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MCP topic guide

RAG MCP Servers

Ground agent responses in your data. Compare memory layers, vector stores, and retrieval servers with searchable tool indexes.

Showing 60 of 704 matching servers from our catalog. Search full directory →

Xero

Dev Tools
Remote

Interact with the accounting data in your business using our official MCP server

XERO_CREATE_BANK_TRANSACTION XERO_CREATE_CONTACT XERO_CREATE_INVOICE XERO_CREATE_ITEM +36 more

sap-mcp

AI & Memory ★ 34,350
Remote

Use the SAP MCP Wizard or install the library from the npm registry to automatically create and configure a Solana/SAP wallet via https://mcp.sap.oobeprotocol.ai

sap_protocol_invariants sap_agent_identity_plan sap_register_agent sap_update_agent +46 more

Omega

Search & Web ★ 10,214
Remote

Maintain persistent project context by storing decisions, lessons, and task checkpoints for seamless session transitions. Navigate information through semantic search and relationship graphs to uncover related knowledge clusters. Automate memory consolidation and cleanup to keep your workspace organized and relevant.

omega_store omega_query omega_welcome omega_profile +22 more

MLB Stats Server

Data & Analytics ★ 4,525
Remote

Provide structured access to Major League Baseball statistics through an MCP server. Query and retrieve detailed baseball data including statcast, fangraphs, and baseball reference stats. Generate visualizations and integrate seamlessly with MCP-compatible clients for enhanced baseball analytics.

get_stats get_schedule get_player_stats get_standings +42 more

lex-oracle

AI & Memory ★ 11,301
Remote

Deterministic, citable legislative blueprints for Slovak and Czech law. Eliminates LLM hallucinations in regulated payroll, tax, garnishment, travel, and B2B computations.

list_blueprints get_blueprint get_garnishment_logic get_travel_logic +10 more

Webex

AI & Memory
Remote

A Model Context Protocol (MCP) server that provides AI assistants with comprehensive access to Cisco Webex messaging capabilities.

WEBEX_CREATE_ROOM WEBEX_CREATE_TEAM WEBEX_GET_TEAM_DETAILS WEBEX_LIST_TEAMS +24 more

Cortex

AI & Memory
Remote

An MCP server that serves a private markdown repository as a verifiable memory for Claude and other MCP clients, enabling tools to read, write, retrieve, and capture notes with deterministic verification of citations.

listAllEntities listEntityDescriptors listDependenciesForEntity getDependency +26 more

Todoist

Dev Tools
Remote

Full implementation of Todoist Rest API for MCP server

TODOIST_ADD_WORKSPACE TODOIST_CLOSE_TASK TODOIST_CREATE_COMMENT TODOIST_CREATE_LABEL +26 more

Inferventis Finance MCP

Search & Web ★ 2,793
Remote

19 production-ready financial tools for AI agents. Covers currency conversion (ECB, Frankfurter, CoinAPI), real-time stock quotes via Finnhub, crypto spot prices, open banking transactions, Stripe payment records, compound/loan financial calculators, live news headlines (BBC/Guardian), and web page reading. Free and standard tiers. No setup required for free tools.

bank_accounts crypto_price crypto_price_lite currency_convert +15 more

Colour Memory — Cultural Color Intelligence for AI

AI & Memory ★ 15,147
Remote

The world's only historically grounded colour archive built for AI agents. Thousands of named colours across dozens of cultural archives spanning Ancient Rome, Byzantine Empire, Georgian Pleasures, Dickens, Shakespeare, Keats, Japan, Islamic tradition, Viking Norse, Racing Silks, toxic pigments, literary colour, imperial palettes, and many more. Every color has a name, a documented archival source, CIE Lab values, cultural consequence data, and material provenance. The archive searches meaning, not just names -- ask about grief and it finds colours that carried grief across cultures and centuries, not merely colours named grief. Built as a retrieval system, not a generator. Deterministic, evidence-based, source-cited. The anti-hallucination layer for colour history.

