Research
graph-search
Searches the code knowledge graph by function, class, or type using FTS5 full-text search
Productivity
knowledge-locator
Searches and navigates stored knowledge in memory palaces
Research
paper-search-pro
Find academic papers across up to 7 sources (OpenAlex / Semantic Scholar / CrossRef / PubMed / arXiv for English, plus native-Chinese retrieval via NSSD 国家哲社文献中心 + yiigle 中华医学期刊) w…
Productivity
coding-agent-sessions
MUST USE when asked to find, read, list, search, inspect, fetch, export, or reconstruct coding-agent sessions across Codex, Claude Code/Desktop, OpenCode, OMO/Senpi/pi, oh-my-pi (o…
Data
logseq-skill
LLM-powered query layer for Logseq vaults. SQLite + FTS5 + jieba CJK tokenizer for sub-millisecond cross-vault search, backlinks, and TODO aggregation that Logseq desktop can't del…
Automation
podwise
Podcast knowledge workflows powered by Podwise CLI: search podcasts and episodes by keyword, monitor followed shows for new releases, find popular episodes, ask questions and extra…
Content
podwise
Podcast knowledge workflows powered by Podwise CLI: search podcasts and episodes by keyword, monitor followed shows for new releases, find popular episodes, ask questions and extra…
Web
naver-openapi-helper
Generate Python code for Naver Open APIs (News Search, Blog Search, Web Search, Datalab Trends, Image Search, Book Search, and other openapi.naver.com APIs). Use this skill wheneve…
AI / ML
videodb
See, Understand, Act on video and audio. See- ingest from local files, URLs, RTSP/live feeds, or live record desktop; return realtime context and playable stream links. Understand-…
Research
loc-search
Search the Library of Congress with the `locgov` CLI — American newspapers from 1736 to 1963 in more than twelve languages, plus digitised books and manuscripts, all with page-leve…
Documentation
docmancer
Search and query local documentation knowledge bases using docmancer CLI. Use when the user asks about third-party library docs, API references, vendor documentation, version-speci…
Productivity
mnemonic
Search local indexed markdown knowledge bases. Use when the user asks to find notes, dig up a concept from personal docs, cross-reference ideas across wikis, or answer from indexed…
Business
lee-tenant-search
Queries the shared Lee Raleigh tenant-requirements pool for active tenant needs by asset type, size, or location, returning matches with broker contacts for pairing listings. Size …
Automation
forage-solutions
Explores solution spaces with ant colony optimization: deploys scout hypotheses, reinforces promising paths, detects diminishing returns, and abandons unproductive strategies. Use …
Productivity
minutes-search
Search past meeting transcripts and voice memos for specific topics, people, decisions, or ideas. Use this whenever the user asks what we discussed about X, find that meeting where…
Web
programmatic-seo-template-builder
Evaluates whether programmatic SEO is viable for a given use case and, when appropriate, designs differentiated page templates, data schemas, and phased rollout plans across six pa…
Data
amazon-search-listing
Extracts structured product listings from any Amazon search or category page across all regional TLDs, returning per-item cards (ASIN, title, price, ratings, badges) plus paginatio…
Documentation
okf-frontmatter
Maintains documentation under Google's Open Knowledge Format (OKF) by embedding YAML frontmatter as the single source of truth for type, title, tags, intent, and schema links. Sear…
AI / ML
hermes-snow-search
Global memory retrieval layer — cross-session SQLite FTS5 search (~0.1s) across full message history, memory, and facts, with CJK/English auto-routing (trigram vs unicode61 tokeniz…
Automation
flight-search
Translates flight search requests into precise CLI invocations, mapping origin, destination, dates, and constraints like alliances, cabin class, or layovers into correct routing, e…
Research
mx-search
Leverage East Money MX search for financial scenarios with intelligent source filtering. Retrieve time-sensitive or event-specific information including news, announcements, resear…
Automation
setup-searches
Configures and manages search sources from role targeting through `careerrat searches`: creates baselines from role buckets, enables sources, adds or imports searches (including bo…
General
blog-geo
AI citation readiness audit scoring blog posts for citability in ChatGPT, Perplexity, Gemini, and Google AI Overviews. Evaluates passage-level citability, Q&A formatting, entity cl…
Productivity
pp-github
Every gh command, plus a local store, cross-org rollups, and FTS no other GitHub tool ships. Trigger phrases: `what's open across my org on github`, `cross-repo pr review load`, `g…
Documentation
Searching AEM Documentation
Searches the aem.live documentation for information on AEM Edge Delivery Services features. Use this skill when you need more information about a feature, want guidance on how to i…
Research
xiaohongshu-search-full
Performs comprehensive keyword search on Xiaohongshu (XHS/RedNote), extracting full note data including body text, tags, media URLs, timestamps, and engagement metrics. Supports al…
Research
infrastructure-search-literature
Literature search aggregator across arXiv, Crossref, local corpora, and optional Paperclip API. Supplies Paper/SearchQuery models, multi-backend client with failure isolation, DOI-…
Productivity
aidevelopers2/remoteopenclaw-mcp
MCP server and CLI to search the Remote OpenClaw directory of 13,870+ MCP servers, 4,384+ agent skills, and plugins. Returns names, links, and install commands. Install: claude mcp…
Productivity
AGENTS.md — Codebase Dedupe Protocol
This project has a strict rule: **you must not create new code, new files, or new implementations unless you have first searched the codebase using the MCP tool and compared agains…
Data
Copilot Instructions
Primary structure: - `document_search/crawler.py` → source traversal/ingestion - `document_search/extractors/` → file-type extraction - `document_search/services/` → reusable domai…
Web
apify-baidu-search-api
