AI Plugin IndexSearch and web
There are 8,868 search and web tools for AI assistants in this directory: 5,701 MCP servers and 3,167 skills. The highest scored are exa, Agent Skills Search Server, brave.
The best search and web MCP servers, compared →Top picks
exa
exa-labs
100Connect AI agents to Exa for web search, content fetching, and multi-step research.
AAA
Agent Skills Search Server
agentskills
95Search and discover Agent Skills from the skills.sh registry. Powered by HAPI MCP server.
BAA
brave
brave
95Visit https://brave.com/search/api/ for a free API key. Search the web, local businesses, images,…
AAA
Atlassian Rovo MCP Server
atlassian
94Connect to Atlassian Jira, Confluence, Loom, and more to search, create, and manage your work.
AAA
Zotero MCP54yyyu
94Search, read, annotate, and add to your Zotero research library, local or web.
AAA
Agent-Native AssetsBuilderIO
94Digital asset manager - upload, organize, search, and generate on-brand images and videos
AAA
MCP servers (788)
- 1exa exa-labs · Search and webConnect AI agents to Exa for web search, content fetching, and multi-step research.100
- 2Agent Skills Search Server agentskills · Search and webSearch and discover Agent Skills from the skills.sh registry. Powered by HAPI MCP server.95
- 3brave brave · Search and webVisit https://brave.com/search/api/ for a free API key. Search the web, local businesses, images,…95
- 4Atlassian Rovo MCP Server atlassian · Search and webConnect to Atlassian Jira, Confluence, Loom, and more to search, create, and manage your work.94
- 5Zotero MCP 54yyyu · Search and webSearch, read, annotate, and add to your Zotero research library, local or web.94
- 6Agent-Native Assets BuilderIO · Search and webDigital asset manager - upload, organize, search, and generate on-brand images and videos94
- 7AIHOT KKKKhazix · Search and webChinese AI news: search topics, explore hot events, and read daily, weekly and monthly briefs.94
- 8OpenMetadata open-metadata · Search and webOfficial OpenMetadata MCP: 21 read and write tools for search, lineage, data quality, governance.94
- 9Exa Search pollinations · Search and webSearch the live web and fetch clean content from source pages.94
- 10JobSpy speedyapply · Search and webSearch LinkedIn, Indeed, ZipRecruiter, Glassdoor and regional job boards94
- ADYour product hereThis row is seen by people browsing search and web tools. Book it from $249 a month.See prices →
- 11Repomix yamadashy · Search and webPack local or remote codebases into AI-friendly files that LLMs and coding agents can read or search94
- 12ref-tools-mcp ref-tools · Search and webToken-efficient search for coding agents over public and private documentation.94
- 13Agentdb ruvnet · Search and webSelf-learning vector memory for AI agents — single-file .rvf cognitive container with HNSW search, episodic Reflexion memory, causal graph + Cypher, 9 RL algorithms, Thompson Sampling bandit, 41 MCP tools, hybrid (BM25 + dense) retrieval, GNN attention. 194
- 14Agent mcp-use · Search and webNative cross-platform MCP agent. Inspector → MCPAgent → loop → fetch + @mcp-use/client. LangChain bridge at @mcp-use/agent/langchain.94
- 15Qmd tobi · Search and webQuery Markup Documents - On-device hybrid search for markdown files with BM25, vector search, and LLM reranking94
- 16Ctx7 upstash · Search and webContext7 CLI - Fetch documentation context and configure Context794
- 17Exa MCP Server exa-labs · Search and webConnect AI agents to Exa for web search, content fetching, and multi-step research.94
- 18Pi Brain ruvnet · Search and webCLI and SDK for π — the RuVector shared brain. Share, search, and transfer learning across AI sessions.94
- 19Arc UI kuratlielia · Search and webReact components and blocks with motion. Search docs, props and shadcn install commands.93
- 20arxiv-mcp-server blazickjp · Search and webSearch arXiv papers, download full text, semantic search, citation graphs, and alerts via MCP.92
- 21Claude Code Ultimate Guide FlorianBruniaux · Search and webSearch the Claude Code Ultimate Guide and machine-readable references from any MCP client.92
- 22BoostedTravel Boosted-Chat · Search and webFlight search & booking for AI agents. 400+ airlines, $20-50 cheaper than OTAs.91
- 23brightdata-mcp brightdata · Search and webBright Data's Web MCP server enabling AI agents to search, extract & navigate the web91
- 24mcp-server-search bytedance · Search and webMCP server for web search operations91
- 25claude-real-video HUANGCHIHHUNGLeo · Search and webLet any LLM watch a video locally — and search everything it has ever watched.91
- 26Perplexity MCP perplexityai · Search and webReal-time web search, reasoning, and research through Perplexity's API91
- 27Perplexity AI MCP Server perplexityai · Search and webReal-time web search, reasoning, and research through Perplexity's API91
- 28MCP Linear tacticlaunch · Search and webA Model Context Protocol (MCP) server implementation for the Linear GraphQL API that enables AI assistants to manage Linear projects and search issues by text, state, and date.91
- 29classifier.dev docs mrmps · Search and webclassifier.dev documentation as tools: list, read and search the reference, benchmark and guides.90
- 30socraticode giancarloerra · Search and webMCP server for enterprise local codebase indexing, semantic search, and code dependency graphs.90
- 31Sui Knowledge Base (kapa.ai) MystenLabs · Search and webSemantic search across Sui documentation and knowledge sources, powered by kapa.ai90
- 32tooluniverse mims-harvard · Search and web2,700+ scientific tools for AI scientists: life science, research, literature, and more.90
- 33Nacre nacre-work · Search and webSelf-hosted permission-aware context layer. Search returns only what the caller may read.90
- 34fojin — Buddhist Canon Tools xr843 · Search and webBuddhist canon tools: search, passages, cross-canon parallels, dictionaries — all URN-cited.89
- 35DomainScout JohnDaka · Search and webDomain research for AI agents: checks hundreds of names in one call, with prices and where to buy.89
- 36docs proxysoul · Search and webSearch and read Empryo's documentation. Read-only, no auth, no local access.89
- 37atlassian-dc-mcp-jira b1ff · Search and webMCP server for Atlassian Jira Data Center - search, view, and create issues89
- 38brave-search-mcp-server brave · Search and webBrave Search MCP Server: web results, images, videos, rich results, AI summaries, and more.89
- 39SearXNG Search ihor-sokoliuk · Search and webMCP server for SearXNG — privacy-respecting web search with pagination, URL reading89
- 40obsei obsei · Search and webSelf-hosted customer feedback with PII stripped at ingest: search, stats and themes with citations.89
- 41minutes silverstein · Search and webThe private, owned conversation-memory layer for AI. Record, transcribe, and search every meeting.89
- 42AutoTS winedarksea · Search and webAutomated time series forecasting with model search, anomaly detection, and event risk analysis89
- 43Cookwala amado2k5 · Search and webSearch Cookwala recipes by diet, allergen, method and language; dry-run them safely. Read-only.88
