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Prowlo

Social access for your AI agent โ€” Reddit & X over MCP. Clean, filtered, agent-ready data for Claude, Cursor, and Cline.

Prowlo is a hosted, MCP-native social data layer for AI agents. It turns Reddit and X into clean, structured data your agent can query by meaning โ€” via an independent crawl, never the Reddit API.

How it works:

  • Collect โ€” Watchers track the subreddits, keywords, and communities you care about; new posts land in your Dataset within minutes.
  • Filter โ€” spam, bots, and off-topic posts are dropped automatically.
  • Embed โ€” every surviving record is vector-embedded into a searchable Dataset.
  • Deliver โ€” query by meaning over MCP, or via REST and webhooks. Typed JSON with permalinks your agent can cite.

What you can do:

  • Monitor keywords across all of Reddit daily, with AI mention verification included on every plan โ€” no credits, no per-call fees.
  • Get verified mentions in Slack, email, or webhooks.
  • Let your agent run it all: connect Claude, Cursor, or Cline with one OAuth URL โ€” it can search the Dataset, create Watchers, and tune keywords itself.
  • Free subreddit research tools, no account needed.

Unlike the free Reddit MCP servers that broke when Reddit blocked unauthenticated access in 2026, Prowlo is fully hosted and keeps working. Read-only by design โ€” it finds, ranks, and drafts; you do any posting.

An alternative to GummySearch (shut down Nov 2025), F5Bot, Syften, and Octolens โ€” at a fraction of the price.

Free 14-day trial, no card. Then flat $19/mo. MCP endpoint: https://api.prowlo.com/mcp

A startup from Vilnius, Lithuania that is founded by Egidijus Ambraลพas.

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Prowlo

Prowlo Reviews and Details

This page is designed to help you find out whether Prowlo is good and if it is the right choice for you.

#Developer Tools #AI #API #Monitoring Tools #Reddit #MCP #Semantic Search #Web Scraping

Screenshots and images

  • Prowlo
    Image date //
    2026-06-22
  • Prowlo dataset
    dataset //
    2026-06-22
  • Prowlo semantic search
    semantic search //
    2026-06-22

Features & Specs

  1. MCP Server

    One install gives Claude, Claude Code, Cursor, and Cline tools like search_dataset, reddit_search, read_post, read_comments, and list_watchers โ€” typed JSON, no glue code.

  2. Semantic Search

    Every record ships with a vector embedding. Search your Dataset by meaning in one call, not boolean keyword strings.

  3. Watchers

    Persistent crawl rules over subreddits, X accounts, HN keywords, and RSS feeds, with optional prefilters (upvote threshold, flair, regex). No Watchers, no crawl.

  4. Multi-platform coverage

    Reddit, X (Twitter), Hacker News, Mastodon, and RSS indexed into one searchable Dataset on the same schema.

  5. Hosted crawl, no Reddit API

    Independent hosted crawl that kept working through Reddit's May 2026 unauthenticated lockout โ€” no developer app, no API keys, no scrapers to maintain.

  6. Alerts & Trends

    Brand-mention, competitor, and keyword alerts to Slack, webhook, or email โ€” AI-verified before they fire, with threshold spike alarms and 7-day trend deltas.

  7. REST API + Webhooks

    Same typed data over REST with cursor pagination, idempotent reads, and rate-limit headers. Pipe to n8n, Make, or your own backend.

  8. AI Mention Verification

    Every keyword match is checked by AI before it reaches you โ€” "is this post actually about your product?" Included on every plan. No credits, no per-call fees, ever.

  9. Keyword Monitor

    Daily keyword sweep across all of Reddit โ€” not just the communities you watch. Add a description per keyword and verification uses it to drop coincidental matches.

  10. Agent-managed setup

    Your agent doesn't just read the data โ€” it can create Watchers, add keywords, and tune monitoring itself over MCP. Tell Claude what to track; it sets Prowlo up.

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Questions & Answers

As answered by people managing Prowlo.

  1. What makes Prowlo unique?

    Prowlo is built as a memory, not a notification feed. Most Reddit tools send a stream of keyword alerts. Prowlo turns the sources you choose into a persistent, semantically-searchable Dataset your AI agent queries by meaning over MCP.

    • Watchers-as-memory. A Watcher crawls only the subreddits, accounts, and keywords you pick, filters out noise, and embeds every surviving post into a Dataset that builds up over time. Your agent searches it by meaning, cites it, and dedupes across calls.
    • No Reddit API dependency. Prowlo runs its own hosted crawl, so it kept working after Reddit blocked unauthenticated access in May 2026. No API credentials, no per-call fees, no scrapers to maintain.
    • One schema across networks. Reddit, X, Hacker News, Mastodon, and RSS all return the same typed JSON, so adding a source never breaks your agent.
    • Agent-native and read-only. Built for Claude, Cursor, and Cline over MCP. It finds, ranks, and analyzes. It never posts.

