.
Use when the user invokes /inspirer or asks to brainstorm creatively, think outside the box, explore unconventional approaches, break out of stagnation, or generate…
Run the Anti-Autoresearch integrity-forensics sweep (span-anchored evidence ledger → GPT auditors propose findings → deterministic rules-only adjudicator) against a paper via a…
Generate a long-form Chinese interview-prep cheat sheet on a specific ML/LLM topic — formulas with derivations, from-scratch PyTorch code, comparison tables, and 25 高频面试题 (L1 必会 /…
Keyword research, find keywords, what keywords should I target, keyword analysis. Covers seed discovery, expansion, intent classification, qualitative difficulty assessment, and…
6つの検索API（Tavily/SerpAPI/Brave/NewsAPI/Reddit/Perplexity）を統合した最強リサーチシステム。 深層調査から出典付きレポート生成まで自動実行。 Use when: (1) user says「徹底調査」「深層リサーチ」「完全調査」「mega-research」, (2) user needs…
Migrate code from Perplexity's Sonar API (chat completions) to the Agent API (/v1/agent, responses.create).
Produces a research-backed negotiation prep packet for a specific contract or renewal — market data, supplier financial health, competitive alternatives, prioritized levers,…
最高精度統合リサーチ。Grok-4 Live Search + Exa(81%/1.4s) + Tavily + Brave + NewsAPI + GIS 31ソース +…
Help prepare academic presentations, slides, and posters following Prof. Bingsheng He's (NUS) guidelines.
Public social channels command center — X/Twitter, LinkedIn, Threads, Bluesky, Mastodon. Routes reads via x-research-skill + x-mcp (or mcp__x-mcp__*), posts via Typefully MCP…
Maintains a persistent, folder-based log of all agentic-os experiment runs. Each run writes one dated file to context/experiment-log/ and updates index.md.
Zero-context verification that every number, comparison, and scope claim in the paper matches raw result files.
Design and prototype in Paper Design (app.paper.design) — read/write designs via MCP, convert to React/Tailwind code, import HTML/CSS, sync design tokens.
Generate a conference poster (article + tcbposter LaTeX → A0/A1 PDF + editable PPTX + SVG) from a compiled paper.
DEFAULT poster pipeline — build an academic conference poster (ICML/NeurIPS/ICLR/CVPR/...) as a single HTML/CSS file with measurement-driven hard gates, real paper figures, a…
从 ~/papers/ 论文库中检索已读论文。支持按关键词、tag、作者、年份、最低评分过滤。每条返回一句话核心收获 + 跨论文关联建议。当用户想知道'我之前读过哪些相关的'、'我打过 5 星的 VLA 论文有哪些'、或想在写作中复用过往笔记时使用。
Revise papers based on reviewer feedback. Map reviewer concerns to specific sections, apply targeted edits, run additional experiments if needed, and verify improvements.
Generate conference presentation slides (beamer LaTeX → PDF + editable PPTX) from a compiled paper, with speaker notes and full talk script.
End-to-end conference talk pipeline: paper → slide outline → Beamer + PPTX → per-page polish → assurance checks (claim / citation / anonymity) → final export and report.
Get full paper details for a PubMed article by PMID - title, authors with affiliations, abstract, MeSH terms, keywords, publication types, DOI, and citation info.
Pre-Launch Quality Gate für Design- und Kommunikations-Assets. Pretestet jedes Design- oder Kommunikations-Asset bevor es rausgeht: Pitch Decks, Investor-Präsentationen, Landing…
Create a pricing and packaging hypothesis, research plan, and low-risk validation path tied to customer value and unit economics.
Generate a consultant-grade strategic intelligence brief on a company. Long-running (35-120 min) and metered ($0.10-$5).
Search patent databases and academic literature for prior art relevant to an invention. Use when user says \"现有技术检索\", \"prior art search\", \"专利检索\", \"check patents\" — from…
Run the proofreading protocol on documents. Checks grammar, typos, overflow, consistency, and academic writing quality for .tex, .qmd, .typ, and .md files.
Audits all SEO changes made to a domain within a given period (read-only). Reconstructs change history from cache, Shopware updatedAt fields and crawl diffs when logs are missing.
Use when initializing, adding, updating, deleting, or linting a package's state-backed Analysis view, or when distilling an evidence-backed insight into a package Rule.
Full pipeline: decompose a broad goal into sub-plans, draft each with adversarial review, then execute all of them autonomously via /run-plan. One command, walk away.
Use when the user invokes /research-auto or asks to run an autonomous research campaign over one committed Direction toward a measurable gate.
Research a chef from a taxonomy YAML using 4 sequential agent teams (2 researchers + 1 synthesizer each) to produce a completed research profile
Pesquisa etimologia de caracteres chineses consultando 7 fontes acadêmicas (MDBG, chardb/xiaoxue Academia Sinica, hanziyuan, shuowen.org, CantoDict).
Research a batch of companies in parallel using background subagents. Demonstrates the file-based result passing pattern to avoid context overflow.
Strategic research companion — brainstorm, evaluate, and decide on research directions. TRIGGER when the user wants to brainstorm research, evaluate research ideas, do project…
Document Q&A with visual citations. Parses a folder of PDF/DOCX/PPTX/XLSX/images via LiteParse, answers a question, generates an HTML report with page screenshots and bounding-box…
Validate and enforce standard YAML frontmatter on research documents with JD-aware path resolution. Use when creating, editing, or validating research files, when user mentions…
Builds ideal customer profiles and buyer personas from real voice-of-customer evidence — demographics, pain points, jobs-to-be-done, decision psychology, and online habitat for a…
Map market landscape, competitive dynamics, TAM/SAM/SOM sizing, whitespace opportunities — every claim sourced, adjacent competitors checked, sizing shown with methodology.
Use when creating or materially restructuring a state-backed research package from a ratified Direction or explicit package input.
Turns the operator's own platform evidence — owned analytics, public metrics, manual exports, and prior eval outcomes — into a sourced per-platform evidence base across X,…
Discovers what's working right now on short-form video platforms (TikTok, Instagram Reels, YouTube Shorts; X and LinkedIn video by opt-in) for a given topic and market — mines…
類似 DAW / CLAP ホスト / Rust オーディオプロジェクト（clap-host, clap-validator, clack, nih-plug, Meadowlark 等）のソースコードと CLAP / cpal / eframe の公式リファレンスを調査し、 実装方針レポートを出力する。…
Synthesize user research into themes, insights, and recommendations. Use when you have interview transcripts, survey results, usability test notes, support tickets, or NP — from…
Execute a research task using compositional workflow planning. Characterizes the task, selects an approach from a library of research strategies, executes it, and self-evaluates…
Multi-step research orchestration. Use when user asks "research X", "summarize current state of Y", "what's the latest on Z", or compares approaches.
Conducts extensive web research on technical topics with validated references and citations. Use when you need external documentation, library comparisons, or best practices…
Persistent research knowledge base that accumulates papers, ideas, experiments, claims, and their relationships across the entire research lifecycle.
Workflow 5: orchestrate a text-only resubmit of a polished paper to a different venue under hard constraints (no new experiments, no bib edits, no framework changes, never…
Run hypothesis-evolution round on a completed deep-research run. Mutator persona generates child hypotheses from top-Elo parents; children re-enter tournament.