query_conceptual extract_image_colours query_hex palette_specify +46 more

OneSignal

AI & Memory ★ 26,566
Remote

OneSignal is a customer engagement platform that lets you send targeted push notifications, emails, SMS, and in-app messages, manage audiences, and track campaign performance. With the OneSignal MCP, manage your messaging directly from your AI assistant. Send push notifications, emails, and SMS by simply describing your audience and message. Check campaign delivery stats, build audience segments, manage templates, and handle user subscriptions all through conversation.

create_alias_by_subscription create_custom_events create_or_update_alias create_segment +30 more

Kash — POS, Invoicing, CRM & Webshop

Databases ★ 2,807
Remote

# Kash MCP Server — Official Integration > **Connect your Kash business to Claude, ChatGPT, and any MCP-compatible AI — and run your entire operation through natural conversation.** Kash has been a free, cloud-based point-of-sale solution since 2011, trusted by thousands of merchants across restaurants, retail, bakeries, florists, food trucks, and more. This MCP server is the official bridge between Kash and the new generation of AI assistants, turning every tool in your business into something you can simply talk to. --- ## What is Kash? Kash (kash.click) is a complete, free business management platform built for small and medium businesses. It goes far beyond a simple cash register: - **Point of Sale** — touchscreen-ready, works on any device (Android, iOS, Windows, Mac), online and offline - **Invoicing & Quotes** — generate PDF invoices, quotes, delivery notes, and expense reports in seconds - **CRM** — manage your full customer base with contact details, purchase history, loyalty points, credits, and custom fields - **Online Store / Webshop** — built-in e-commerce storefront synced with your catalog and inventory - **Inventory Management** — real-time stock tracking, alerts, supplier management, and buying prices - **Delivery Management** — table service, takeaway, drive-through, home delivery, relay points, and shipping - **Loyalty & Marketing** — loyalty cards, loyalty points, coupons, vouchers, referral programs, and marketing campaigns - **Payment Flexibility** — cash, card (SumUp, Yavin, Viva.com), PayPal, Lydia, GoCardless, direct debit, and even cryptocurrency - **Reporting & Analytics** — sales reports, revenue charts, export to CSV, accounting chapter mapping, and Pennylane integration - **Multi-user & Multi-cashbox** — manage staff access, roles, and multiple physical or virtual cashboxes All of this is **free** for small businesses, with no mandatory subscription. --- ## What Does This MCP Server Do? This server exposes the full Kash API as

account_list account_create auth_request_otp auth_login_with_otp +35 more

memxus

Search & Web ★ 5,861
Remote

**Memxus** is multi-platform persistent memory for AI assistants. Save project context, preferences, and decisions once — recall them in Claude, ChatGPT, Cursor, and other MCP clients. ## What it does - **Remember** — store facts, preferences, and project context with collections and tags - **Recall** — semantic search across your memories - **Get context** — formatted context blocks for the current topic - **Manage** — list, inspect, update scope, and delete memories ## Connect - **OAuth** (recommended): sign in with Google via your Memxus dashboard - **API key**: create an `aimem_*` key at [dashboard.memxus.com](https://dashboard.memxus.com) **MCP endpoint:** `https://mcp.memxus.com/mcp` **Docs:** [memxus.com/docs/mcp](https://www.memxus.com/docs/mcp) **Install:** [memxus.com/install](https://www.memxus.com/install) **Privacy:** [memxus.com/privacy](https://www.memxus.com/privacy) ## Tools `remember`, `recall`, `get_context`, `list_memories`, `get_memory`, `list_collections`, `forget`, `memory_stats` Built for developers and power users who work across multiple AI tools without repeating the same context every session.

remember recall get_context list_memories +4 more

humanMCP

Dev Tools ★ 7,952
Remote

Personal MCP server for humans who create. 39 tools: content publishing, Ed25519 signatures, license control, artworks with provenance, async Q&A, listings, federation. Your content, your rules.

