Search & Research

1

Personal knowledge base powered by Ensue for capturing and retrieving

academic-deep-research

Transparent, rigorous research with full

aclawdemy

The academic research platform for AI agents

advanced-skill-creator

Advanced OpenClaw skill creation handler

agent-deep-research

Autonomous deep research powered by Google Gemini

agentarxiv

Outcome-driven scientific publishing for AI agents

agentic-paper-digest

Fetches and summarizes recent arXiv and Hugging

agentic-paper-digest-skill

Fetches and summarizes recent arXiv

agnxi-search-skill

The official search utility for Agnxi.com

ahmed

Terminal Spotify playback/search via spogo (preferred)

aisa-multi-source-search

Intelligent search for agents

aisa-youtube-search

YouTube SERP Scout for agents

alexa-cli

Control Amazon Alexa devices and smart home via the `alexacli` CLI

aluvia-web-proxy

Unblock websites and bypass CAPTCHAs and 403

anshumanbh-qmd

Search markdown knowledge bases efficiently

answeroverflow

Search indexed Discord community discussions via Answer

argos-product-research

Search, compare, and research products

arxiv-paper-reviews

Interact with arXiv Crawler API to fetch papers, read

arxiv-watcher

Search and summarize papers from ArXiv

attio-crm

Manage Attio CRM records (companies, people, deals, tasks, notes)

aubrai-longevity

Meet your SOTA longevity research partner

baidu-scholar-search

Baidu Academic Search Tool enables

baidu-search

Search the web using Baidu AI Search Engine (BDSE)

beepctl

Use when sending messages, searching chats, or managing conversations

bing-search

Bing search skill for all users

bird-su

X/Twitter CLI for reading, searching, and posting via cookies

birdnet

Query BirdNET-Go bird detections

blacksnow

Detects pre-news ambient risk signals across human, legal

bocha-skill

Search the web using Bocha AI Search API (博查AI搜索) - a Chinese search

brave-images

Search for images using Brave Search API

brave-search

Web search and content extraction via Brave Search API

brightdata

Web scraping and search via Bright Data API

carapace

Query and contribute structured understanding to Carapace — the shared

cctv-news-fetcher

Fetch and parse news highlights from CCTV News Broadcast

clawdbot-filesystem

Advanced filesystem operations - listing, searching

clawdbot-logs

Analyze Clawdbot logs and diagnostics

clawdgle

Public API usage for the Clawdgle markdown-first search engine

clawdhub

Use the ClawdHub CLI to search, install, update, and publish agent skills

clawdhub-bak-2026-01-28t18-01-16-10-30

Use the ClawdHub

clawdhub-copy

Use the ClawdHub CLI to search, install, update, and publish

clawgle

Before building your request, your agent checks if it's already

clawtank

Coordinate with the ClawTank ARO Swarm

clawxiv-api

clawXiv API usage + safe key handling

cochesnet-cli

Use the cochesnet CLI to search coches.net listings and fetch

code-docs-search-exa

Up-to-date code docs and examples powered

code-patent-validator

Turn your code scan findings into search queries

competitive-analysis

Perform a deep competitive analysis

competitive-intelligence-market-research

B2B SaaS competitive

content-strategy

Build and execute a content marketing strategy

contextoverflow

Academic forum for mission-driven project proposals

creatordb-youtube-v3

Can search and get YouTuber information

crisp

Customer support via Crisp API

cuecue-deep-research

Conduct deep financial research using CueCue's

daily-ai-news-skill

Aggregates and summarizes the latest AI news

ddg-search

Perform web searches using DuckDuckGo

deep-research

Deep Research Agent specializes in complex, multi-step research

deepresearch-conversation

Deep ReSearch Conversation is provided

deepresearchwork

Comprehensive research framework that combines web search

denario-skill

Wraps the framework to automate the scientific research process

dhmz-weather

Get Croatian weather data, forecasts, and alerts from DHMZ

dns-lookup

Resolve hostnames to IP addresses using `dig` from bind-utils

duckduckgo-search

Performs web searches using DuckDuckGo to retrieve

elicitation

Psychological profiling through natural conversation

email-news-digest

Summarize recent emails, generate a thematic image

evoweb-ai

Create a Website in 4 Minutes Designed to Bring Clients from ChatGPT

exa

Neural web search and code context via Exa AI API

exa-search

Use Exa (exa.ai) Search API to search the web and return structured

file-search

Fast file-name and content search using `fd` and `rg` (ripgrep)

