Research & Search

ratacat Bundle

Deep web research with Graph-of-Thoughts exploration — parallel branching, relevance scoring, knowledge-graph storage, synthesis into themed reports. Use for researching topics, companies, people, or concepts.

ratacat Bundle

Manual-only; never auto-load. Use when explicitly named, or for the general research-methodology framework when no dedicated methodology skill fits.

researai Bundle

Use when creating, revising, validating, or repairing a research-paper outline before writing; turns experiment evidence into a clear paper idea, scoped claims, method abstraction, evaluation plan, analysis plan, and evidence boundaries without copying run logs into the manuscript.

rome-os Skill

Turn a guardian's plain-language automation into a runnable Rome workflow app, in one conversation. Use whenever the guardian wants to build, create, set up, or design an automation or workflow ("every morning summarize my unread emails", "when I save a link, fetch and summarize it", "for each new ticket, look up the customer and draft a reply"). You shape the idea into a short spec, get the guardian's approval, then build and install the workflow yourself — no separate planner or builder.

scalably-io Bundle

Use when the user requests research, a deep dive, a compare X vs Y, trend analysis, or any answer that needs multiple web sources with citations. Triggers: research, deep research, deep dive, comprehensive analysis, compare, analyze trends, investigate, find sources on, what's the state of. Not for 1-2-search lookups; use web search directly for those.

scalably-io Skill

Extracts a structured evidence ledger from today's session transcripts (actions, corrections, positive signals, workflow patterns, each tagged with an evidence-strength label) and writes it to ./memory/daily/YYYY-MM-DD.md, the input the dream skill consolidates into long-term memory. Use for a daily log, an end-of-day summary, a daily wrap-up, to summarize today's conversations, or a nightly digest. Not for long-term memory consolidation itself: that's the dream skill, which reads this skill's output the next time it runs.

langsensei Bundle

Hypothesis-driven research — Observation → Decomposition → Cycle (Hypothesis → Prediction → Test → Conclusion) → Synthesis, with structured working files. (Mandatory execution methodology, follow SKILL.md to setup before any other tool calls)

lox Bundle

Reads x.com/twitter.com posts, quote posts, replies, and user-provided status IDs through the authenticated xurl CLI, with Birdclaw as an optional local fallback. Use when asked to read, summarize, inspect, quote, fetch, or explain an X/Twitter post or use authenticated X context.

lox Bundle

Emulates repository-librarian research in hosts without a native Librarian. Use in non-Amp agents when tracing dependency internals, comparing remote repositories, reading commit history, or explaining external architecture.

marco-souza Skill

Research and explore codebases to build context before making changes. Use when starting work on an unfamiliar project, investigating a bug, planning a feature, or when you need to understand how something works.

marco-souza Skill

Format and write git commit messages using a structured type-based format (fea, fix, ref, ai, oth). Use when the user asks to commit, stage, create a commit message, or summarize code changes. Do NOT use for merge commits, revert operations, work-in-progress commits, or when user specifies a custom format.

crealwork Bundle

미팅 전에 상대방이 누구인지 귀에 속삭여주는 리서치 스킬. 비즈니스 미팅 상대의 이메일 주소(또는 그날 캘린더)를 받아, 그 사람과 소속 회사를 웹 전방위로 조사하고 (LinkedIn·뉴스·펀딩·소셜, 차단 사이트는 번들된 insane-search로 뚫음) 소스가 인용된 미팅 브리핑을 만들어 설정된 채널로 보낸다. 브리핑엔 인물 프로필, 회사 개요, 최근 시그널(펀딩/채용/출시), 그리고 미팅에서 쓸 앵글/질문이 담긴다. 포터블 — 어떤 AI 에이전트든 설치해서 자기 주인에게 미팅 브리핑을 보낼 수 있다. Korean triggers: 미팅 전 브리핑, 이 사람 누구야, 상대방 리서치해줘, 미팅 준비, 누구랑 미팅하는지, 이 회사 알아봐줘, 오늘 미팅 브리핑, 이메일 주인 조사. English triggers: who am I meeting, pre-meeting brief, research this contact, prep me for my meeting, brief me on this person, look up this company before the call. 단순 웹검색(WebSearch로 충분)엔 발동하지 말 것.

yha9806 Bundle

Build evidence-controlled literature reviews and gap maps with source-status labels, claim registers, citation-role plans, traceability tables, and overclaim audits. Use when drafting or auditing review papers, thesis literature reviews, scoping reviews, or evidence syntheses where adjacent-domain evidence, candidate records, unpublished work, and unsupported claims must be kept separate.

