switchboard

Research & Knowledge

AI agents for web search, document retrieval, and knowledge synthesis. These tools give agents real-time access to the internet, specialized databases, and document stores — enabling grounded, citation-backed responses. Critical for any agent that needs current or domain-specific information.

19 official

Agent Lightning

by Microsoft

VerifiedOfficialFeatured

Optimizes any AI agent with reinforcement learning without rewriting it, decoupling training from execution so existing…

OrchestrationResearch & Knowledge
APICLI
3 skills · No auth

LightRAG

by HKU Data Science Lab

VerifiedFeatured

Builds a graph-based retrieval index over documents so agents can answer questions spanning many sources, served…

Memory & StateResearch & Knowledge
APICLI
4 skills · No auth

Agent Switchboard

by Agent Switchboard

Verified

Searches a curated, open-source directory of AI agents, MCP servers, and agentic tools by capability, category, or…

Research & KnowledgeInfrastructure & Ops
MCPAPI
3 skills · No auth

AIData.Broker

by O-mega Enterprise, Inc.

Verified

Queries published AI training-data prices, market rates, buyers, licensing deals and court rulings, and values a data…

Data & AnalyticsResearch & Knowledge
MCPAPI
6 skills · No auth

AITraining.jobs

by O-mega Enterprise, Inc.

Verified

Searches open AI-training jobs — trainers, RLHF evaluators, annotators, domain experts — collected hourly from about 60…

Research & KnowledgeData & Analytics
MCPAPI
3 skills · No auth

akta.pro

by akta.pro

Verified

Serves private-company data to agents — 20M+ companies across 70+ fields with entity-resolved news, available over…

Research & KnowledgeSales & Marketing
APIMCPCLI
3 skills · API Key

Algolia

by Algolia

VerifiedOfficial

Hosted search and discovery API with typo tolerance, faceting, and vector search, callable directly for agent retrieval…

Research & KnowledgeVector Databases
API
API Key

Almanac

by Almanac

Verified

Compiles a company-wide wiki from Slack, files, wikis, and repos, then gives agents its own computer plus MCP search…

Memory & StateResearch & Knowledge
MCP
3 skills · OAuth 2.0

AnythingLLM

by Mintplex Labs

Verified

Runs an all-in-one, self-hosted RAG and agents app: chat with documents, build agents, and connect tools via MCP.…

Research & KnowledgeCode & DevTools
APICLIMCP
3 skills · API Key

Arvow

by Arvow

Verified

AI SEO agents for keyword research, content generation and publishing, reachable through a documented REST API (OpenAPI…

Sales & MarketingContent & Media
APIMCP
API Key

Atlassian Rovo

by Atlassian

VerifiedOfficial

AI teammate for Atlassian products — searches across Jira, Confluence, and connected apps to find answers and automate…

Scheduling & WorkflowResearch & Knowledge
APIMCPCLI
OAuth 2.0

Ball Ranks Fantasy Sports

by Ball Ranks

Verified

Serves NFL and NBA fantasy rankings and player projections to agents over a keyless read-only MCP server and a public…

Data & AnalyticsResearch & Knowledge
APIMCP
3 skills · No auth

Brave Search MCP

by Brave

VerifiedOfficial

Brave Search MCP server. Gives AI agents privacy-preserving web and local search with an independent index — no Google…

Research & Knowledge
MCPAPI
5 skills · API Key

Casetext / CoCounsel

by Thomson Reuters

VerifiedOfficial

AI legal research assistant by Thomson Reuters that reviews documents, drafts memos, analyzes contracts, and finds…

Legal & ComplianceResearch & Knowledge
API
API Key

Cherry Studio

by CherryHQ

Verified

Runs a Windows, Mac, and Linux desktop client for OpenAI, Gemini, Anthropic, Ollama, and LM Studio models, with 300+…

Research & KnowledgeOrchestration
MCP
5 skills · API Key

Clify

by Helios One Oy

Verified

Calls 135 public websites — package registries, weather, transit, government and science data — as typed JSON commands…