get_author_profile list_content read_content request_access +35 more

Square

AI & Memory
Remote

A Model Context Protocol (MCP) server for square

SQUARE_ACCEPT_DISPUTE SQUARE_CANCEL_INVOICE SQUARE_CANCEL_PAYMENT SQUARE_CREATE_CARD +22 more

witness-protocol

Dev Tools ★ 6,338
Remote

start_therapy_session quick_operational_recovery quick_session crisis_intervention +46 more

Receiptor MCP

Security & Monitoring ★ 15,515
Remote

Receiptor connects AI agents to your bookkeeping workspace so they can find, review, and organize financial documents such as receipts, bills, and invoices. Use it to inspect workspace context, monitor intake sources, review extracted document data, check integrations, and prepare accountant-ready workflows through secure OAuth access to Receiptor AI.

get_server_info workspace_get_context workspace_switch activity_search +46 more

Delx MCP Server

AI & Memory ★ 6,368
Remote

Agent operations platform with 20+ tools for AI agents. Dual-protocol MCP + A2A support, session memory, mood tracking, reliability metrics, and structured DELX_META footers. Built for production agent workflows.

start_therapy_session quick_operational_recovery quick_session crisis_intervention +46 more

Jina AI

Search & Web ★ 76,715
Remote

AI-powered search and retrieval platform. Search the web, read page content, extract structured data, and ground AI responses.

show_api_key primer guess_datetime_url capture_screenshot_url +17 more

Excel

Dev Tools
Remote

Excel manipulation including data reading/writing, worksheet management, formatting, charts, and pivot table

EXCEL_ADD_CHART EXCEL_ADD_SHAREPOINT_WORKSHEET EXCEL_ADD_TABLE EXCEL_ADD_TABLE_COLUMN +45 more

Miro

Dev Tools
Remote

Miro MCP server, exposing all functionalities available in official Miro SDK.

MIRO_CREATE_APP_CARD_ITEM MIRO_CREATE_BOARD MIRO_DELETE_APP_CARD_ITEM MIRO_DELETE_DOCUMENT_ITEM +11 more

ia-qa.com/mcp llm and RAG testing - Dev/QA toolbox

AI & Memory ★ 9,764
Remote

IA-QA as an MCP Server Use IA-QA's developer tools to test your llm agents RAG ai tools, directly from Cursor, Claude Desktop, Windsurf, or any AI agent without leaving your IDE. Many classical testing tools too ! Enjoy ! No API key. No signup. Free.

format_json generate_uuid hash_text count_tokens +46 more

Scholar Feed

Search & Web ★ 7,649
Remote

Search 600,000+ CS/AI/ML research papers with LLM-generated novelty analysis, without leaving Claude Code, Cursor, or any MCP client. Built for researchers running a literature review where they already work: search, trace citations, pull full text, and export BibTeX in the same session.

search_papers get_paper get_citations fetch_fulltext +21 more

Swiss Truth MCP

Search & Web ★ 4,995
Remote

Verified knowledge base for AI Agents — certified Swiss facts, no hallucinations. Swiss Truth gives your AI agent access to a curated, expert-reviewed knowledge base — covering Swiss law, health, finance, education, energy, politics, climate, AI/ML, and world science. Every fact has passed a 5-stage validation pipeline: semantic deduplication, AI pre-screening, source URL verification, expert peer review, and SHA256 integrity signing. Confidence scores decay over time — no stale data silently served. Tools included: • search_knowledge — semantic search in DE, EN, FR, IT, ES, ZH (auto-detected) • verify_claim — fact-check any statement → supported / contradicted / unknown • submit_claim — contribute new facts through the full validation pipeline • get_claim, list_domains, get_claim_status No API key required. Fully public. Connect in 30 seconds.

search_knowledge get_claim list_domains submit_claim +2 more

YouTube

Search & Web
Remote

Fetch YouTube subtitles

YOUTUBE_GET_CHANNEL_ACTIVITIES YOUTUBE_GET_CHANNEL_ID_BY_HANDLE YOUTUBE_GET_CHANNEL_STATISTICS YOUTUBE_GET_VIDEO_DETAILS_BATCH +12 more