alessioscarfone Skill

Autonomous knowledge base for the mini-SDD framework. Always read this skill when working on a mini-SDD project or when any message mentions mini-SDD, mini-sdd-context, mini-sdd-spec, mini-sdd-plan, mini-sdd-implement, mini-sdd-init-config, context.md, spec.yaml, plan.md, ARTIFACT_MAIN_FOLDER, SPECS_SUBFOLDER, hooks config, or spec-driven development. Do not use for creating context files, writing specs, planning, or implementing features — those have their own skills.

alexeyshishin Bundle

Defragment and re-actualize a project memory bank (the .assistant/ knowledge base + the project's auto-memory). Reads everything that changed in the repo since the last defrag, finds where the memory bank has gone stale or accumulated amendment-on-amendment "patches", folds the patches into clean current-state docs, closes resolved questions, and updates the auto-memory — then shows a diff for review. Use when the user says "defrag the memory bank", "привести memory bank в порядок", "дефрагментация памяти", "актуализируй .assistant", "причеши базу знаний", or runs /memory-bank-defrag.

alexeyshishin Bundle

Critical analysis of Obsidian notes — hybrid search for similar and opposing topics in the knowledge base, identifying contradictions with existing knowledge, reasoned critique of argumentation and coverage completeness. Use this skill whenever the user asks to: critique a note, break it down, find contradictions, check the argumentation, find similar or alternative notes, do a peer review, "what did I miss", "what's missing", "what's wrong", "find the gaps". Also apply it after creating a new note if the user wants to make sure it doesn't conflict with existing knowledge.

coinbase Skill

Instructions to manage a local cache of GitHub repositories. This would typically done in cases where the user want to perform research/analysis on a repository. Invoke whenever you need to clone a repo that isn't present locally, bring an existing clone up to date, or remove a repo from the cache. This skill handles only the mechanical filesystem/git operations — not research, analysis, or anything about the repo's contents.

onescience-ai Skill

OneScience 实时文献两级检索推理技能（对齐 Biomni 的 LiteratureSearch/Fetch 工具链），领域无关的通用流程。第一级按相关性实时检索 OpenAlex 拿论文摘要、建全局编号引用池并迭代精炼检索词；第二级对选中的开放获取论文经 Europe PMC/PMC 结构化 API 取全文细节；最终输出分层深度推理答案，References 按正文出现顺序连续编号。触发：任何需要跨论文实时综合推理并带引用列表的问题（物种×性状、通路机制、基因家族、材料体系、药物靶点等）。只产出会话级证据与 harvest 种子清单，不写卡片库。

onescience-ai Bundle

OneScience 科研工作流规划专家技能（type=expert）。为 orchestrator 提供气象、生信、材料、流体等科研领域的工作流编排计划，基于资源和领域知识生成 planner proposal，包含工作流节点、资源绑定、依赖关系和执行建议。

vincentkoc Bundle

Mine structured Codex /goal history locally or across a configured machine fleet, measure active goal time and resumed thread spans, identify unfinished and recurring semantic runs, and turn them into stable copy-paste rerun suites. Use when the user asks to inspect goal history, summarize goal commands, find repeated goals, recover large beta campaigns, compare goal duration or token usage, or prepare reusable /goal prompts and privacy-scrubbed reports.

hams-ollo Skill

Draft a pull request description and a matching changelog entry from a branch's diff, in the target repo's own changelog format, without touching GitHub. Determines the PR's commit range (the current branch against its merge-base with the default branch), surveys what changed, then produces a structured PR body plus a changelog line that references the work item when a .tasks/ system is present. Outputs text and surfaces the gh command to apply it; it never creates or edits a PR itself. Use when the user says "describe this PR", "write the PR body", "draft a pull request", "summarize my branch for a PR", "changelog entry for this branch", or is about to open a PR and wants the description and changelog written for them. Drafts only, safe with or without gh installed.

ooiyeefei Bundle

Turn meeting recordings into notes with an unbroken chain of custody from audio to claim. Use when the user has recordings or audio to transcribe or summarize, or when an existing transcript or auto-summary reads as garbled or untrustworthy.

openjiuwen-ai Bundle

Prepare supplied inputs for autonomous Idea Tree research and explain its saved results.

