"Semantic search, RAG, and memory systems" matching MCP servers:

Enables LLMs to search and retrieve Autotask tickets, companies, and contacts using advanced semantic search and AI-powered reranking.

Turns Google Calendar history into a searchable people CRM, enabling queries about meeting patterns, relationships, and contacts through natural language with any MCP client.

Verified, long-tail company search: describe what you want, get an LLM-verified company shortlist.

Provides interactive tools to explore AFAS customer data and employee leave information, including bubble charts, leave balance reports, and detailed leave cards.

Enables searching for volunteer opportunities via MCP protocol, REST API, and includes a custom Apex MCP client for Salesforce Agentforce integration, all powered by the free VolunteerConnector API.

Enables interaction with IntelliMatch recruiting and iSuite insurance systems through spec-driven MCP tools, allowing natural language queries for candidate search, policy management, claims, and workflows.

A unified MCP server that integrates Zoho CRM and Zoho Books, enabling AI assistants to manage CRM records, Books customers/invoices, synchronize data, and search across both systems.

Enables semantic search of Salesforce case summaries using embeddings, accessible via MCP tools and REST API.

Integrates with Odoo ERP systems, enabling AI assistants to interact with Odoo data and functionality through the Model Context Protocol.

MCP server that provides mock APIs and deterministic seed data for ERP/OMS, WMS, and CRM systems, enabling supply chain data exploration and integration testing.

A demo MCP server with two governed systems (pipeline semantic layer and predictive model) for querying and scoring professional services opportunities with cross-system governance.

Real-time LinkedIn, X (Twitter) and Reddit data for AI agents: profiles, companies, people search, tweets, subreddits, and search. Free start: self-mint a key in one call, no signup, no card.

MCP server for Apollo.io B2B data discovery and enrichment, enabling company search, people search, contact enrichment, and organization firmographics through Apollo's REST API.

Model Context Protocol server for the Apideck Unified API. Connect any MCP-compatible agent framework to 100+ accounting systems, HRIS platforms, file storage providers, and more through one integration. More information https://www.apideck.com/mcp-server

Anchord MCP is a hosted remote MCP server for AI agents that need canonical identity resolution and safe write evaluation across customer systems. Resolve companies and people to canonical AnchorIDs, inspect linked records and target-system coverage, and evaluate whether a proposed write should be allowed or blocked. Read-only by design.

Resolves messy company, customer, and vendor names across CRM, ERP, and ITSM systems to canonical records using fuzzy matching, preventing AI agents from updating or creating wrong or duplicate records.

Lets Claude read, create, update, and search records in an Airtable base using your own API key.

Enables AI assistants to search and retrieve B2B leads and company data from the LeadBrew database, including contact details and company information.

MCP server for the Gong API, enabling search and retrieval of calls, transcripts, attendees, next steps, and more.

Enables SOQL queries, SOSL search, and record CRUD operations on a single Salesforce org via MCP, with optional read-only mode.