Research & KnowledgeInfrastructure & Ops
MCP
5 skills · No auth

Clipto MCP

by Clipto

Verified

Indexes terabytes of local video, audio, and images so agents can search them in natural language and pull back…

Content & MediaResearch & Knowledge
MCP
3 skills · No auth

Cloudflare Web Search API

by Cloudflare

VerifiedOfficial

Returns structured web search results from Exa, Linkup, or Ceramic through Cloudflare's AI Gateway via REST or a…

Research & KnowledgeInfrastructure & Ops
API
5 skills · Bearer Token

Concho

by Concho AI

Verified

Models an entire enterprise codebase into a queryable knowledge layer, then serves sourced architectural and…

Code & DevToolsResearch & Knowledge
MCP
3 skills · API Key

context.dev

by context.dev

Verified

Scrapes, crawls and searches the web for agents through a REST API, SDKs, CLI and hosted MCP server, returning…

Browser & Computer UseResearch & Knowledge
APIMCPCLI
5 skills · API Key

CourtListener MCP

by Free Law Project

Verified

Searches US case law, PACER dockets, judges, citations, and oral arguments through a hosted MCP server over the Free…

Legal & ComplianceResearch & Knowledge
MCPAPI
3 skills · API Key

Crawl4AI

by UncleCode

Verified

Crawls and scrapes web pages into clean Markdown for RAG pipelines, with CSS, XPath, and LLM-driven structured…

Browser & Computer UseResearch & Knowledge
APICLIMCP
5 skills · No auth

Crunchbase MCP

by Crunchbase

Verified

Brings Crunchbase private-market intelligence into Claude, ChatGPT and Cursor over MCP, covering company profiles…

Research & KnowledgeFinance & Accounting
MCPAPI
3 skills · API Key

DeerFlow

by ByteDance

VerifiedOfficial

Open-source deep research super-agent from ByteDance that orchestrates sub-agents with memory, code sandboxes, and…

Research & Knowledge
APICLI
3 skills · API Key

Docling

by IBM Research / LF AI & Data

Verified

Parses PDF, DOCX, PPTX, XLSX, HTML, audio, and image files into a unified DoclingDocument and exports Markdown, HTML…

Content & MediaData & Analytics
APICLIMCP
5 skills · No auth

Exa AI

by Exa

VerifiedOfficial

Neural search engine API that understands meaning — find similar pages, search by content type, and get clean extracted…

Research & Knowledge
APIMCP
API Key

FastGPT

by labring

Verified

Builds AI agents on a visual Flow canvas backed by hybrid-retrieval knowledge bases, workflow and RPA nodes…

OrchestrationResearch & Knowledge
APIMCP
5 skills · API Key

Firecrawl

by Firecrawl

Verified

Turn websites into LLM-ready data — crawl, scrape, and convert web pages to clean markdown for AI consumption.

Research & KnowledgeData & Analytics
APIMCPCLI
API Key

FlexQueries

by FlexQueries

Verified

Research keywords, SERPs, backlinks, competitors, rankings, site audits and AI visibility via a hosted OAuth MCP server…

Sales & MarketingResearch & Knowledge
APIMCP
6 skills · API Key

Fungsi.id MCP

by Fungsi.id

Verified

Search Indonesian job listings, company profiles, and city, province, category and job-type metadata through eight…

Research & Knowledge
MCP
6 skills · No auth

Geoloods

by Softwareloods

Verified

Resolves named places (cities, towns, villages, parks, landmarks) to coordinates plus country, timezone and population…

Research & KnowledgeData & Analytics
API
5 skills · API Key

Glama

by Glama

Verified

MCP server directory with a public paginated JSON API for programmatic discovery, plus hosting and inspection tooling…

Research & KnowledgeInfrastructure & Ops
APIMCP
No auth

Glean

by Glean

VerifiedOfficial

Enterprise AI search and knowledge management — connects all your company apps and surfaces answers with AI-powered…

Research & Knowledge
APIMCPExtension
OAuth 2.0

GPT Researcher

by Assaf Elovic

Verified

Autonomous deep-research agent that plans queries, browses the web in parallel, and produces cited research reports in…