Delivers structured Baidu SERP results via the Apify Baidu Search Scraper Actor, returning one dataset item per page with organic results, related searches, and top queries. Suppor…
Data
x-tweet-search-by-query
Executes advanced X/Twitter searches via query string and returns normalized results including tweet text, author details, engagement metrics, media, and pagination cursor. Support…
AI / ML
Multi Llm Wrapper
<task> Current-Sub-Project: Brave Search Knowledge Aggregator Mode: Code Directory: c:/dev/od-dm-y/OneDrive/dev-projects/multi-llm-wrapper/src/brave_search_aggregator Docs_Director…
Web
vistoya-fashion-shop
Search and recommend real fashion products across thousands of stores using the Vistoya MCP. Supports natural-language queries, structured filters, similar-item lookup, multi-curre…
Productivity
ov-experience-memory
Retrieves and applies prior operational guidance from OpenViking experience records via standard search and read tools. Use before or during complex, multi-step work such as coding…
AI / ML
add-workiq
Integrates Work IQ (M365 Copilot Search) into Power Apps code apps using the Work IQ Copilot MCP connector and a production McpSession wrapper for knowledge-grounded search/chat. S…
Research
policy-search-china-skill
Search Chinese government policy documents across 16 ministries and extract verbatim citations with source links for reports and planning. Ships a large local policy cache plus scr…
Content
render-search-grid
Generates a deterministic search-grid video from JSON config: real-DOM masonry grid with sequential beats—grid-to-typing transition, three-card stack-in, fullscreen box-grow, swipe…
Research
wechat-article-search
Search WeChat public account articles by keyword. Use when the user asks to search 公众号文章/微信文章/WeChat articles by topic and wants a list with title, summary, publish time, source ac…
General
search-before-debugging
Before debugging any new issue, search the shared knowledge base for prior fixes from this or any session. Apply at the first sign of an error, stack trace, or unexpected behavior—…
Data
mfs-find
Search, grep, browse, and read across registered MFS data sources—codebases, docs, databases, issue trackers, CRMs, chat logs, and object stores—via the `mfs` CLI. Use for locating…
Research
fable-research
Deep codebase research using five parallel search modes—names, content, structure, git history, and tests—followed by deep reads, cited synthesis, and completeness review. Handles …
Automation
flights
Search flights using natural language. Parses travel requests, searches Google Flights, filters by your constraints (times, airlines, stops), and presents the best options. Example…
AI / ML
ai-modern-approach
Applies the AIMA rational-agent model, search algorithms (uninformed, A*, minimax, alpha-beta), constraint satisfaction, logical inference, Bayesian networks, Markov models, and re…
Data
redis-search
Provides Redis Search expertise for index design, FT.CREATE schemas, query syntax (DIALECT 2), FT.SEARCH/AGGREGATE/HYBRID commands, vector similarity (HNSW/FLAT), hybrid retrieval,…
Web
terminal--orama
Expert guidance for Orama, the fast full-text and vector search engine that runs in browser, server, and edge environments. Helps implement search with typo tolerance, facets, filt…
Productivity
cheese-brain
DuckDB-powered knowledge store for rapid lookup across 20+ entity types including projects, contacts, tools, workflows, and decisions. Delivers sub-millisecond keyword and BM25 sea…
Productivity
ob-read
Reads existing notes from an Obsidian vault. Performs three-layer search (vault map, tags/paths, full-text grep) and returns structured matches. Use for any query spanning notes or…
Research
searxng-bangs
Privacy-focused web search through SearXNG with DuckDuckGo-style bangs. Supports 250+ engines across general, news, images, videos, and science categories, aggregates multi-engine …
General
sqr-pipeline
End-to-end search query report pipeline that pulls terms across MCC accounts, runs multi-pass consensus classification, flags geo conflicts, and uploads approved negative keywords …
Productivity
job-board-search
Scans company career pages, extracts open roles, and scores each against your profile using pool-anchored and channel-conditional criteria. Applies a contrarian gate, builds per-ro…
Research
bx
USE FOR web search, research, RAG, grounding, browse, find, lookups, fact-checking, documentation, agentic AI. All-in-one, optimized for AI agents. Pre-extracted, token-budgeted we…
Research
bx
USE FOR web search, research, RAG, grounding, browse, find, lookups, fact-checking, documentation, agentic AI. All-in-one, optimized for AI agents. Pre-extracted, token-budgeted we…
Productivity
paperless-ngx
Search and retrieve documents from a Paperless-ngx archive via REST API. Use when the user wants to find, read, or update documents stored in Paperless-ngx (for example: search by …
Web
algo-ecom-search
Optimize e-commerce search relevance across the full pipeline from query understanding to result presentation. Use this skill when the user needs to improve search quality, impleme…
Research
epstein
Search 44,886+ DOJ-released Jeffrey Epstein documents from the Jan 2026 release. Query by name, topic, location, or keyword across the full DugganUSA index for document previews, p…
Productivity
aoa-decision-find
Locates AoA decision records via workspace graph search and impact packets, then cross-checks claims against local source notes and decision indexes. Use when prior rationale, chan…
Productivity
conversation-archive
Ingests chat exports and agent transcripts into dated conversation pages, validates them, extracts facts, and maintains completeness via gap detection. Enables queries like tracing…
Business
google-ads-builder-search
Builds Search campaign blueprints with ad-group structure, keyword lists, responsive search ads, negatives, extensions, and bidding. Outputs .xlsx and campaign-spec.json for Google…
Data
vs-item-onboarding
Imports datasets into Viking AI Search from local files (JSON, JSONL, CSV) or MySQL, with optional scheduled sync for append-only sources. Exports to bootstrap JSONL, infers schema…
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