- 44Inbox Zero elie222 · Search and webSearch Gmail and Outlook, save drafts, manage email rules, and view email stats.88
- 45Metabase metabase · Search and webLets AI clients search, explore, query, and visualize data in a Metabase instance.88
- 46Claude Code Explorer MCP nirholas · Search and webExplore the Claude Code CLI source — browse tools, commands, search code, and more.88
- 47ref-tools-mcp ref-tools · Search and webToken efficient search for coding agents over public and private documentation.88
- 48screenpipe screenpipe · Search and webSearch your local screen recordings, audio transcripts, and computer activity from screenpipe.88
- 49tavily-mcp tavily-ai · Search and webMCP server for advanced web search using Tavily88
- 50jshookmcp vmoranv · Search and webSearch-first MCP server for JavaScript reverse engineering: 735 tools across 36 domains.88
- 51mu micro · Search and webNews, web search, mail, markets, weather, places, files, calendar, contacts. 67 tools, one endpoint.88
- 52Server Perplexity Ask perplexityai · Search and webSingle-tool MCP server for Perplexity chat completions88
- 53Tekjobs Timurtek · Search and webA local-first job-search machine: watches hundreds of company job boards, scores every posting against your profile, and files matches into a folder of markdown notes you own. Bring your own LLM through MCP.88
- 54Agent Skills MCP tech-leads-club · Search and webThe official MCP for agent-skills. Curated catalog, progressive disclosure flow: Search → load canonical SKILL.md → fetch only validated references. Safe, lean, zero config.88
- 55MCP Docs Server mastra-ai · Search and webMCP server for accessing Mastra.ai documentation, changelogs, and news.88
- 56Tolgee tolgee · Search and webYour app's translations in Tolgee: search keys, create translations, trigger machine translation87
- 57Taiga UI MCP taiga-family · Search and webModel Context Protocol server providing Taiga UI documentation search and scaffolding tools.87
- 58Jina MCP Local jina-ai · Search and webLocal stdio MCP Server for Jina AI - Web search, reading, academic search, and more87
- 59Docs kurajs · Search and webKura — the docs framework on June. Sidebar, ToC, search, copy-markdown, and the agent surface (MCP) for a knowledgebase that serves humans and agents.87
- 60Aventurevc MCP Server aventurevc · Search and webMCP server that gives AI assistants access to aVenture research data on companies, people, funding, and news.87
- 61Rayfin Docs microsoft · Search and webRayfin docs indexing and search library — used by the MCP server, CLI, and other doc-facing surfaces87
- 62ThoughtDAG chenxiachan · Search and webSearch local AI conversations by file or phrase and recall source turns. Four read-only tools.86
- 63obsidian-mcp-server cyanheads · Search and webRead, write, search, and surgically edit Obsidian notes, tags, and frontmatter via MCP.86
- 64haiku.rag ggozad · Search and webLocal-first agentic RAG with citations - hybrid search, reranking, multimodal document retrieval86
- 65Apple Notes MCP sweetrb · Search and webMCP server for Apple Notes - read, search, create, edit, organize, and export notes on macOS via Claude and other AI assistants86
- 66Rdk Docs MCP D-Robotics · Search and webSearch D-Robotics RDK official manuals and the community forum, and discover RDK skills, via MCP.86
- 67Server Wiki Explorer modelcontextprotocol · Search and webWikipedia link explorer MCP App Server with graph visualization86
- 68pinkpixel-dev-web-scout-mcp pinkpixel-dev · Search and webSearch the web and extract clean, readable text from webpages. Process multiple URLs at once to sp…85
- 69APICK lead788 · Search and webAPICK Korean data, simple-auth lookups, OCR, search, conversion, image, video and TTS85
- 70bisibility CorgiCorner · Search and webTrack keyword rankings, research SEO opportunities, and manage bisibility projects with AI agents.85
- 71Fetch SCITT receipts and on-chain anchors for offline verification forestrie · Search and webFetch a SCITT receipt, its genesis and on-chain accumulator for @forestrie/mcp-verify to verify85
- 72OfficeIMO Document Tools EvotecIT · Search and webInspect, search, fetch, and convert local documents and mail stores with bounded access.85
- 73FlutterSDK Docs fluttersdk · Search and webSearch Wind UI, Magic, Dusk, Telescope and Artisan documentation. Hosted, public, no auth.85
- 74misakanet Ikalus1988 · Search and webFailure-memory layer for coding agents: search evidence-rated failure lessons by error text.85
- 75LetsFG — Flights & Hotels LetsFG · Search and webSearch and book flights and hotels: hundreds of airlines, plus bookable hotel rates.85
- 76Hex Research levnikolaevich · Search and webResearch graph MCP for hypotheses, goals, runs, source quality, audits, and generated maps.85
- 77Marmot Data Catalog marmotdata · Search and webOpen-source data catalog. Search assets, explore lineage, and find ownership.85
- 78Octocode muvon · Search and webAI-powered code indexer with semantic search and knowledge graphs85
- 79imap-mcp-server nikolausm · Search and webIMAP/SMTP MCP server to search, read, organize, send, reply & forward email for AI assistants85
- 80coolify StuMason · Search and web46 optimized tools for managing Coolify infrastructure, diagnostics, and docs search85
- 81Perplexity Ask modelcontextprotocol · Search and webMCP server for Perplexity Ask85
- 82Docusaurus Plugin MCP Server scalvert · Search and webA Docusaurus plugin that exposes an MCP server endpoint for AI agents to search and retrieve documentation85
- 83Hugeicons MCP Server hugeicons · Search and webMCP server for Hugeicons search and usage documentation85
- 84Memory jeffs-brain · Search and webLocal-first memory and hybrid retrieval library for LLM agents with pluggable stores, BM25 plus vector search, and a four-stage memory pipeline.85
- 85AI Toolkit Shopify · Search and webShopify AI Toolkit — agent skills to search Shopify docs, generate and validate GraphQL, Liquid, and UI extension code, and manage stores through the Shopify CLI.85
- 86Misakanet Setup Ikalus1988 · Search and webOne-command setup: teach your Claude Code / Codex / Hermes / OpenClaw / codewhale to search MisakaNet failure lessons before repeating a mistake, and to distil the session at a checkpoint.85
- 87Memory MCP Server provos · Search and webPersistent memory MCP server with semantic search, LLM summarization, and automatic compaction85
- 88runx runxhq · Search and webThe governed runtime for agent skills. Search the catalog and inspect a skill before running it.84
- 89gtm-api: LinkedIn MCP Server gtm-api · Search and webManaged LinkedIn MCP server for AI agents: search, connect, message and enrich on accounts you own.84
- 90Google Maps MCP Server cablate · Search and web18 Google Maps tools for AI agents — geocode, search, directions, weather, and more.84
- 91gemini houtini-ai · Search and webModel Context Protocol server for Google Gemini AI with chat, research, and grounding84