Research & Knowledge
APIMCP
5 skills · API Key

Graphify

by Graphify Labs

Verified

Maps a codebase, docs, PDFs, and media into a queryable knowledge graph so AI coding assistants trace and cite paths…

Code & DevToolsResearch & Knowledge
CLIMCP
5 skills · No auth

HeroHunt.ai

by Eevee Meets B.V. (HeroHunt.ai)

Verified

Searches and enriches public talent profiles across GitHub, StackOverflow and the web through a natural-language…

Sales & MarketingResearch & Knowledge
APIMCP
5 skills · API Key

Hugging Face MCP

by Hugging Face

Verified

Discovers AI models, explores datasets, and accesses model documentation and capabilities on Hugging Face — the central…

Research & Knowledge
MCP
3 skills · API Key

Jina Reader

by Jina AI

VerifiedOfficial

Web reader and search API for AI pipelines. Converts any URL to clean markdown, runs grounded search, and powers RAG at…

Research & Knowledge
APIMCP
5 skills · API Key

Jockey by TwelveLabs

by TwelveLabs

Verified

Searches, summarizes and assembles clips from your video and image library in plain language, for teams working in…

Content & MediaResearch & Knowledge
APIMCP
5 skills · API Key

Keenable

by Keenable

Verified

Serves a hundred-billion-document web index built for agents rather than human search pages, returning dense structured…

Research & KnowledgeInfrastructure & Ops
APIMCP
3 skills · API Key

Khoj

by Khoj AI

Verified

Self-hostable AI second brain that answers over your documents and the web, runs custom agents, and schedules…

Research & Knowledge
API
3 skills · API Key

Linkup

by Linkup Platform

Verified

Production-grade web search API for AI — sourced, cited answers with full-text snippets from trusted sources. REST API…

Research & Knowledge
APIMCP
3 skills · API Key

LinqAlpha

by LinqAlpha

Verified

Run research agents over filings, transcripts, and news for buy-side investing — encodes an analyst research framework…

Finance & AccountingResearch & Knowledge
APIMCP
3 skills · API Key

LlamaIndex

by LlamaIndex

Verified

Data framework and cloud platform for LLM apps over private data. Offers parsing, indexing, retrieval, agent workflows…

Research & Knowledge
APICLI
5 skills · API Key

LLM Wiki

by nashsu

Verified

Builds and maintains an interlinked wiki from your documents in a desktop app, and exposes hybrid search, graph and…

Memory & StateResearch & Knowledge
APIMCPExtension
5 skills · API Key

Markdownify MCP

by zcaceres

Verified

MCP server that converts PDFs, images, audio files, and web pages into clean Markdown for efficient LLM ingestion and…

Research & Knowledge
MCP
4 skills · No auth

MathCode

by Math-AI

Verified

Mathematical coding agent that formalizes and verifies mathematical reasoning by generating and checking executable…

Research & KnowledgeCode & DevTools
CLI
No auth

MaxKB

by 1Panel

Verified

Open-source enterprise RAG platform for building AI agents. Upload docs, auto-vectorize, and orchestrate multi-step…

Research & KnowledgeInfrastructure & Ops
APICLI
4 skills · API Key

MDZHB

by Borealis Dynamics

Verified

Public, persistent message board for AI agents to publish and read findings across sessions via HTML/JSON and an HTTP…

Communication & MessagingMemory & State
API
3 skills · No auth

MinerU

by OpenDataLab

Verified

Converts PDFs, Office documents, and scanned pages into LLM-ready Markdown or JSON, preserving tables, formulas, and…

Data & AnalyticsResearch & Knowledge
APICLI
3 skills · API Key

Obsidian MCP

by Markus Pfundstein

Verified

MCP server connecting AI agents to Obsidian vaults via the Local REST API plugin. Read, search, and write notes to…

Research & Knowledge
MCP
3 skills · API Key

Onyx

by Onyx

Verified

Open-source enterprise AI search and assistant platform — connects to Slack, GitHub, Confluence, Drive and 40+ sources…

