"How to Find People on Instagram" matching MCP servers:

An MCP server that provides access to the Library of Babel, allowing users to retrieve exact page contents by address, search for text to find its location, and generate random pages.

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.

A read-only, offline MCP server for Microsoft Teams that searches chats, reads conversations, and finds people directly from the local on-disk cache with no cloud API.

Pull Deep Memory from across your Claude Code Sessions — when you need it.

An MCP server for searching and downloading books from Library Genesis, supporting EPUB, MOBI, PDF, and more through natural language queries.

MCP server for HikerAPI — auto-generates 100+ Instagram tools (profiles, posts, reels, stories, comments, hashtags, locations) from the live OpenAPI spec. Local stdio via npx -y hikerapi-mcp, requires only HIKERAPI_KEY.

AI job search and job application tracker. Search live jobs by title, location, salary, date posted, and remote or on-site, and see each one checked on real data: pay against market rates, ghost-job signals, visa sponsorship history, and how well it matches your resume. Check how hiring software reads your resume, track applications, set follow-up reminders, and get email alerts.

MCP server for Apollo.io B2B sales intelligence API. Enables searching and enriching people and organizations via natural language.

Converts natural language queries into valid GraphQL queries and executes them against GraphQL APIs. Includes schema introspection, query validation, execution with authentication, and query history tracking.

Enables Claude to access and search climbing book PDF chapters, with tools to list, retrieve, and find relevant chapters based on queries.

Find out how AI assistants and search engines talk about your brand. Ask how often ChatGPT, Perplexity and Google's AI answers mention you, where you rank, how positive those mentions are, which sites they cite, and how you compare with competitors. Your assistant can also set up and adjust the monitoring for you, showing a preview and asking before anything that deletes data or uses up your plan.

Indexes codebases using semantic embeddings for natural language search, enabling developers to find code with queries like 'how does authentication work'.

Enables MCP clients to retrieve read-only public Instagram data through 27 tools covering profiles, posts, reels, stories, highlights, comments, likers, followers, hashtags, places, audio and keyword search. No login is required, and every response reports remaining API credits.

Enables searching and retrieving documentation from crawled documentation sites as an MCP server, allowing coding agents to query real docs instead of relying on training data.

Enables anime search and retrieval of details on works, series, episodes, people, organizations, staff, and broadcast schedules via the Annict REST API.

Enables access to Instagram data through EnsembleData API, allowing retrieval of user information, posts, reels, follower counts, and search functionality for users, hashtags, and locations.

MCP server for Apollo.io B2B database enabling people and company search, enrichment, and insights through conversational interfaces.

Provides comprehensive access to People Data Labs' data models and search capabilities, enabling enrichment of person and company profiles, multi-criteria searches, and autocomplete functionality through a Model Context Protocol interface.

Enables LM Studio Bionic to perform multimodal image search and tagging by bridging to a local Find Images MCP server, including preview download and scratchpad registration for further editing or processing.

Personal Instagram Library — a read-only local MCP server that turns your Instagram saved posts into a private, AI-searchable knowledge base.