- 92marm-mcp-server Lyellr88 · Search and webUniversal MCP Server with advanced AI memory capabilities and semantic search.84
- 93mcp-server mapbox · Search and webGeospatial intelligence with Mapbox APIs like geocoding, POI search, directions, isochrones, etc.84
- 94Opentabs Plugin Hackernews opentabs-dev · Search and webOpenTabs plugin for Hacker News84
- 95Opentabs Plugin Zillow opentabs-dev · Search and webOpenTabs plugin for Zillow real estate search84
- 96Opentabs Plugin Wikipedia opentabs-dev · Search and webOpenTabs plugin for Wikipedia84
- 97Apple Mail MCP sweetrb · Search and webMCP server for Apple Mail - read, search, send, and manage emails via Claude and other AI assistants84
- 98Happy Platform MCP Happy-Technologies-LLC · Search and webHappy MCP Server — Model Context Protocol server for the ServiceNow platform with 480+ auto-generated tools, multi-instance support, and natural language search84
- 99Myrmo MCP MartinM10 · Search and webMyrmo MCP server: gives Claude Code, Cursor, Windsurf and any MCP client a shared memory of solved errors. Search fixes other AI agents found, report outcomes, publish new ones.84
- 100Agentdb ohos-ports · Search and webSelf-learning vector memory for AI agents — single-file .rvf cognitive container with HNSW search, episodic Reflexion memory, causal graph + Cypher, 9 RL algorithms, Thompson Sampling bandit, 41 MCP tools, hybrid (BM25 + dense) retrieval, GNN attention. 184
- 101Fibel k2b-dev · Search and webConfig-first documentation runtime for Markdown collections, custom SSR pages, search, and AI-ready source routes.84
- 102Brain schlessera · Search and webFile-first personal knowledge base operated by coding agents: CLI, hybrid search, MCP server, skills84
- 103CodeNib sysevol-ai · Search and webSource-linked CodeGraph exploration, ranked search, and static navigation for coding agents.83
- 104Generect generect · Search and webB2B lead and company data for AI agents: free search, pay only for emails, phones, profiles.83
- 105google-flights pulsemcp · Search and webMCP server for searching Google Flights — flight search, date grid pricing, and airport lookup.83
- 106pulse-fetch pulsemcp · Search and webMCP server for fetching web resources with content extraction and anti-bot bypass.83
- 107serpapi-hotels pulsemcp · Search and webMCP server for searching Google Hotels via SerpAPI — hotel search, pricing, ratings, and reviews.83
- 108ori-memory aayoawoyemi · Search and webPersistent memory infrastructure for AI agents. Identity, knowledge graph, and search.83
- 109cli aligndottech · Search and webCross-tool decision memory for AI coding agents: search your decision graph, check changes over MCP.83
- 110pubmed-mcp-server cyanheads · Search and webSearch PubMed/Europe PMC, fetch articles and full text (PMC/EPMC/Unpaywall), citations, MeSH terms.83
- 111Everything Search mamertofabian · Search and webFast file search: Everything SDK on Windows, Spotlight (mdfind) on macOS, locate/plocate on Linux.83
- 112TwitterTools MCP steley · Search and webFetch public X posts and threads; count and split text with X's real rules. No login, no tracking.83
- 113shodh-memory varun29ankuS · Search and webCognitive memory for AI agents — semantic search, Hebbian learning, knowledge graphs.83
- 114prospeo-mcp-server prospeo-v2 · Search and webProspeo: Find, search, and enrich people and companies with verified emails and mobile numbers.83
- 115mcp manovagyanik1 · Search and webRead your Clipy screen recordings: search, transcripts, AI summaries, and key moments with frames.83
- 116Reference facebook · Search and webWorkspace-local reference CLI/MCP server for semantic IWSDK search using externally hosted corpus/model warmup artifacts83
- 117Graph Indexer MaquinaTech · Search and webLive code graph and search for AI coding agents over MCP: tree-sitter (WASM) symbols, scope/import/type-aware references, call graphs, change impact and hybrid search — local, zero-dependency, no native builds.83
- 118Deep Roon MCP renebouwmeester · Search and webAn MCP server for Roon that reaches the parts the official API doesn't: reviews, biographies, Qobuz's and TIDAL's shelves, TIDAL's playlists, your history, search across your library and the streaming services83
- 119Code Graph sdsrss · Search and webMCP server that indexes codebases into an AST knowledge graph with semantic search, call graph traversal, and HTTP route tracing83
- 120Chub andrewyng · Search and webCLI for Context Hub - search and retrieve LLM-optimized docs and skills83
- 121Suganthan Gsc MCP Suganthan-Mohanadasan · Search and webGoogle Search Console MCP server for Claude. 28 SEO analysis tools including quick wins, traffic drops, content decay, cannibalisation, CTR opportunities, multi-site dashboards, and a full image-search suite (image keyword overview, image quick wins, web83
- 122Msteams MCP m0nkmaster · Search and webMCP server for Microsoft Teams - search messages, send replies, manage favourites83
- 123Niyusha HadiNiyu · Search and webAI coding agent for the terminal: staged file edits with diff review, permissioned shell, web search, autonomous mode, sessions, and an MCP client. Zero runtime dependencies.83
- 124Nimrod mixelpixx · Search and webWeb search with quality scores; web pages are read on your computer by the local server.82
- 125altmetric-mcp altmetric · Search and webMCP server for Altmetric APIs - track research attention across news, policy, social media, and more82
- 126Dataville datavilleorg · Search and webSEC filings, Wikipedia, arXiv, US Census and more for AI agents, with every answer source-linked.82
- 127Mobbin mobbin · Search and webSearch real-world UI & UX design references for mobile apps, web apps, and websites with Mobbin.82
- 128Neuronto ARD Registry: Agentic Resource Discovery (ARD) Index neuronto · Search and webNeuronto ARD Registry: one search across every public ARD registry + 200,000+ verified MCP tools82
- 129UI Beats nikhils4 · Search and webMCP server for UI Beats. Let your coding agent search, read and install animated React components.82
- 130mcp-mercado-libre codespar · Search and webMercado Libre — LATAM marketplace, product search, orders, sellers, shipments82
- 131clinicaltrialsgov-mcp-server cyanheads · Search and webSearch ClinicalTrials.gov: find studies, retrieve results, match patients to candidate trials.82
- 132Claude Code Explorer MCP codeaashu · Search and webExplore the Claude Code CLI source — browse tools, commands, search code, and more.82
- 133reddit-mcp-server jordanburke · Search and webReddit MCP server with full read/write - posts, comments, search, and content creation.82
- 134mcp-sap-docs marianfoo · Search and webFast MCP server for unified SAP docs search (SAPUI5, CAP, OpenUI5, wdi5) with BM25 full-text search82
- 135reMarkable MCP Server SamMorrowDrums · Search and webRead, render, search, and manage reMarkable documents through MCP82
- 136my-websearch wtznicy · Search and webMyWebSearch - multi-engine web search MCP server, CLI and local daemon. No API keys required.82