Research & Knowledge
API
3 skills · API Key

OpenAlex AI Agent Connector

by OpenAlex

Verified

Lets AI assistants search and analyze OpenAlex scholarly works, authors, institutions, and citations over a remote MCP…

Research & Knowledge
MCPAPICLI
4 skills · OAuth 2.0

OpenKnowledge

by Inkeep

Verified

Runs an AI-native Markdown editor and wiki with built-in MCP server, skills, and agentic search. Connects to Claude…

Content & MediaResearch & Knowledge
MCPCLI
3 skills · No auth

OpenLLMetry

by Traceloop

VerifiedOfficial

Instruments LLM and agent applications with OpenTelemetry-native tracing, exporting spans for prompts, tool calls, and…

Infrastructure & OpsResearch & Knowledge
API
3 skills · API Key

OpenScience

by Synthetic Sciences

Verified

Runs a research agent for scientists that reviews literature, writes and runs analysis code, and reproduces…

Research & Knowledge
CLIAPI
5 skills · API Key

OWL

by CAMEL-AI Community

Verified

Optimised Workforce Learning multi-agent system ranked #1 open-source on the GAIA benchmark, orchestrating specialised…

Research & Knowledge
API
3 skills · API Key

PageIndex

by Vectify AI

Verified

Indexes long documents as a reasoning-based hierarchical tree so agents retrieve by navigating structure instead of…

Research & KnowledgeVector Databases
APIMCP
3 skills · API Key

Parallel

by Parallel Web Systems

VerifiedOfficial

Gives AI agents web search, URL extraction, and deep research APIs that return cited, structured results, with Python…

Research & Knowledge
APICLIMCP
4 skills · API Key

Patsnap

by Patsnap

VerifiedOfficial

Patent and scientific literature search across global databases using natural language, semantic, or keyword queries…

Research & KnowledgeLegal & Compliance
MCPAPI
API Key

Perplexity Sonar

by Perplexity

VerifiedOfficial

AI search API delivering grounded, cited answers with real-time web access — power your apps with Perplexity's search…

Research & Knowledge
APIMCP
API Key

Placement API

by Future Bets, Inc.

Verified

Search, compare and buy SEO link placements across 10 supplier marketplaces via one API or MCP, with independently…

Sales & MarketingResearch & Knowledge
APIMCP
6 skills · API Key

Prime Agent

by Prime Intellect

Verified

Self-improving reinforcement-learned agent from Prime Intellect that refines its own policy across long-horizon tasks.

Research & KnowledgeOrchestration
API
API Key

PrivateGPT

by Zylon AI

Verified

Self-hosted document QA platform with OpenAI-compatible REST API, local LLM support via Ollama, a full RAG pipeline…

Research & Knowledge
API
3 skills · API Key

Profound

by Profound

VerifiedOfficial

Tracks and shapes how brands appear inside AI search and answer engines, exposing visibility analytics to agents…

Sales & MarketingData & Analytics
APIMCP
3 skills · API Key

QMD

by Tobi Lütke

Verified

Indexes local markdown notes, meeting transcripts, and docs for on-device BM25, vector, and LLM-reranked hybrid search…

Research & KnowledgeProductivity & Work Management
CLIMCPAPI
4 skills · No auth

RAGFlow

by InfiniFlow

Verified

Open-source RAG engine with deep document parsing (tables, charts, images) and an official MCP server. Deploy via…

Research & KnowledgeInfrastructure & Ops
APIMCP
3 skills · API Key

Ragie

by Ragie

Verified

Retrieval API for AI applications. Ingest PDFs, web pages, and files, then query with semantic search. Built-in…

Research & Knowledge
API
5 skills · API Key

Reddit MCP Buddy

by karanb192

Verified

MCP server for Reddit — search subreddits, retrieve posts and comment threads, analyze user activity, and post content.…

Research & KnowledgeData & Analytics
MCP
4 skills · No auth

RenooLab

by RenooLab

Verified

Find building tradespeople in France, plan multi-trade searches and request moderated contact. Free read-only A2A…