ClickHouse

Databases
Remote

Query your [ClickHouse](https://clickhouse.com/) database server.

get_clickpipe get_organizations run_select_query list_databases +9 more

Gapup MCP — 270+ Agent-payable AI Tools

AI & Memory ★ 10,035
Remote

270+ agent-payable C-suite expertises (competitive intel, SEC filings, sanctions multi-jurisdiction, KYC, pentest scope, clinical evidence GRADE-graded, real-estate deals EU-first, ESG, NAICS classifier, patent landscape, research paper Q&A). x402 USDC/EURC micro-payments. Free tier 100 calls/mo, no credit card. Dual-audience (human/agent).

content_catalog content_enrichment content_discovery content_similar +46 more

Google Calendar

Communication ★ 22,255
Remote

Schedule events, check availability, and manage calendars. Create meetings, set reminders, and coordinate across time zones.

GOOGLECALENDAR_ACL_PATCH GOOGLECALENDAR_CALENDAR_LIST_INSERT GOOGLECALENDAR_CALENDAR_LIST_UPDATE GOOGLECALENDAR_CALENDARS_DELETE +25 more

Synmerco — Confidential Escrow for AI Agent Commerce

Payments & Commerce ★ 2,929
Remote

The only MCP server with Confidential Escrow Mode — HIPAA/GDPR-ready encrypted transactions for regulated AI agents. 46 tools for the full agent commerce lifecycle. **Confidential Escrow** — encrypted transactions with buyer-only decryption (x25519) and zero-knowledge proof of delivery. The escrow system never sees the work product. Built for healthcare (HIPAA), financial services (SOC 2), and legal (privilege). **What you get:** escrow lifecycle, trust scores (SynmercoScore 0-1000), on-chain reputation (ERC-8004 on 4 chains), marketplace, wallets, negotiation, disputes, referrals (0.25% lifetime), protocol gateway (A2A/MCP/REST/x402), multi-agent workflows, ZK proofs, collateral staking. **10 tools work free — no API key needed.** $1K Shield Insurance per escrow. 3.25% flat fee. 179K+ agents in ecosystem.

lookup_trust_score search_agents compare_agents estimate_fees +42 more

OneHaus

Communication ★ 15,223
Remote

OneHaus connects your home to your AI assistant over the Model Context Protocol. Once installed, any MCP-compatible client can manage everything your household runs on, no app-switching required. What it does: - Tasks & chores — create, assign, complete and schedule recurring tasks across household members - Shopping lists — add, buy and manage items, batch-add whole lists - Meals & recipes — build recipes, plan weekly meal plans, pull from a global recipe library - Calendar — create one-off and recurring events for the whole house - Home inventory — track pets, vehicles, appliances, subscriptions, documents and contacts - Smart context — weather forecasts, a house review/summary, and persistent memory so your assistant remembers your household over time All actions run against your live Haus household, resolved automatically from your authenticated session. Requires paid subscription to OneHaus. For more information, see https://onehaus.app

create_contact update_contact delete_contact list_contacts +46 more

lion-x402

AI & Memory ★ 3,495
Remote

Keyless MCP enrichment + real-world CPG/retail price intel for AI agents. Pay-per-call in USDC on Base (x402) — no API key, no account, no subscription. Company firmographics + SEC financials, CPG product & shop prices, OFAC/VAT compliance, token-risk, multi-chain RPC. Every response Ed25519-attested so agents can verify it offline. Free to try: lion_declare_need, lion_quick_intel.

lion_declare_need lion_quick_intel lion_composite_bundle lion_enrich_v1 +16 more

Google Sheets

Data & Analytics ★ 63,663
Remote

Read, write, and format spreadsheet data. Manage sheets, run formulas, and collaborate on structured data in real time.