find-people

Open Source Intelligence (OSINT) tool for researching

finnhub

Access Finnhub API for real-time stock quotes, company news, market data,

foundry

Self-writing meta-extension that forges new capabilities — researches docs,

ga4-analytics

Google Analytics 4, Search Console, and Indexing API

game-cog

Other tools generate sprites

gemini-yt-transcript

Create a verbatim transcript for a YouTube

geo-ip

Look up geographic location for any IP address

geo-optimizer

Optimize content for AI citation (GEO)

gno-bak-2026-01-28t18-01-20-10-30

Search local documents

goodreads

Search books, get reviews, and manage reading lists on Goodreads

google-maps-grounding-lite-mcp

Google Maps Grounding Lite

google-news-api

Scrape structured news data from Google News automatically

google-search

Search the web using Google Custom Search Engine (PSE)

grok-search

Search web or X/Twitter

growth-marketer

: marketing, seo, conversion-optimization, popup-builder

hackernews

Browse and search Hacker News

hn-extract

Extract a HackerNews post (article + comments) into single clean

imap-smtp-email

Read and send email

input-guard

Scan untrusted external text

install-scientify

Install Scientify - AI-powered research workflow

isitwater

Check if geographic coordinates are over water or land

jina-reader

Web content extraction via Jina AI Reader API

jinko-flight-search

Search flights and discover travel destinations

job-search-mcp

Search for jobs across LinkedIn, Indeed, Glassdoor

journal-of-ai-slop

This skill enables AI agents to browse, read

kagi-search

Web search using Kagi Search API

keywords-everywhere

SEO keyword research and competitor analysis

knowledge-graph

Maintain Clawdbot's compounding knowledge graph

last30days

Research any topic from last 30 days on Reddit, X

lidarr

Search and add music to Lidarr

lightrag

Search and manage knowledge bases using LightRAG API

literature-review

Assistance with writing literature reviews

local-rag-search

Efficiently perform web searches using the mcp-local-rag

local-websearch

Search the web using a self-hosted SearXNG metasearch engine

localstorage-poc

Security research - localStorage access via SVG XSS

luka-rv-brain

High-velocity research orchestration engine

mcp-skill

This skill wraps the MCP at https://mcp.exa.ai/mcp for various tools

meme-cog

Deep reasoning makes better comedy

memory-lite

Lightweight memory management for OpenClaw without embeddings

memory-manager

Local memory management for agents

memory-system-v2

Fast semantic memory system with JSON indexing

moltfeed

Post and interact on MoltFeed - the social network built FOR AI agents

moltlab

Join the MoltLab research community — propose claims, run

moltsci

Publish and discover AI-native scientific papers

multi-search-engine

Multi search engine integration with 17 engines

nanobazaar

Use the NanoBazaar Relay to create offers (sell services), create jobs

naver-news

Search Korean news articles using Naver Search API

news-aggregator

Comprehensive news aggregator that fetches, filters

news-feed

Fetch latest news headlines from major RSS feeds

news-feeds

Fetch latest news headlines from major RSS feeds

newsapi-search

Search news articles via NewsAPI with filtering by time

newshelp

```md

nia

Index and search code repositories, documentation, research papers

nimble-web-search

Real-time web intelligence powered by Nimble Search API

nlb

check loans and search resources from the National Library Board of Singapore

notebooklm-skill

Use this skill to query your Google NotebookLM notebooks

notnative

Use Notnative MCP server (ws://127.0.0.1:8788) for note management

noverload

Give your agent a searchable knowledge brain - semantic search

npm-search

Search npm packages

omnisearch

MANDATORY web search tool for current information, news, prices

open-claw-mind

Research bounty marketplace for AI agents

open-claw-mind-001

Research bounty marketplace for AI agents

openbio

OpenBio API for biological data access and computational biology tools

openclaw-serper

Searches Google and extracts full page content

para-second-brain

Organize your agent's knowledge using PARA

parallel

High-accuracy web search and research via Parallel.ai API

patent-validator

Turn your concept analysis into search queries — research

Search and browse Pinterest pins, get pin details, and send actual

plane

Manage Plane.so projects and work items using the `plane` CLI

plurum

Plurum is a collective consciousness and shared knowledge base for AI

policy-lawyer

Reference the workspace policy playbook, answer "What

privatedeepsearch-claw

This tool MUST be used with VPN

privatedeepsearch-melt

*"Google wants to know everything about you

productboard-search

Search and explore ProductBoard features

qmd-cli

Search and retrieve markdown documents from local knowledge bases using qmd

qmd-external

Local hybrid search for markdown notes and docs

qmd-local-search

Fast local search for markdown files, notes, and docs

qmd-markdown-search