Research & Knowledge
APIMCP
4 skills · OAuth 2.0

Rival Ads

by Rival Ads

Verified

Tracks competitors’ ads on Meta, Google, TikTok and LinkedIn from public ad libraries, and exposes monitors, ad…

Sales & MarketingResearch & Knowledge
MCPAPI
7 skills · API Key

Rowboat

by Rowboat Labs

Verified

Builds a backlinked knowledge graph from your email, meetings and Slack in a local desktop app, then lets agents query…

Memory & StateResearch & Knowledge
MCPAPI
3 skills · OAuth 2.0

ScrapeGraphAI

by ScrapeGraphAI

Verified

Scrapes websites from a natural-language description of the data you want, building the extraction graph automatically…

Research & KnowledgeBrowser & Computer Use
APIMCPCLI
3 skills · API Key

Semantic Scholar MCP

by Community

Verified

Searches millions of academic papers on Semantic Scholar and arXiv with citation analysis and full-text PDF extraction.…

Research & Knowledge
MCP
3 skills · No auth

Serper

by Serper

Verified

Fast Google search API returning structured SERP results, widely used to give agents fresh web results without scraping.

Research & Knowledge
API
API Key

Sniffington

by KMF Ventures LLC

Verified

Monitors brand mentions across Reddit, X, LinkedIn and other platforms. Exposes mentions, briefs, analytics and reply…

Sales & MarketingResearch & Knowledge
MCPAPICLI
7 skills · OAuth 2.0

SoL-Pi

by NVIDIA

VerifiedOfficial

Extends the Pi agent harness with AutoResearch loops from NVIDIA, improving efficiency on long-running autonomous…

OrchestrationResearch & Knowledge
CLIAPI
3 skills · No auth

STORM

by Stanford OVAL

Researches a topic and writes a cited, Wikipedia-length report by simulating multi-perspective question asking.…

Research & Knowledge
CLIAPI
3 skills · API Key

superagnt_

by agntdata, inc.

Verified

Connects agents to social, web, SEO and lead-enrichment data across 10 platforms and 262 REST endpoints, reachable over…

Data & AnalyticsSales & Marketing
MCPAPI
5 skills · OAuth 2.0

Tako

by TakoData

Verified

Live web search plus licensed datasets for agents, covering company financials, macroeconomic indicators, web traffic…

Research & KnowledgeData & Analytics
APIMCP
API Key

Tavily

by Tavily

VerifiedOfficial

Search API built specifically for AI agents — optimized for LLM consumption with structured results, content…

Research & Knowledge
APIMCP
API Key

Terminal-Bench-Science

by Stanford University

Verified

Evaluates agents on 70 expert-curated real scientific research workflows, run and graded through the Harbor benchmark…

Research & Knowledge
CLI
3 skills · No auth

ToolUniverse

by Harvard MIMS Lab

Verified

Curates a large collection of scientific tools and MCP servers for AI scientists, exposing biomedical and research APIs…

Research & KnowledgeOrchestration
APIMCP
3 skills · No auth

TrendRadar

by sansan0

Verified

Aggregates trending lists from 11 mainstream platforms and RSS feeds, filters them by keyword, pushes digests to chat…

Research & KnowledgeData & Analytics
MCP
5 skills · No auth

WeKnora

by Tencent

VerifiedOfficial

Turns documents into a queryable knowledge base with RAG question answering, a ReAct agent orchestrating retrieval, MCP…

Research & KnowledgeCustomer Support
APIMCPCLIExtension
5 skills · API Key

What Are You Building

by What Are You Building

Verified

Catalogs indie builders and their AI/SaaS products worldwide by category and country. Exposes a public JSON API and MCP…

Research & Knowledge
APIMCP
3 skills · No auth

Xquik

by Xquik

Verified

Search X (Twitter) posts, profiles and followers, run keyword and account monitors, and post or manage connected…

Research & KnowledgeData & Analytics
APIMCP
6 skills · API Key

You.com Search API

by You.com

VerifiedOfficial

Programmable AI search with web, news, and RAG endpoints — grounded answers with citations for AI applications.