- 137OrchestKit Docs MCP yonatangross · Search and webRead-only MCP server for the OrchestKit docs: full-text search + Markdown fetch. No auth.82
- 138Paper Search MCP Nodejs Dianel555 · Search and webA Node.js MCP server for searching and downloading academic papers from multiple sources, including arXiv, PubMed, bioRxiv, Web of Science, and more.82
- 139Awwwards MCP INSANE0777 · Search and webFree MCP server giving AI agents design inspiration from Awwwards: search award-winning sites with inline screenshots and extract design DNA.82
- 140Docs MCP apideck-libraries · Search and webMCP server that lets agents search and retrieve your documentation at query time instead of relying on stale training data.82
- 141Feedkeeper visualfusion · Search and webA lightweight, self-hosted RSS reader and remote MCP server for your news, blogs, and AI workflows.82
- 142Codemem kunickiaj · Search and webMemory layer for AI coding agents — search, recall, and sync context across sessions82
- 143Gscdump CLI harlan-zw · Search and webCLI for Google Search Console and Bing with hosted or local authentication, data exports, and an MCP server82
- 144Dsh Ghidra spix18 · Search and webGhidra bridge plugin for DeepSeek Harness (DSH): 219 reverse-engineering tools — import binaries, decompile, xrefs, search, script Ghidra, plus the full upstream GhidraMCP REST surface, served from a single Ghidra JVM. Cross-platform (Windows, Linux, macO82
- 145MCP Upstream SidneyBissoli · Search and webFetch comum dos servidores MCP: retry com backoff e Retry-After, timeout por tentativa e orçamento por chamada, e a contagem de tentativas e anomalias que alimenta o `retrieval` do contrato de proveniência v1.182
- 146Smart Tool AllanSantos-DV · Search and webLocal MCP server that gives coding agents (Claude Code, Codex) cheaper, sharper tools than their built-in search. Windows.82
- 147Skills vinkius-labs · Search and webAgent Skills distribution via MCP. Progressive disclosure (search → load → read) for teaching AI agents domain-specific procedures through the SKILL.md standard.82
- 148Anyfetch aliasmode · Search and webWeb search and web fetch with no API keys. Reads the sites that refuse AI agents.81
- 149claude-ops-telegram-server Lifecycle-Innovations-Limited · Search and webTelegram personal-account MCP (MTProto user-auth). Read DMs, send messages, search across chats.81
- 150compass-mcp chrischall · Search and webCompass real-estate for Claude — search, property details, photos, price history, compare81
Skills (201)
- 1telecrawl steipete · Search and webTelegram archive: chats, messages, contacts, folders, search; import from Telegram Desktop/macOS.84
- 2discussion samchon · Search and webRuns structured multi-agent discussions for open-ended typia topics. Use only when the user explicitly asks for Discussion or a team debate with transcripts and conclusions; do not use for Self-Review, a solo or multi-agent review, research review, or issue discovery.84
- 3memory-policy getzep · Search and webUse when deciding whether to search Zep memory for user preferences.82
- 4session-search Companion-Inc · Search and webSearch prior Feynman session transcripts on disk. Use when the user asks about earlier research sessions, past findings, or wants to resume a prior session.82
- 5mem-search thedotmack · Search and webUse this when the user asks to search memory, "did we already solve this?", "how did we do X last time?", or wants work from previous sessions.82
- 6ticker-snapshot google-research · Search and webQuick structured overview of a single public equity — identity, sector, market cap, valuation ratios, current price, recent trend.82
- 7podcast codewhale-hq · Search and webTurn research into a spoken podcast — script, synthesize, stitch. Use when: podcast, generate a podcast, audio briefing, narrate, or turn this into audio.82
- 8eli5 Companion-Inc · Search and webExplain research, papers, or technical ideas in plain English with minimal jargon, concrete analogies, and clear takeaways. Use when the user says "ELI5 this", asks for a simple explanation of a paper or research result, wants jargon removed, or asks what something technically dense actually means.82
- 9mem-search thedotmack · Search and webUse this when the user asks to search memory, "did we already solve this?", "how did we do X last time?", or wants work from previous sessions.82
- 10hindsight-recall vectorize-io · Search and webSearch long-term memory for relevant context from past coding sessions using Hindsight MCP tools82
- 11sn-search-image OpenSenseNova · Search and webUSE FOR Google-backed image discovery via Serper.dev. Returns image URLs, page URLs, titles, and source domains.82
- 12wacli the-open-agent · Search and webSend WhatsApp messages to other people or search/sync WhatsApp history via the wacli CLI.81
- 13zipcode-search NomaDamas · Search and webLook up a Korean postcode and official English address from a known address with the official ePost integrated search page.81
- 14k-schoollunch-menu NomaDamas · Search and webUse when the user asks for Korean school meal menus (급식 식단) by natural-language education office and school name, via k-skill-proxy NEIS school-search and school-meal routes.81
- 15assembly-bill-vote-search NomaDamas · Search and web열린국회정보 Open API를 k-skill-proxy 경유로 호출해 의안 검색·상세와 국회의원 본회의 표결정보를 조회한다. 조회 전용.81
- 16himalaya OpenBMB · Search and webHimalaya CLI for IMAP/SMTP mail: list, read, search, compose, reply, forward, copy, move, delete.81
- 17s2b-notice-search NomaDamas · Search and webS2B 학교장터 공개 고객 공고/견적요청 목록을 브라우저 우선으로 조회하고 fixture HTML을 파싱해 공고 메타데이터를 정리한다. 돌쇠에서는 가능한 가장 가까운 합법적 공식 단계까지 준비한다.81
- 18d2b-notice-search NomaDamas · Search and web국방전자조달시스템(D2B) 공개 입찰공고 검색 화면에서 공고건명·공고구분·공고/개찰일·G2B공고번호·발주기관 조건으로 공고를 조회한다. 돌쇠에서는 가능한 가장 가까운 합법적 공식 단계까지 준비한다.81
- 19kstartup-search NomaDamas · Search and web공공데이터포털 창업진흥원 K-Startup Open API(15125364)로 통합 공고 사업 정보·지원사업 공고·창업 콘텐츠·통계보고서를 k-skill-proxy 경유로 조회한다. 검색 전용. 돌쇠에서는 공식 표면을 통한 후속 액션까지 진행한다.81
- 20producthunt ReScienceLab · Search and webSearch and retrieve content from Product Hunt. Get posts, topics, users, and collections via the GraphQL API. Use when user mentions Product Hunt, PH, or product launches.81
- 21knowledge x-cmd · Search and webSearch Hacker News, Wikipedia, DuckDuckGo, RFC docs, and Stack Exchange from the command line. Zero barrier — install x-cmd and start searching. Use for "search", "hn", "hacker news", "wikipedia", "ddgo", "duckduckgo", "rfc", "stack overflow".80
- 22lathe-tag devenjarvis · Search and webPick or backfill the search tags on a stored Lathe tutorial, in session. Use when the user invokes /lathe-tag with a slug like "/lathe-tag digital-synth-zig" to choose good tags for the `lathe serve` search and tag filters, or to backfill tags on a tutorial that has none.80
- 23search-docs NVIDIA-NeMo · Search and webSearch local Fern documentation for content related to a topic79
- 24research vinvcn · Search and web对照高可信一手来源调研问题，并把发现保存为仓库中的 Markdown 文件。适用于用户想调研主题、收集文档或 API 事实，或把阅读工作委托给后台代理时。79
