"Notes or documentation related to 'rag'" matching MCP servers:

Enables pushing enriched leads into Instantly or Smartlead campaigns with ICP score gating, deduplication, and dry-run previews via an Apify actor.

MCP server for qualifying and responding to inbound leads in seconds using a multi-agent AI pipeline.

Resolves a company domain to its LinkedIn company page URL. Lightweight enrichment tool for sales and prospecting workflows.

MCP server that enables Google ADK agents to triage solar fault signals, retrieve Salesforce diagnostics via hosted MCP prompt templates, and create WorkOrder records when replacements are needed.

Read-only MCP server for querying Creatio support cases and related entities via OData API, with entity allowlist and row limits for safe access.

Enables Claude, ChatGPT and other MCP clients to read a financial adviser's CRM data—clients, households, reviews due, tasks, cases, plans and notes—and, when writes are enabled, create tasks and notes.

Enables interaction with Shopify store data through the GraphQL Admin API, providing tools to manage products, customers, orders, collections, inventory, metafields, and related commerce operations.

Connects AI assistants to a business workspace so they can read and manage clients, leads, projects, tasks, tickets, invoices, proposals, and related records, including sending client emails.

A local, read-only MCP server for Claude Desktop that provides 16 tools to search and read EspoCRM accounts, contacts, opportunities, and related emails via a strict allowlist.

Enables electrical contractors to draft and publish job posts, track posting performance, and manage applicants from an AI assistant or coding agent. Employers can review résumés, move candidates through hiring stages, and add private notes, with explicit approval required for publishing, rejecting, and hiring.

Enables Claude to operate a company's WhatsApp through the uazapi API, reading conversation history, listing open or stalled chats and contacts by tag, sending catalogs, photos and locations, scheduling campaigns with safe delays, and keeping lead status, tags, owners and internal notes up to date. Supports multiple numbers or store instances with per-instance URLs, tokens and a read-only mode.

Enables AI assistants such as Claude Desktop to access and manage amoCRM data—including leads, contacts, companies, tasks, pipelines, users, notes, and account information—through stdio or Streamable HTTP transports.

Interact with Folk CRM to manage people, companies, groups, and notes via MCP tools.

Enables AI agents to interact with amoCRM, providing access to deals, contacts, companies, notes, tasks, and custom fields via natural language.

Enables Claude to search a CRM account's contacts and deals, add notes, and create follow-up tasks, exposing read-only and additive-write tools over a bearer-token-protected Streamable HTTP endpoint. No tool can delete or edit existing records.

Enables Claude to query and act on Simpro jobs, customers, quotes, and related data through natural language, with write operations off by default and a demo mode for trying without API credentials.

Enables Claude to read local CRM records, capture notes, and propose updates through MCP while keeping human approval in the dashboard or CLI. It supports querying relationships, follow-ups, tickets, and qualification data backed by SQLite.

Enables AI agents on the MSPbots Agent Platform to search, create, update, and manage companies, contacts, tickets and related notes, checklists, charges, history, attachments, time entries, projects, sales, contracts, billing, expenses, and service calls. It exposes these capabilities through a stateless HTTP service behind the MSPbots MCP gateway, with tenant credentials supplied per request.

Enables querying a Chatwoot support inbox in plain language—finding conversations, contacts, and conversations needing attention—and, after explicit confirmation, adding private notes or updating assignments, labels, and status without sending customer messages.

Provides live Zoho CRM data access via MCP tools, enabling queries on modules, records, fields, and related lists without syncing data.

Resolves any combination of company name, domain, or LinkedIn URL into the canonical company identity (name, domain, LinkedIn URL) with confidence scores and match method.

Enables AI tools to search and enrich B2B leads, including finding professional emails, company profiles, and filtering people and companies by various criteria.

amoCRM / Kommo CRM for AI agents: leads, contacts, tasks and notes, plus sales analytics - pipeline report with win rate and manager leaderboard, stale deals and overdue tasks.

MCP server for the Mamba Labs People Finder & Email Verifier actor on Apify. Give it a company domain, name or LinkedIn URL and it returns the people at that company who match your role, seniority and department filters, each as a structured contact record with an optional verified business email.

Enables checking lead rows, CSV files, or Apify datasets for duplicates, email syntax and risk signals, domain issues, missing fields, and stale dates, returning a per-row import, review, or reject verdict so only clean records reach a CRM or sequencer.

Enables AI assistants to discover and invoke Vremly API operations through a search-describe-request pattern, allowing them to view and manage shoots, customers, media, and invoices according to API key permissions.

Enables checking CRM contacts to learn their current employer, title, start month, role history, and whether they left, landed elsewhere, or were promoted, returning one flat row per person with match method, source, and source age. It accepts single contacts or bulk lists, works with your own search, enrichment, and email-verification keys, and runs on Apify.

Enables AI agents to perform go-to-market workflows such as company and contact enrichment, CRM querying, and controlled, audited writes to a CRM through MCP tools callable from any MCP client.

Enables AI agents to read and manage Copper CRM data, including searching people, companies, and opportunities, listing pipelines, and logging activities or creating tasks.

Free, open-source MCP server and CLI for the BaseLinker API, exposing two tools to call any API method and list methods with minimal context cost.