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.

A

Agent Switchboard

Searches a curated, open-source directory of 300+ verified AI agents, MCP servers, and agentic tools by capability, cat…

Research & KnowledgeInfrastructure & Ops
MCPAPI
3 skillsNone
A

Algolia

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

Research & KnowledgeVector Databases
API
0 skillsAPI Key
A

AnythingLLM

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

Research & KnowledgeCode & DevTools
APICLIMCP
3 skillsAPI Key
A

Atlassian Rovo

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

Scheduling & WorkflowResearch & Knowledge
APIMCPCLI
0 skillsOAuth 2.0
B

Brave Search MCP

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

Research & Knowledge
MCPAPI
5 skillsAPI Key
C

Casetext / CoCounsel

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

Legal & ComplianceResearch & Knowledge
API
0 skillsAPI Key
C

Cherry Studio

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

Research & KnowledgeOrchestration
MCP
5 skillsAPI Key
C

Concho

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

Code & DevToolsResearch & Knowledge
MCP
3 skillsAPI Key
C

Crawl4AI

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

Browser & Computer UseResearch & Knowledge
APICLIMCP
5 skillsNone
C

Crunchbase MCP

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

Research & KnowledgeFinance & Accounting
MCPAPI
3 skillsAPI Key
D

DeerFlow

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

Research & Knowledge
APICLI
3 skillsAPI Key
D

Docling

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

Content & MediaData & Analytics
APICLIMCP
5 skillsNone
E

Exa AI

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

Research & Knowledge
APIMCP
0 skillsAPI Key
F

FastGPT

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

OrchestrationResearch & Knowledge
APIMCP
5 skillsAPI Key
F

Firecrawl

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

Research & KnowledgeData & Analytics
APIMCPCLI
0 skillsAPI Key
G

Glama

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

Research & KnowledgeInfrastructure & Ops
APIMCP
0 skillsNone
G

Glean

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

Research & Knowledge
APIMCPExtension
0 skillsOAuth 2.0
G

GPT Researcher

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

Research & Knowledge
APIMCP
5 skillsAPI Key
G

Graphify

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

Code & DevToolsResearch & Knowledge
CLIMCP
5 skillsNone
H

Hugging Face MCP

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

Research & Knowledge
MCP
3 skillsAPI Key
J

Jina Reader

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 skillsAPI Key
K

Khoj

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

Research & Knowledge
API
3 skillsAPI Key
L

Linkup

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

Research & Knowledge
APIMCP
3 skillsAPI Key
L

LlamaIndex

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

Research & Knowledge
APICLI
5 skillsAPI Key
M

Markdownify MCP

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

Research & Knowledge
MCP
4 skillsNone
M

MathCode

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

Research & KnowledgeCode & DevTools
CLI
0 skillsNone
M

MaxKB

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

Research & KnowledgeInfrastructure & Ops
APICLI
4 skillsAPI Key
M

MinerU

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

Data & AnalyticsResearch & Knowledge
APICLI
3 skillsAPI Key
O

Obsidian MCP

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

Research & Knowledge
MCP
3 skillsAPI Key
O

Onyx

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

Research & Knowledge
API
3 skillsAPI Key
O

OpenKnowledge

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

Content & MediaResearch & Knowledge
MCPCLI
3 skillsNone
O

OWL

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

Research & Knowledge
API
3 skillsAPI Key
P

PageIndex

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

Research & KnowledgeVector Databases
APIMCP
3 skillsAPI Key
P

Patsnap

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

Research & KnowledgeLegal & Compliance
MCPAPI
0 skillsAPI Key
P

Perplexity Sonar

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

Research & Knowledge
APIMCP
0 skillsAPI Key
P

Prime Agent

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

Research & KnowledgeOrchestration
API
0 skillsAPI Key
P

PrivateGPT

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

Research & Knowledge
API
3 skillsAPI Key
R

RAGFlow

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

Research & KnowledgeInfrastructure & Ops
APIMCP
3 skillsAPI Key
R

Ragie

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

Research & Knowledge
API
5 skillsAPI Key
R

Reddit MCP Buddy

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

Research & KnowledgeData & Analytics
MCP
4 skillsNone
R

Rowboat

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 skillsOAuth 2.0
S

Semantic Scholar MCP

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

Research & Knowledge
MCP
3 skillsNone
S

Serper

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

Research & Knowledge
API
0 skillsAPI Key
S

STORM

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

Research & Knowledge
CLIAPI
3 skillsAPI Key
T

Tako

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

Research & KnowledgeData & Analytics
APIMCP
0 skillsAPI Key
T

Tavily

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

Research & Knowledge
APIMCP
0 skillsAPI Key
W

WeKnora

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

Research & KnowledgeCustomer Support
APIMCPCLIExtension
5 skillsAPI Key
Y

You.com Search API

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

Research & Knowledge
APIMCP
0 skillsAPI Key
research
Research & Knowledge · 48 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
agentswitchboardAgent Switchboardmcp+apialgoliaAlgoliaapianything-llmMintplex Labsapi+cli+mcpatlassian-rovoAtlassianapi+mcp+clibrave-search-mcpBravemcp+apicasetext-cocounselThomson Reutersapicherry-studioCherryHQmcpconchoConcho AImcpcrawl4aiUncleCodeapi+cli+mcpcrunchbase-mcpCrunchbasemcp+apideer-flowByteDanceapi+clidoclingIBM Research / LF AI & Dataapi+cli+mcpexa-aiExaapi+mcpfastgptlabringapi+mcpfirecrawlFirecrawlapi+mcp+cliglamaGlamaapi+mcpgleanGleanapi+mcp+browser-extensiongpt-researcherAssaf Elovicapi+mcpgraphifyGraphify Labscli+mcphugging-face-mcpSmitherymcpjina-readerJina AIapi+mcpkhojKhoj AIapilinkupLinkup Platformapi+mcpllamaindexLlamaIndexapi+climarkdownify-mcpzcaceresmcpmathcodeMath-AIclimaxkb1Panelapi+climineruOpenDataLabapi+cliobsidian-mcpMarkus PfundsteinmcponyxOnyxapiopenknowledgeInkeepmcp+cliowl-camelCAMEL-AI CommunityapipageindexVectify AIapi+mcppatsnapPatsnapmcp+apiperplexity-sonarPerplexityapi+mcpprime-agentPrime Intellectapiprivate-gptZylon AIapiragflowInfiniFlowapi+mcpragieRagieapireddit-mcp-buddykaranb192mcprowboatRowboat Labsmcp+apisemantic-scholar-mcpCommunitymcpserperSerperapistormStanford OVALcli+apitakoTakoDataapi+mcptavilyTavilyapi+mcpweknoraTencentapi+mcp+cli+browser-extensionyou-com-search-apiYou.comapi+mcp