Research & Knowledge
APIMCP
API Key
research
Research & Knowledge · 88 agents · AI agents for web search, document retrieval, and knowledge synthesis. These tools give agents real-time access to the internet, specialized databases, and document stores — enabling grounded, citation-backed responses. Critical for any agent that needs current or domain-specific information.
agents
agent-lightningMicrosoftapi+clilightragHKU Data Science Labapi+cliagentswitchboardAgent Switchboardmcp+apiaidata-brokerO-mega Enterprise, Inc.mcp+apiaitraining-jobsO-mega Enterprise, Inc.mcp+apiakta-proakta.proapi+mcp+clialgoliaAlgoliaapialmanacAlmanacmcpanything-llmMintplex Labsapi+cli+mcparvowArvowapi+mcpatlassian-rovoAtlassianapi+mcp+cliball-ranksBall Ranksapi+mcpbrave-search-mcpBravemcp+apicasetext-cocounselThomson Reutersapicherry-studioCherryHQmcpclifyHelios One Oymcpclipto-mcpCliptomcpcloudflare-web-search-apiCloudflareapiconchoConcho AImcpcontext-devcontext.devapi+mcp+clicourtlistener-mcpFree Law Projectmcp+apicrawl4aiUncleCodeapi+cli+mcpcrunchbase-mcpCrunchbasemcp+apideer-flowByteDanceapi+clidoclingIBM Research / LF AI & Dataapi+cli+mcpexa-aiExaapi+mcpfastgptlabringapi+mcpfirecrawlFirecrawlapi+mcp+cliflexqueriesFlexQueriesapi+mcpfungsi-id-mcpFungsi.idmcpgeoloodsSoftwareloodsapiglamaGlamaapi+mcpgleanGleanapi+mcp+browser-extensiongpt-researcherAssaf Elovicapi+mcpgraphifyGraphify Labscli+mcpherohunt-aiEevee Meets B.V. (HeroHunt.ai)api+mcphugging-face-mcpHugging Facemcpjina-readerJina AIapi+mcptwelvelabs-jockeyTwelveLabsapi+mcpkeenableKeenableapi+mcpkhojKhoj AIapilinkupLinkup Platformapi+mcplinqalphaLinqAlphaapi+mcpllamaindexLlamaIndexapi+clillm-wikinashsuapi+mcp+browser-extensionmarkdownify-mcpzcaceresmcpmathcodeMath-AIclimaxkb1Panelapi+climdzhbBorealis DynamicsapimineruOpenDataLabapi+cliobsidian-mcpMarkus PfundsteinmcponyxOnyxapiopenalex-mcpOpenAlexmcp+api+cliopenknowledgeInkeepmcp+cliopenllmetryTraceloopapiopenscienceSynthetic Sciencescli+apiowl-camelCAMEL-AI CommunityapipageindexVectify AIapi+mcpparallel-webParallel Web Systemsapi+cli+mcppatsnapPatsnapmcp+apiperplexity-sonarPerplexityapi+mcpplacement-apiFuture Bets, Inc.api+mcpprime-agentPrime Intellectapiprivate-gptZylon AIapiprofoundProfoundapi+mcpqmdTobi Lütkecli+mcp+apiragflowInfiniFlowapi+mcpragieRagieapireddit-mcp-buddykaranb192mcprenoolabRenooLabapi+mcprival-adsRival Adsmcp+apirowboatRowboat Labsmcp+apiscrapegraphaiScrapeGraphAIapi+mcp+clisemantic-scholar-mcpCommunitymcpserperSerperapisniffingtonKMF Ventures LLCmcp+api+clisol-piNVIDIAcli+apistormStanford OVALcli+apisuperagntagntdata, inc.mcp+apitakoTakoDataapi+mcptavilyTavilyapi+mcpterminal-bench-scienceStanford UniversityclitooluniverseHarvard MIMS Labapi+mcptrendradarsansan0mcpweknoraTencentapi+mcp+cli+browser-extensionwhatareyoubuildingWhat Are You Buildingapi+mcpxquikXquikapi+mcpyou-com-search-apiYou.comapi+mcp