- 25geo-optimizer nowork-studio · Search and webGenerative Engine Optimization (GEO) — make content rank in AI search answers from ChatGPT, Claude, Perplexity, Gemini, and Google AI Overviews. Audits existing content, rewrites for AI citation, and produces per-engine strategy. Use when asked to "optimize for AI search", "rank in ChatGPT", "GEO audit", "improve AI citations", "rank in Perplexity", "AI Overview optimization", "AI Overview ranking", "LLM SEO", "answer engine optimization", "AEO", "get cited by AI", "GEO", "generative engine optimization", "show up in ChatGPT", "appear in AI answers", "be cited by Perplexity", "SGE optimization", "Search Generative Experience", or "make my content show up in AI answers". Distinct from regular SEO — this targets generative engines, not traditional Google rankings.79
- 26blogwatcher OpenBMB · Search and webMonitor blogs and RSS/Atom feeds for updates using the blogwatcher CLI.79
- 27gog-searchconsole openclaw · Search and webGoogle Search Console operations through gog.79
- 28agtx-research fynnfluegge · Search and webExplore the codebase to understand a task before planning. Write findings to .agtx/research.md and stop. This is a read-only exploration — do not modify any files.79
- 29paper-search-usage fcakyon · Search and webThis skill should be used when the user asks to "search for papers", "find research papers", "search arXiv", "search PubMed", "look up a DOI", "download a paper", "search IEEE", or "search Scopus".79
- 30web-search dirac-run · Search and webEnable provider-native web search when current or externally verifiable information is needed78
- 31research pymc-labs · Search and webStructure a research based on the user request. Identify what must change in order to complete the task.78
- 32sirchmunk modelscope · Search and webLocal file search using sirchmunk API. Use when you need to search for files or content by asking natural language questions.77
- 33hyperflow-cache jeremylongshore · Search and webHyperflow memory manager. Use to view, search, add, edit, prune, or clear hyperflow project memory — "show memory", "search memory for X", "clear memory", "what does hyperflow remember about Y". CRUD over .hyperflow/memory/ only — never touches source code.77
- 34evosearch NVlabs · Search and webRun the CaP Fix Loop + Evolutionary Search experiment on a user-supplied list of low-performing benchmark tasks: iterative K=8 candidate search on development seeds 51–65, validation selection, and final held-out evaluation on seeds 1–50.77
- 35frankfurter a2aproject · Search and webFetch currency exchange rates from the frankfurter.dev API77
- 36slides-as-code foryourhealth111-pixel · Search and webBuild research slides with text-first source (Slidev/Marp/Reveal/Quarto) and reproducible export (PDF). Includes structure, figure reuse rules, and quality checklist for top-tier scientific presentations.77
- 37research study8677 · Search and webPerforms deep research on a topic via `deep_research`. Simulates a multi-step research process and returns a comprehensive research result as a string.76
- 38prospect-research Agenta-AI · Search and webResearch a prospective company and prepare a short, source-backed fit assessment.76
- 39intlayer-remote-content aymericzip · Search and webManages remote content and server-side dictionaries using the Intlayer CMS. Use when the user asks to "fetch remote translations", "use Intlayer CMS", or "handle server-side content".76
- 40forum EsotericSoftware · Search and webFetch Spine forum discussion threads. Use when the user shares a forum URL (esotericsoftware.com/forum/d/...) or asks about a forum thread.76
- 41zulip-fetch ki-editor · Search and webFetch the most recent messages from the ki-editor Zulip organization. Use when the user asks to check, read, or fetch Zulip messages/notifications.76
- 42wikipedia microclaw · Search and webLook up a quick factual summary of a topic, person, place, or thing from Wikipedia via its public REST API (no API key). Use when users want a concise overview, 'who/what is X', background, or a definition-level explanation of a named entity. Triggers on mentions of who is, what is, tell me about, overview of, background on, wikipedia, 是谁, 是什么, 介绍一下, 简介, 维基.76
- 43research-and-planning pymc-labs · Search and webPerform structured research and turn findings into an implementation plan.75
- 44affiliate-program-search Affitor · Search and webCompatibility pointer for finding and comparing affiliate programs. Use find-and-verify-affiliate-program for the current MCP-first discovery and verification workflow.75
- 45research-stage-publication Optima-CityU · Search and webPublish the current revision of an LLM4AD research workflow stage, including after a user edits and replaces an earlier conversation turn.75
- 46rss-watcher fuyuxiang · Search and webMonitor RSS/Atom feeds for new articles. Poll on schedule, summarize updates, deliver via any channel.75
- 47web-search tmustier · Search and webSearch the public web for up-to-date facts. Works out of the box with Jina (default, no API key needed); optionally Serper, Tavily, or Brave Search. Use when workbook context is insufficient and fresh external references are needed.75
- 48huggingface Anil-matcha · Search and webVerify your Hugging Face account and search the model hub. Read-only. Trigger phrases: hugging face, huggingface, hf model, search models.75
- 49brave-search Anil-matcha · Search and webIndependent web search from Brave's own index. Trigger phrases: brave, brave search, web search.75
- 50exa Anil-matcha · Search and webNeural web search with page text: one call returns ranked sources with snippets. Trigger phrases: exa, exa search, search the web.75
- 51deep-researcher clawdotnet · Search and webConducts comprehensive web research, synthesizes data from multiple sources, and produces detailed reports.74
- 52macro-evidence hashgraph-online · Search and webResearch macro releases, currency drivers, policy curves and positioning using FXMacroData tools and explicit source evidence. Use for macro briefs, release context and comparative currency research.74
- 53best-practices hashgraph-online · Search and webResearch current practices or compare approaches using primary evidence and the user's constraints.74
- 54local-mcp-messages hashgraph-online · Search and webUse when the user wants to read or search iMessage or Signal (macOS) or Microsoft Teams, Slack and WhatsApp (macOS and Windows) from the apps on their computer. Powered by LMCP.74
- 55agentlas-search agentlas-ai · Search and webUse when the user types /agentlas-search <query>, /agentlas search, or /hep-search to search across Local, Cloud, and Hub agent repositories.73
- 56google cyrusagents · Search and webSearch the web for information. Use when you need to look something up, find current information, or research a topic.73
- 57research shadcn-labs · Search and webIterative, self-evaluating web research. Use when answering open-ended questions that require gathering and verifying information from multiple sources.73