openjiuwen-ai Skill

Verify cited paper identity and decide whether claims in an Artifact are supported by their linked Evidence using a governed source snapshot.

openjiuwen-ai Bundle

Use this skill to orchestrate a multi-domain research team for literature/evidence research and data analysis. Dispatches the right domain(s) based on the user's request, runs each domain to completion with its own loop, then synthesizes into reports. Load when the user needs rigorous research with knowledge or data analysis.

openjiuwen-ai Bundle

Research scientific questions with enabled literature and database connectors, distinguish curated annotations from paper evidence, and produce a cautious claim-to-source brief. Use for gene/protein function summaries, literature scans, evidence tables, paper abstract reading, or cited scientific reports.

openjiuwen-ai Bundle

Inspect a local PDB structure, summarize chains and residue composition, and identify protein atoms near a user-specified ligand or pocket center. Use for reproducible first-pass structure and binding-site inspection before heavier modeling.

goodluckz Skill

Summarize a week's (or single day's) Claude-tracked work from claude-mem into the vault's daily journal "# Work" sections and into the Weekly Review journal file. Use when the user asks to summarize a day or week of work "根据claude-mem总结", "总结这周/这几天的工作并写入journal", or references a date range or an ISO week id like 2026-W32, and wants it written into journals/*.md.

jp-solumhealth Skill

Comprehensive product-market fit intelligence engine that aggregates signals from every source: customer calls (Fireflies), CRM data (HubSpot), prospect objections (Apollo), Reddit discussions, Indeed/LinkedIn job postings for role attrition signals, competitor benchmarking (Ahrefs + web), and industry forums. Surfaces pain points, unmet needs, competitive gaps, hiring signals, and PMF indicators. Use this skill when the user says "PMF check", "product feedback", "what are customers saying", "feature requests", "product insights", "churn signals", "voice of customer", "product pulse", "competitor analysis", "market intelligence", "what do users want", "are we at PMF", "run PMF", "100X founder", "market research", or any variation of wanting a synthesis of product and market feedback across sources. Default period: last 30 days.

jp-solumhealth Bundle

Automates post-meeting follow-up after any sales or customer call. Pulls the meeting transcript from Fireflies, cross-references HubSpot deal/contact data and Apollo contact enrichment, runs a fact-check layer, and produces three deliverables: a plain-text follow-up email draft, HubSpot deal notes with stage/amount recommendations, and an internal debrief with buying signals, objections, competitor mentions, and next moves. Use this skill when the user says "follow up on my meeting with [company]", "meeting follow-up", "post-meeting", "write follow-up for [company]", "summarize my call with...", "meeting debrief", "what happened on my call with...", "draft follow-up email for [company]", "post-call notes", "follow up from today's call", "write a recap for [company]", or any variation of wanting follow-up materials after a sales or customer conversation.

jp-solumhealth Skill

Generate high-performing X (Twitter) posts and threads optimized for Healthcare AI, AI, and Automation audiences. **ALWAYS use this skill when the user asks to write, create, draft, or generate ANY X post or thread, regardless of source material.** This includes requests with articles, research papers, raw ideas, industry news, or any content for X. Also use when the user asks to improve, edit, or analyze existing X posts. Follows proven viral structures based on X's open source recommendation algorithm, sounds like an insider operator (Car Dealership Guy style), and aligns with Healthcare AI industry voice. Generates multiple variations and content suggestions from long articles.

arc-mcp Skill

Generate a production-quality RAP OData service through deep system research, best-practice analysis, and iterative planning with user approval before any code is written. Use when asked to "plan a RAP service properly", "research before building RAP", "design a RAP service for production", or for large RAP greenfield work in transportable packages.

ankurjain1121 Skill

Use when researching technology options before making framework recommendations.

flox Skill

This skill should be used when presenting "investigation findings", "design decisions", "code review feedback", or any analysis that requires structured evidence. Provides evidence tables, confidence levels (High/Med/Low), fact vs speculation separation, and source citation patterns.

inclusionai Bundle

Search and summarize the latest 7 days of AI news and X discussions using public sources plus browser-based X collection. Use for recent AI news, trends, X discussions, industry briefs, and summaries organized into hot topics, viewpoints, and opportunity areas.

inclusionai Bundle

This skill is used for segmented reading and organization when facing large-scale knowledge bases or web pages. It captures original content segment by segment, summarizes key points in real-time, and continuously deposits them into the knowledge base, ensuring orderly information ingestion, clear structure, and traceability.