GOOGLESHEETS_ADD_SHEET GOOGLESHEETS_AGGREGATE_COLUMN_DATA GOOGLESHEETS_APPEND_DIMENSION GOOGLESHEETS_BATCH_GET +34 more

pipeworx

AI & Memory ★ 8,929
Remote

Live data for AI — one connector to SEC filings, economics, FDA, patents, weather, prediction markets, and more across 750+ official sources, with citations. The hero tool ask_pipeworx routes any question to the right source and returns structured, cited data.

ask_pipeworx ask_pipeworx_grounded search_within discover_tools +28 more

Ohmyfin Banking Intelligence

Communication ★ 5,384
Remote

Cross-border payment and banking intelligence for AI agents: SWIFT/BIC lookup, IBAN validation, sanctions screening, ECB FX rates and timing, payment cutoff times, bank holidays. Built for treasury and payment-operations teams. 28 tools; most free, no key required. Less limits with key + FI license validation.

swift_lookup iban_validate country_banking_rules country_payment_codes +27 more

Corvid

AI & Memory
Remote

Free, no-signup persistent memory for AI agents. One click mints a private memory space; the returned token is the credential. Agents store durable notes and get them back later via semantic recall (embeddings-based, finds by meaning not just keywords). Remote streamable-HTTP MCP — no install, no repo, works from any MCP client.

remember recall list_recent forget

Quelvio

Search & Web ★ 5,898
Remote

**Your company's brain for AI agents.** Quelvio continuously understands your organization's knowledge across every connected system — what's authoritative, what's recent, what's persistent, what's temporary, and what should be forgotten. Returns cited answers grounded in your authoritative sources, refusing when the corpus doesn't actually answer the question. ## What makes Quelvio different - **Cross-document supersession** — when sources conflict, surfaces the current truth and explicitly names what it supersedes - **Authority-weighted retrieval** — weights documents by who said them on the relevant topic - **Refuses on weak context** — when the corpus doesn't actually answer, says so. No hallucinated numbers, no fabricated citations - **Cross-source synthesis** — reasons across Slack, Confluence, Notion, Drive simultaneously with explicit source attribution - **Lifecycle awareness** — tracks current vs deprecated content, flags stale procedures ## Tools - `query_knowledge` — search across all connected sources with optional synthesis modes (fast / standard / deep) - `list_domains` — discover what knowledge domains your tenant has indexed - `get_source_detail` — chunk-level provenance for any cited result ## Setup 1. Sign up at https://quelvio.com — 5GB indexed + 2 queries/day free tier 2. Connect your sources (Google Drive, SharePoint, Confluence, Slack, Notion, GitHub) 3. Add this MCP server to your client 4. Complete OAuth on first tool call ## Authentication OAuth 2.1 with PKCE. Per-employee identity propagation — each query is scoped to the individual employee's permissions in source systems. ## Pricing Per Knowledge Token model. Paid plans scale with usage and seats.

query_knowledge list_domains get_source_detail

K8sCortex - Kubernetes MCP Server

Cloud & Infra ★ 2,790
Remote

Production-grade MCP server for Kubernetes — 75 tools across GKE, AKS, EKS, OpenShift and Minikube with RBAC, audit logging, GitOps (ArgoCD + Flux), and multi-cluster support

list_pods get_pod_logs describe_pod describe_deployment +46 more

openfda-mcp-server

Dev Tools ★ 4,623
Remote

Query FDA data on drugs, food, devices, and recalls via openFDA. STDIO or Streamable HTTP.

openfda_search_adverse_events openfda_search_animal_events openfda_search_drug_shortages openfda_search_recalls +10 more

storyflo

AI & Memory ★ 4,455
Remote

**The audio-news + Declassified MCP that pays your agent to integrate.** Give your users narrated news and a viral library of real **FBI / CIA / NSA / NASA / AARO** declassified cases — plus market-linked story signal. The best tools are **free and no-auth**, so you wire it in and ship in seconds. **Why integrate** - 💸 **Earn** — `register_embedder` enrolls your agent in revenue share; every attributed impression pays out (fiat or USDC on Base). Almost no MCP pays you back. - ⚡ **Free, no-auth** — Declassified + discovery + narrated audio need zero signup. Try `search_declassified` in 30 seconds. - 🎧 **Content your users want** — narrated audio for any article, daily briefings, and an evergreen Declassified archive. **23 tools** across declassified, discovery, audio news, market signal, premium briefings (metered per-call via x402/USDC), and partner/earn. Remote endpoint: `https://api.storyflo.com/mcp/v1` · OAuth + Dynamic Client Registration (auto).