- 58refresh-link-cache-pr-fix open-telemetry · Search and webFetch, review, and attempt to fix failing link-check URLs on otelbot PRs. By default, sweeps all open `otelbot/*` PRs and processes those with failing link checks; targets a specific branch or group of branches when so instructed. Use when a bot branch is red, the link check keeps reporting 4XX/fragment errors after retries, or you want a guided pass over the link-cache fix loop.73
- 59new-search-engine teja2495 · Search and webAdd a built-in (SearchEngine enum-backed) search engine to Quick Search. Use when asked to add, support, or integrate a new web search engine, site search, or app search target such as Kagi, Perplexity, or a store search. Not for user-created custom engines.73
- 60investigate cyrusagents · Search and webResearch the codebase to answer questions. Search for relevant files, gather context, and provide clear answers.73
- 61ai-augmented-economist brycewang-stanford · Search and webIntegrate AI tools into economic research, teaching, and policy analysis with attention to privacy and reproducibility.73
- 62PDF Understanding B-M-Capital-Research · Search and webRead and analyze user-uploaded PDFs, preferably using the system-extracted text fragments, and output summaries, key points, and risk notes73
- 63retrieval sipyourdrink-ltd · Search and webRetrieval - vector DBs, embeddings, hybrid search, reranking.73
- 64content-research-writer KunAgent · Search and webResearch, outline, draft, cite, and revise evidence-based articles, briefs, and reports.73
- 65nanoresearch-planning OpenRaiser · Search and webProduce an experiment blueprint from a research hypothesis73
- 66Gold Analysis B-M-Capital-Research · Search and webAnalyze gold, gold-linked ETFs, and gold miners through macro drivers, positioning, and event risk73
- 67ig-research-report leamsigc · Search and webReport state — generates a beautiful HTML report from scraped data. Platform-agnostic: works with raw-posts.json from any platform. Reads transcripts, hook screenshots, engagement data, and produces a dark-themed report with post cards, pattern analysis, and findings.73
- 68synthesize athola · Search and webMerges, dedupes, ranks, and formats research findings into a report. Use after research agents return results from multiple channels to produce a ranked report.73
- 69dig athola · Search and webRefines an active research session by drilling deeper into a subtopic. Use after tome:research to narrow results to a specific channel or angle.73
- 70paid-ads-amazon hashgraph-online · Search and webPlan and review Amazon Ads with margin-aware ACoS, product, and search-term guardrails. Use for Amazon advertising, Sponsored Products, Sponsored Brands, Sponsored Display, ASIN targeting, Amazon ACoS, or Amazon Ads performance exports.72
- 71mode-research WeaveMindAI · Search and webResearch mode: search before implementing, search for concepts not libraries, overdo it, never trust stale knowledge. Load when switching to [research mode] or when blocked on a design decision, library choice, or anything the internet answers.72
- 72sxo hashgraph-online · Search and webSearch Experience Optimization (SXO), the bridge between SEO and UX/CRO. Audits the journey from the SERP click to the on-page goal: click-through factors (title, meta, rich results), then post-click signals that keep users and drive conversions: above-the-fold relevance and intent match, page speed / Core Web Vitals, readability, clear CTAs, mobile usability, and what causes pogo-sticking back to Google. Use when the user has decent rankings but poor CTR or poor on-page conversion, wants better dwell time / engagement, less bounce, or a page experience aligned with search intent. Trigger on: "SXO", "search experience optimization", "good rankings but low CTR", "high bounce rate from search", "pogo-sticking", "improve dwell time", "SEO and conversion", "ranking but not converting", "engagement signals", "make this page convert search traffic". For pure landing-page conversion in ads use /google-ads-landing; for content quality use /seo-page.72
- 7305-spike ai-driven-dev · Search and webProduces an evidence-bounded spike for an uncertainty blocking estimation, feasibility, or design. Use when the user wants to frame, investigate, resume, or conclude one. Not for general research or implementation.72
- 74spectre-recall joenandez · Search and webUse when user wants to search for existing knowledge, recall a specific learning, or discover what knowledge is available.72
- 75slack-tool xuiltul · Search and webSlack integration tool. It handles message sending and receiving, search, checking unreplied messages, channel list, and emoji reactions. Use when: Use when: you need to post to Slack, view the channel list, reply in threads, check unreplied messages, or add reactions.72
- 76bionemo-phage-generation NVIDIA-BioNeMo · Search and webUse when starting, planning, or resuming BioNeMo and Evo 2 bacteriophage genome generation or design for phage therapy research, including host-specific candidates for antibiotic-resistant infections and antimicrobial resistance (AMR); locates or acquires a compatible recipe checkout before implementation-specific work.72
- 77competitor-analysis holaboss-ai · Search and webResearch competitors and produce a weekly digest of their positioning, launches, and messaging.71
- 78research devcxl · Search and web对照高可信度一手来源调查问题，并将发现以 Markdown 文件落库。当用户希望研究某个主题、收集文档或 API 事实、或把阅读跑腿交给后台 agent 时使用。71
- 79index ZimoLiao · Search and webUse when the user wants to rebuild or refresh ScholarAIO keyword, full-text, FTS5, FAISS, or semantic search indexes after data or metadata changes.71
- 80insights ZimoLiao · Search and webUse when the user wants to analyze research behavior, search hot keywords, most-read papers, reading trends, active workspaces, or unread semantic neighbors.71
- 81blog-draft lhfer · Search and web根据想法和资料起草博客文章。Use when users want to draft a blog post, write an article from research, or turn notes/resources into a structured post.71
- 82trax-websearch rekursiv-ai · Search and webALWAYS invoke this skill when recording a trackinizer WebSearch -- verbatim query, provider, findings as produced_by edges. Do not write the WebSearch directly -- invoke this skill first. Not trax grammar (trax).71
- 83session-finder glebis · Search and webIndex and search Claude Code sessions using semantic embeddings (Gemini). Find past sessions by topic, relaunch the best match. Triggers on "find session", "which session did I", "relaunch the session where", "session about X".71
- 84humanizer majiayu000 · Search and webRemove signs of AI-generated writing from text. Use when editing or reviewing text to make it sound more natural and human-written. Based on Wikipedia''s comprehensive "Signs of AI writing" guide. Detects and fixes patterns including: inflated symbolism, promotional language, superficial -ing analyses, vague attributions, em dash overuse, rule of three, AI vocabulary words, negative parallelisms, and excessive conjunctive phrases. '71