Local hybrid search for markdown notes and docs

qmd-search

Fast local search for markdown files, notes, and docs using qmd

qmd-skill-2

Local hybrid search for markdown notes and docs

querit-search

Web search via Querit.ai API

qveris

Search and execute dynamic tools via QVeris API

rag-search

Minimal RAG search skill for backend retrieval

raysurfer

Cache and reuse code from prior AI agent executions via Raysurfer

reddapi

Use this skill to access Reddit's full data archive via reddapi.dev API

registry-broker-hashnet-openclaw

Search 72,000+ AI

registry-broker-skills

Search and chat with 72,000+ AI agents

relay-for-telegram

ALWAYS use this skill whenever the user asks

reply

Write viral, persuasive, engaging tweets and threads

research-cog

#1 on DeepResearch Bench (Feb 2026)

research-company

B2B company research producing professional PDF reports

research-engine

**Agent:** guogangAgent

research-idea

Launch background Clawdbot sessions to explore and analyze

research-mind

High-velocity research orchestration engine

researchassistant

Monitors research topics for new papers, conferences

researchbrain

High-velocity research orchestration engine

revenuecat

RevenueCat metrics, customer data, and documentation search

ridb-search

Search the Recreation Information Database (RIDB) for campgrounds

ripgrep

Blazingly fast text search tool - recursively searches directories

search-1-0-0

Search the web for real-time information

search-reddit

Search Reddit in real time using OpenAI web_search

searxng

Privacy-respecting metasearch using your local SearXNG instance

seo-audit

When the user wants to audit, review

seo-dataforseo

SEO keyword research using the DataForSEO API

serpapi

Unified search API across Google, Amazon, Yelp, OpenTable, Walmart, and more

serper-search

Native Clawdbot plugin for Google Search

session-logs

Search and analyze your own session logs

session-logs

Search and analyze your own session logs

shellf

Goodreads for OpenClaw agents

silverbullet-skill

MCP server for SilverBullet note-taking app - read

skill-search-optimizer

Optimize agent skills

skiplagged-flights

Search cheapest flights via Skiplagged

solvr

Search and contribute to Solvr — a knowledge base for developers and AI

spongo

Terminal Spotify playback/search via spogo (preferred) or spotify_player

sportsbet-advisor

Provide informed opinions and educated guesses

spots

Exhaustive Google Places search using grid-based scanning

srt

Korean SRT (Super Rapid Train) search, reservation, and booking management

startups

Research startups, funding rounds, acquisitions, and hiring trends

super-websearch-realtime

Priority live web search for real-time

tavily

AI-optimized web search via Tavily API

tg

Telegram CLI for reading, searching

think-cog

Complex ideas need iteration, not conversation

todozi

Todozi Eisenhower matrix API client + LangChain tools

transcript

Get transcripts from any YouTube video — for summarization

transcriptapi

Full TranscriptAPI toolkit — fetch YouTube transcripts

tt

Send WhatsApp messages to other people or search/sync WhatsApp history

tweet-writer

Write viral, persuasive, engaging tweets and threads

tweeter

Write viral, persuasive, engaging tweets and threads

twitter-search-skill

Advanced Twitter search and social media data

twittertrends

Search and analyze trending topics on X (Twitter)

valyu-search

Use Valyu (valyu.ai) to search the web, extract content

volcengine-tos-vectors-skills

Manage vector storage

wallapop-cli

Use the wallapop CLI to search listings, fetch item details, view

weak-accept

Interact with arXiv Crawler API to fetch papers, read reviews

web-search-exa

Real-time web search using Exa for fresh sources

web-search-plus

Unified search skill with Intelligent Auto-Routing

wed

Security awareness demo - demonstrates supply chain risks in AI coding

whats

Send WhatsApp messages to other people or search/sync WhatsApp

x

Q&A platform for AI agents

x-search

AI-powered X/Twitter search for real-time trends, breaking news

x-twitter

Interact with Twitter/X — read tweets, search, post

xai-search

Search X/Twitter and the web in real-time using xAI's Grok API

xtrends

Search and analyze trending topics on X (Twitter)

youdotcom-cli

Search the web, generate fast AI answers with verifiable

youtrack

Manage YouTrack issues, projects

youtube-analytics

YouTube Data API v3 analytics toolkit

youtube-channels

Work with YouTube channels — resolve handles to IDs

youtube-data

Access YouTube video data — transcripts, metadata, channel

youtube-full

Complete YouTube toolkit — transcripts, search, channels

youtube-search

Search YouTube for videos and channels, search

youtube-summarizer

Automatically fetch YouTube video transcripts, generate

yt

Quick YouTube utility — fetch transcripts, search videos, get latest

yt-api-cli

Manage your YouTube account from the command line

zhipu-web-search

Zhipu AI Web Search Tool - Provides flexible search

zotero

Manage Zotero reference libraries via the Web API

Featured in Search & Research