search_articles get_article get_audio_url subscribe_topic +19 more

DomainKits MCP - the domain name intelligence

Search & Web ★ 5,405
Remote

# DomainKits MCP Domain MCP server for AI assistants. DomainKits MCP connects Claude, GPT, Gemini, and other AI assistants to domain data, turning them into domain agents that can search, analyze, and act on market data through natural conversation. ## What is this? Check availability with pricing. Search newly registered, expired, and deleted domains. Analyze WHOIS, DNS, and keyword value. Track registration trends and market movements. Pair with [DomainKits Skills](https://github.com/ABTdomain/domainkits-skills) to give your AI agent domain industry workflows for deeper analysis. ## Features ### Search Tools | Tool | Description | |------|-------------| | `nrds` | Monitor newly registered domains, spot viral trends | | `aged` | Find established domains with 5-20+ years history | | `expired` | Discover domains entering deletion cycle | | `deleted` | Search just-dropped domains available for standard registration | | `active` | Scan live websites and acquisition targets | | `ns_reverse` | Reverse lookup by nameserver | | `unregistered_ai` | Find unregistered short .ai domains (3-letter, CVCV, VCVC, CCVV patterns) | | `domain_changes` | Domain change detection, actively monitors 4M+ domains for transfers, expirations, new registrations, and NS changes | | `price` | Registration and renewal prices by TLD | ### Query Tools | Tool | Description | |------|-------------| | `dns` | Query DNS records (A, MX, NS, TXT, etc.) | | `whois` | Get registration details and dates | | `safety` | Check domain reputation via Google Safe Browsing | | `tld_check` | Check keyword availability across all TLDs | | `available` | Instant availability check with pricing | | `market_price` | Check secondary market listings and price estimates | ### Analysis Tools ⚠️ | Tool | Description | |------|-------------| | `keyword_data` | Google Ads keyword data: volume, CPC, competition | > ⚠️ Analysis tools require a registered account. [Sign up free](https://domainkits.com/login) ### Trend T

active aged available backlink_summary +24 more

AI HR Management Toolkit

AI & Memory ★ 4,920
Remote

Manage Job using MCP: Manage Job, Candidates, Resumes, Salaries all within this one MCP tools It can solve problems like: You have 50 resumes to screen. Your AI assistant can reason about candidates, but it can't: Read PDFs/DOCX — The AI can't open binary files Extract structured data — Copy-pasting loses formatting, metrics, and context Compare at scale — No consistent scoring across candidates Track pipeline — Spreadsheets break down after 10 candidates Generating analysis takes seconds. Getting data into the AI takes forever. Give your AI assistant direct access to resume parsing, skill extraction, and pipeline management via MCP tools. The AI calls the tools, interprets the results, and delivers analysis — all in one conversation.

parse_resume analyze_resume batch_parse_resumes assess_candidate +17 more

Memory

AI & Memory
Local

Persistent agent memory with entities, relations, and facts across sessions.

create_entities search_nodes read_graph

Provenio — Art Provenance MCP

AI & Memory ★ 3,962
Remote

Art provenance intelligence for AI agents. 282,731-node knowledge graph over 273,378 market transactions — Getty Provenance Index, Knoedler stock books (1872–1971), ERR and wartime-restitution records. Every answer cited to a source row; custody gaps named, never guessed — with HEAR Act / colonial-era risk-window flagging. 27 tools · 15 prompts. Free open beta, no card — keyless direct endpoint: https://provenio.art/api/mcp

search_artists search_artworks search_auction_history get_artist +21 more

Milvus

Databases
Local

Vector database search for embeddings and similarity retrieval.