- 85moraine eric-tramel · Search and webSearch and inspect prior agent sessions, observe active agent work, or prepare a sanitized Moraine bug report through the local Moraine MCP server.71
- 86topics ZimoLiao · Search and webUse when the user asks about research themes, topic distribution, BERTopic clustering, topic overview, topic papers, topic merges, or HTML topic visualizations.71
- 87bmad-market-research delorenj · Search and webDeprecated — forwards to bmad-deep-recon (market type).71
- 88visit-webpage pasky · Search and webVisit a webpage and extract its content as markdown, or fetch images. Use for reading articles, documentation, or any web page content. Handles both HTML pages (via Jina Reader) and image URLs (downloads and saves locally).71
- 89lazyweb-quick-search LazywebHQ · Search and webDeprecated name for /lazyweb-quick-search. Use /lazyweb-search-screens instead.70
- 90rank-me-up Automattic · Search and webRun an on-page SEO audit on a WordPress site and get actionable recommendations to improve search visibility.70
- 91web_research taracodlabs · Search and webDeep web research with multi-source verification70
- 92anki-connect-skill CraftOS-dev · Search and webInteract with Anki flashcard decks via the AnkiConnect REST API. Use when the user wants to create, update, search, or manage Anki cards, decks, notes, or models.70
- 93design-judge-shared SeanJ1ang · Search and webShared support package for the Design Judge skill collection. Install it with design-award-search and design-award-match so those skills can read the canonical functional-design taxonomy and official award-source registry. Do not invoke it as a standalone design workflow.70
- 94fetch-markdown-specs tats-u · Search and webRead if you want to refer to the CommonMark/GFM specifications70
- 95stacks-research stacksjs · Search and webUse when researching a question against primary sources, gathering API facts, or capturing cited findings for a Stacks design decision. Covers source verification and project research notes.70
- 96openakita/skills@baidu-maps openakita · Search and webBaidu Maps skill for location search, nearby place search, geocoding, route planning, and weather queries. Use when user needs map services, location information, or navigation within China.70
- 97notion QuixiAI · Search and webSearch, read, query, and create content in the connected Notion workspace70
- 98lazyweb-search-flows LazywebHQ · Search and webStudy complete product flows for onboarding, checkout, paywalls, signup, and other multi-step journeys.70
- 99openakita/skills@baidu-deep-research openakita · Search and webQianfan Deep Research Agent for complex research tasks. Combines information retrieval, multi-source analysis, content synthesis, and report generation. Use when user needs in-depth research, analysis reports, or comprehensive investigation on complex topics.70
- 100gkeep CraftOS-dev · Search and webGoogle Keep notes via gkeepapi. List, search, create, and manage notes.70
- 101lazyweb-search-screens LazywebHQ · Search and webFind real product screens and UI patterns to guide a design or conversion decision.70
- 102openakita/skills@baidu-search openakita · Search and webBaidu Web Search skill for real-time Chinese web information retrieval. Breaks through static knowledge base limitations to get the latest news and information. Use when user needs to search the Chinese web for current information.70
- 103url axoviq-ai · Search and webFetch and extract text from web URLs70
- 104ingest suboss87 · Search and webFetch requested source material and prepare sourced engagement updates. Use to catch up from external notes or messages; applying updates requires a bound record and confirmation.70
- 105social-search DanMcInerney · Search and webCollect what people say across public communities and the web in parallel, then return one independently written, cited brief.70
- 106openakita/skills@netease-music openakita · Search and webNetEase Cloud Music skill for searching songs, managing playlists, getting personalized recommendations, and controlling playback via ncm-cli. Use when user wants to search music, play songs, manage playlists, or get music recommendations.70
- 107knowledge-retrieval open-gitagent · Search and webSemantic search over ingested documents using RAG (LlamaIndex/ChromaDB or Foundational RAG)70
- 108research NVIDIA · Search and webBefore designing a feature, research how comparable libraries solve the problem, check best practices, known pitfalls, and upstream changes. Use when starting a new feature, investigating an unfamiliar area, or the user asks to research something.70
- 109send-sticker openakita · Search and webSearch and send sticker images in chat. Use during casual conversations, greetings, encouragement, or celebrations to make interactions more lively and engaging.70
- 110research open-gitagent · Search and webResearches a topic by breaking it into subtopics, gathering factual information with reasoning, and producing a structured summary with key findings and open questions. Use when the user asks to research, investigate, look up, summarize a topic, or says 'what is known about...' or 'learn about...'70
- 111openakita/skills@file-manager openakita · Search and webFile and directory management tool for creating, reading, writing, deleting, moving, copying, and searching files. Use this skill when the user needs to perform file operations, list directories, search by pattern or content, or get file metadata like size and modification time.70
- 112writer-reader Firstp1ck · Search and webSimulate a specified first-time reader's reactions to fiction, tracking curiosity, tension, attachment, confusion, and payoff without presenting simulation as real audience research.70
- 113Release Research CodeSoul-co · Search and webCollects bounded public evidence and preserves source provenance.69
- 114agora flancian · Search and webAccess the Agora Knowledge Commons to search for concepts, resolve [[wikilinks]], and explore the distributed knowledge graph. Use this when the user asks about "the Agora", mentions a [[wikilink]], or wants to search for knowledge in the commons.69
- 115drmax-signalforge VKirill · Search and webDrMax SignalForge v0.4 — one live URL, 5 competitors, SERP+AIO, GSC; closed experiment loop with a measurement contract. Use when: SignalForge, оптимизировать эту URL, эксперимент по странице, GSC гипотезы, почему страница не растёт. SKIP: new cocoon/IA (→drmax-cocoon-engine-x4); BrandCore fill (→drmax-brandcore); prose polish (→drmax-text-humanization).69
- 116notion-connect egregore-labs · Search and webUse for ''connect notion'', ''notion status'', or ''disconnect notion'' — connects the current agent runtime directly to Notion''s official hosted MCP for search and fetch, or checks/revokes that connection.69
- 117radar-report jmagly · Search and webAggregate research-corpus radar sidecars into a corpus or per-cluster freshness report — totals, overdue count, per-cluster / per-GRADE / per-trajectory breakdowns, an overdue table, and per-radar rationale snippets. Runs via `aiwg corpus radar-report`.69