search_vectors insert_vectors list_collections

pipeworx gateway

AI & Memory ★ 418,975
Remote

Live data for AI agents. 250+ data sources, 900+ tools. Ask questions in plain English with ask_pipeworx — trade flows, SEC filings, drug safety, housing data, and more. No API keys needed.

ask_pipeworx discover_tools resolve_entity compare_entities +46 more

Wayforth

Search & Web ★ 26,093
Remote

The API runtime for AI agents. One tool call. Any API. No setup. Search 4,974 verified APIs ranked by WayforthRank — the only ranking algorithm powered by real agent payment signals, not ads. Execute via 18 managed services with zero API keys. Self-healing: if a service fails, credits restore automatically. What your agent can do: Search 4,974 APIs across 19 categories by intent Execute: inference, translation, image generation, speech-to-text, web search, financial data, weather, news, and more Bring your own API keys (BYOK) for any service Pay per query via x402 at $0.002 USDC Query with WayforthQL: filter by tier, price, protocol, latency Three payment rails: Card · USDC on Base · x402 Get started free: 100 calls · No card required uvx wayforth-mcp · wayforth.io

wayforth_run wayforth_execute wayforth_search wayforth_list +13 more

Mapbox

Search & Web
Remote

Unlock geospatial intelligence through Mapbox APIs like geocoding, POI search, directions, isochrones and more.

place_details_tool simplify_tool bbox_tool centroid_tool +18 more

Govbase

Search & Web ★ 2,298
Remote

Govbase provides U.S. federal policy data — search bills, executive orders, look up Congress members and voting records, browse narrative story bundles, and get civic info like representatives and polling locations by address.

search_policies get_policy get_policy_text search_members +6 more

Google Tasks

Communication ★ 21,211
Remote

Google Tasks provides a simple to-do list and task management system integrated into Gmail and Google Calendar for quick and easy tracking

GOOGLETASKS_CLEAR_TASKS GOOGLETASKS_CREATE_TASK_LIST GOOGLETASKS_DELETE_TASK GOOGLETASKS_DELETE_TASK_LIST +10 more

Cognitive Browser

Search & Web ★ 19,546
Remote

105-tool browser automation with cognitive user simulation, visual testing, persona system, and site knowledge. Rate limited (50 req/hr). Free for evaluation

navigate click smart_click dismiss_overlay +46 more

NFLD

Dev Tools ★ 20,242
Remote

signup access_recover access_pause access_resume +46 more

Standard Accounting Public MCP

Dev Tools ★ 2,258
Remote

Public MCP server for UK company filing guidance, products, deadlines, and knowledge-centre content

list_products get_product compare_products list_articles +6 more

Vector Search — In-Memory TF-IDF Semantic Store

Search & Web ★ 3,554
Remote

In-memory vector search API for AI agents. Store documents and query by semantic meaning using TF-IDF vectorization with cosine similarity. Lightweight alternative to Pinecone/Weaviate for small datasets. Tools: data_vector_search. Use this for building simple RAG systems, document matching, or semantic search over small collections (< 10K docs). IMPORTANT: For web-wide search, use web_search_query instead. Returns: {results[], scores[], matchCount}. No API key required — x402 micropayment $0.005/call on Base L2.

data_vector_search

agent-registry

AI & Memory ★ 2,443
Remote

The Registry for the Agent Economy Discover, verify, and connect with AI agents. The first protocol-aware directory built on the A2A standard.

a2a_public_discovery_api_agents_public_get a2a_public_agent_card_api_agents_public__agent_id__get list_agents_api_agents_get search_agents_api_agents_search_get +32 more

Ayni

Dev Tools ★ 2,652
Remote

Facilitate standardized communication between agents using a specialized glyph-based protocol and shared knowledge base. Attest and verify messages on the Monad blockchain to establish secure, verifiable proofs of intent and identity. Participate in decentralized governance by proposing, discussing, and voting on new communication patterns and protocol symbols.

ayni_encode ayni_decode ayni_attest ayni_send +18 more

Brave Search

Search & Web ★ 60,204
Remote

Search the web with Brave's independent index — web, news, images, and videos. Bring your own subscription token from the [Brave Search API dashboard](https://api-dashboard.search.brave.com).

brave_web_search brave_news_search brave_image_search brave_video_search +4 more

io.github.labacacia/banyan-memory

Search & Web
Local

An offline-first, governed memory and knowledge server for AI agents that provides Remember, Search, Update, and Forget operations with hybrid retrieval, semantic embeddings, and NID-based authentication. It can be used as an MCP server via stdio or Streamable HTTP, enabling agents to persist and query memories and wiki knowledge.