- 118blogwatcher CoWork-OS · Search and webMonitor blogs and RSS/Atom feeds for updates using the blogwatcher CLI.69
- 119ktlo coinbase · Search and webInstructions to fetch assigned Linear issues in the current cycle and potentially kick off a development session.69
- 120radar-status jmagly · Search and webReport which research-corpus radar sidecars are overdue for refresh. Computes staleness (days since last refresh vs the cadence window) for every radar, sorted most-overdue-first. Runs via `aiwg corpus radar-status`.69
- 121youtube AFK-surf · Search and webYouTube: search videos and channels, read metadata, playlists, and comments, get transcripts or subtitles, and download videos.69
- 122fredapi mkurman · Search and webFederal Reserve Economic Data (FRED) API client. 800,000+ US and international economic time series: GDP, inflation, unemployment, interest rates, industrial production. Direct data access for macro research.69
- 123local-places CoWork-OS · Search and webSearch for places (restaurants, cafes, etc.) via Google Places API proxy on localhost.69
- 124profile-status jmagly · Search and webReport research-corpus entity profiles (PROF-P/O/G/F) past their refresh cadence. Computes staleness via the shared cadence helper, sorted most-overdue-first. Runs via `aiwg corpus profile-status`.69
- 125curator-init jmagly · Search and webScaffold a PROF-S source/curator profile for a research-corpus discovery curator (account/feed) from its handle. Runs via `aiwg corpus curator-init`.69
- 126evidence-docx google-research · Search and webUse when a claim you are checking turns on what a Word document (.docx) actually contains — its text and headings, the cells of its tables, tracked changes, comments, or embedded numbers. Reads the document in reading order with structure preserved, dumps tables cell by cell, and exposes revisions and comments that plain text extraction hides.69
- 127atomicmemory-cli atomicstrata · Search and webUse the installed AtomicMemory CLI for memory search, ingestion, packaging, diagnostics, and agent-safe JSON output.69
- 128hashtag-keyword-research Ootto-AI · Search and webBuilds searchable, niche-fit hashtag and keyword sets so your reels surface in Explore and in search. Use when the user says "hashtags for this", "keyword research", "how do I get in Explore", "what tags should I use".69
- 129omop-ohdsi mkurman · Search and webOHDSI (Observational Health Data Sciences and Informatics) OMOP Common Data Model. Tools for converting EHR data to OMOP CDM, running cohort analyses, and population-level estimation. Standard for observational research.69
- 130sibyl hyperb1iss · Search and webPersistent memory and task coordination for this project. Invoke for any prompt about past work, project state, in-progress tasks, prior decisions, gotchas, or capturing a non-obvious learning. Also covers semantic search across project knowledge and external docs.69
- 131shaft-guide-search ShaftHQ · Search and webUse when current official SHAFT syntax, configuration, migration, troubleshooting, or feature guidance must be found and cited before coding.68
- 132open block · Search and webOpen markdown documents in Penpal for collaborative review. Use when you want a human to review a document, plan, or research artifact.68
- 133design rossoctl · Search and webArchitectural design workflows - research, propose, review, iterate68
- 134external-term-lookup geneontology · Search and webUse this to search for relevant terms in external ontologies. NEVER guess ontology terms or term IDs, always confirm using this skill. The general methodology is to use `obo-grep.pl`68
- 135tavily-hikari-map IvanLi-CN · Search and webDiscover site URLs through Tavily Hikari with tvly-hikari.68
- 136slack ykdojo · Search and webRead Slack messages, channels, DMs, and search. Read-only access to your Slack workspace.68
- 137manus aigorahub · Search and webLaunch bounded private Manus research, including Cobbler-managed Wide Research and deterministic reference fan-out. Use when the user types /manus.68
- 138iss-position HybridAIOne · Search and webFetch the current ISS latitude and longitude from the WhereTheISS API and return standardized payloads.68
- 139quantify-resource-gap yogsoth-ai · Search and webQuantify resource demand, available supply, gap, severity, and uncertainty for a research/experiment plan.68
- 140stylegallery-search changeroa · Search and webFind and read StyleGallery guidance (layout patterns, recipes, motion, state management, platform guides, design terminology, expression) with the stylegallery CLI or the stylegallery-mcp search/read tools. Use when a UI task needs a layout pattern, recipe, or interaction contract and the right document is not already known.68
- 141reddit amosblomqvist · Search and webSearch Reddit and browse subreddit posts using the public JSON API. Use when you need to find Reddit discussions, community reactions, or story leads from specific subreddits.68
- 142generate-candidate-directions yogsoth-ai · Search and webGenerate diverse candidate research fields/subfields consistent with current context while permitting deliberate boundary-crossing.68
- 143agentdb-mmr ruvnet · Search and webMaximal Marginal Relevance rerank — get diverse top-k instead of redundant top-k. Use when standard search returns 5 near-duplicates, or when you want broader coverage of a topic.68
- 144scoring-engine trainingsites · Search and webScores and ranks research opportunities 0-100 for the Strategy and Research Team (Atlas) across four signals — demand, gap, timing, fit — plus an internal-data multiplier. Internal skill, invoked by content-scanner and competitor-analyzer.68
- 145ingest opensearch-project · Search and webProcess unstructured documents into search-ready chunks. Use this skill when the user wants to process PDFs or unstructured documents into JSONL chunks using Docling. Activate even if the user says document processing, chunking, Docling, PDF processing, or chunk quality evaluation. For cloud-scale ingestion via OSIS pipelines, see cloud/managed-ingestion-service.68
- 146forget ThinkfleetAI · Search and webDelete or correct a MemMesh memory. Finds the item by search or id, confirms, then soft-deletes (default, sync-safe) or hard-deletes (GDPR/cleanup). Also handles "undo that" for a memory just added, and corrections via supersede. Use when removing outdated/incorrect/sensitive memories or cleaning up after experiments.68
- 147Legal Research tinyhumansai · Search and webAnswer a legal question with authority behind it, and record the answer where it will be found again.68
- 148page-refresh tin-computer · Search and webPropose exact title, snippet, H1 and opening-answer replacements for one existing page from its search evidence, in the project's positioning and voice.68
- 149bilibili-portfolio-search redfox-data · Search and webB站账号作品列表实时查询工具。根据B站UP主的UID获取该UP主发布的最新视频作品列表，支持游标翻页浏览更多作品。当用户想查看某个B站UP主的作品列表、B站账号视频、UP主投稿列表时使用。68
- 150etsy-seo-tags nexscope-ai · Search and webEtsy tag optimization — 13-tag strategy, attribute optimization, search ranking factors68