Tools on detail page

Zep

AI & Memory
Local

Temporal knowledge graph memory for agents.

add_message search_facts get_session

Apify

Search & Web
Remote

[Actors MCP Server](https://apify.com/apify/actors-mcp-server): Use 3,000+ pre-built cloud tools to extract data from websites, e-commerce, social media, search engines, maps, and more

search-actors fetch-actor-details call-actor get-actor-run +4 more

xpoz

Search & Web ★ 4,768
Remote

Social intelligence for AI agents - Twitter/X, Instagram, TikTok data access and insights. 1.5B+ posts indexed. No API keys, no installation - just add endpoint URL. Perfect for brand monitoring, competitive analysis, influencer research, and content analysis. ## Why Xpoz? 🚀 **Zero Setup** - No npm install, no Docker, no local dependencies. Add one URL to your config and go. 🔑 **No API Keys** - no rate limit management required. 📁 **Comprehensive Data** - User profiles, posts, followers, following lists, engagement metrics, and sentiment analysis ready. 📤 **CSV Export** - Bulk data export for large-scale analysis and reporting. 🔐 **OAuth 2.0 Authentication** - Secure Google authentication, no API keys to manage. 📊 **1.5B+ Posts Indexed** - Including historical data. ⚡ **Multi-Platform** - Query Twitter/X and Instagram from a single unified interface. ## What You Can Do **Twitter/X:** - Get user profiles, followers, following lists - Search tweets by keywords with boolean operators - Analyze engagement (comments, quotes, retweets) - Export full datasets to CSV **Instagram:** - Look up user profiles and statistics - Search posts by caption keywords - Get comments and engagement metrics - Analyze follower/following networks **TikTok** - coming soon ## Example Queries Just ask Claude naturally: - "Get @elonmusk's Twitter profile and recent tweets" - "Search for tweets about 'artificial intelligence' from last week" - "Find Instagram posts with #AIart and show engagement stats" - "Export all tweets mentioning 'OpenAI' to CSV" - "Compare follower counts between @nvidia and @amd" ## Use Cases - Brand monitoring & sentiment analysis - Competitive intelligence - Influencer research & verification - Content trend analysis - Social media analytics - OSINT research ## MCP Endpoint ``` https://mcp.xpoz.ai/mcp ``` ## Tags (comma-separated) ``` twitter, instagram, tiktok, social-media, analytics, osint, research, remote, data, intelligence, brand-moni

getTwitterUserById getTwitterUserByUsername searchTwitterUsers getTwitterFollowers +23 more

Setup checklist

  1. Decide between session memory (short-term) and persistent knowledge bases (long-term).
  2. Check whether embeddings run locally or require a cloud API key.
  3. Verify citation or source-return behavior before compliance-sensitive workflows.
  4. Pair RAG MCP with action-oriented servers when agents need to do more than retrieve.

How to choose

Related topics

Where RAG & Memory MCP fits

Ground agent responses in your data. Compare memory layers, vector stores, and retrieval servers with searchable tool indexes.

Frequently asked questions

What is RAG MCP?
RAG MCP servers connect agents to retrieval systems — vector databases, document stores, or memory layers — so responses can be grounded in your authoritative data instead of model training alone.
MCP vs RAG — are they the same thing?
No. MCP is a protocol for tools and actions; RAG is a technique for retrieving text to augment prompts. MCP servers can implement RAG workflows, but MCP also covers databases, browsers, ticketing, and more.