  2. Which are the primary technologies used for building Prowlo?

    • Language and tooling: TypeScript across a pnpm + Turbo monorepo.
    • Frontend: Next.js (App Router), React, Tailwind CSS, Radix UI, MDX.
    • Backend/API: Node.js + Express, with the Model Context Protocol (MCP) SDK for agent access, plus a REST API and webhooks.
    • Data: PostgreSQL (via Prisma) with vector embeddings for semantic search; Redis + BullMQ for crawl and processing queues.
    • AI: OpenAI and Google Vertex AI for embeddings and language tasks.
    • Realtime and ops: Socket.IO / WebSockets, Stripe (billing), Resend (email), Sentry + OpenTelemetry (observability), PostHog (analytics).

  3. How would you describe the primary audience of Prowlo?

    • Developers and AI engineers building agents and workflows on Claude, Cursor, Cline, or any MCP client who need clean, structured social data without writing or maintaining scrapers.
    • Founders and small growth teams who want Reddit and X signal (buying intent, competitor mentions, brand chatter) piped into their own tools.
    • Indie hackers and technical marketers who outgrew keyword-alert inboxes and want their agent to do the qualifying.

  4. What's the story behind Prowlo?

    I build automated content pipelines for clients, and over time I got good at one specific thing: pulling signal from real, live discussions instead of stale datasets. The hard part was never the AI model. It was everything before it. Ingesting the data, filtering out the noise, and making it searchable by meaning. Not every developer wants to learn how a vector database works or how to wire up embeddings, and once you add proxies and CAPTCHA solvers on top, a "simple" scraper quietly turns into a maintenance project.

    So I decided to solve that part once, properly, and turn it into a tool.

    It took three tries to get right:

    • v1 was just an n8n workflow, duct-taped together for my own projects.
    • v2 looked more like a product but was, honestly, AI slop. I leaned too hard on what Claude told me to build and ended up with yet another Reddit lead-gen app.
    • v3, the current version, came after advice from experienced founders. I stripped it back to the essentials, cut the features nobody needed, and made the whole thing operable by an AI agent. The agent can manage and use every part of Prowlo, not just pull data out of it.

    This is the setup I run for my own projects today. Paired with Claude or any MCP agent it is genuinely easy to work with, and for a solo founder like me it opens up a lot that used to take a whole team.

  5. Why should a person choose Prowlo over its competitors?

    Alert tools (F5Bot, Syften, Octolens) deliver keyword hits to a human inbox, and some now bolt an MCP endpoint on top. Prowlo is the other way around: an agent-first data layer where the persistent, embedded Dataset is the product.

    • Verification included. AI mention verification runs on every plan at no extra cost โ€” competitors meter their AI features with credits.
    • Memory vs stream. Competitors give your agent a live window into new mentions. Prowlo gives it an accumulating, semantically-searchable corpus of your niche it can reason over and cite.
    • Durability. Prowlo's independent crawl is insulated from Reddit's API pricing and the May 2026 unauthenticated lockout that broke many free tools and shut down GummySearch.
    • Flat, simple pricing. From $19/mo flat (14-day free trial, no card) โ€” no credits, no per-mention fees, no filter-count tiers that climb fast.
    • More in the box. Multi-platform coverage on one schema, semantic search included, and REST plus webhooks alongside MCP.

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Is Prowlo good?

Prowlo appears to be a property monitoring and code enforcement tracking service aimed at municipalities and neighborhood-focused users, but detailed independent reviews and verified performance data are limited, so its overall quality should be assessed through a direct trial or demo based on your specific needs.

Why choose Prowlo?

  • Offers automated tracking of property-related issues, which can save time compared to manual monitoring
  • Positioned toward local government and community use cases, suggesting a niche but potentially valuable focus
  • May integrate data sources to streamline code enforcement or property compliance workflows
  • Simplifies reporting processes for municipalities dealing with property violations

Recommended for

  • Local government agencies handling code enforcement
  • Municipalities looking to automate property compliance monitoring
  • Community organizations tracking neighborhood property conditions
  • Property managers needing oversight tools for multiple listings

External links

We have collected here some useful links to help you find out if Prowlo is good.

  • Public traffic stats of Prowlo

    Check the traffic stats of Prowlo on SimilarWeb. The key metrics to look for are: monthly visits, average visit duration, pages per visit, and traffic by country. Moreoever, check the traffic sources. For example "Direct" traffic is a good sign.

  • Domain Rating (DR)

    Check the "Domain Rating" of Prowlo on Ahrefs. The domain rating is a measure of the strength of a website's backlink profile on a scale from 0 to 100. It shows the strength of Prowlo's backlink profile compared to the other websites. In most cases a domain rating of 60+ is considered good and 70+ is considered very good.

  • Domain Authority (DA)

    Check the "Domain Authority" of Prowlo on MOZ. A website's domain authority (DA) is a search engine ranking score that predicts how well a website will rank on search engine result pages (SERPs). It is based on a 100-point logarithmic scale, with higher scores corresponding to a greater likelihood of ranking. This is another useful metric to check if a website is good.

  • Public opinion on Reddit

    The latest comments about Prowlo on Reddit. This can help you find out how popualr the product is and what people think about it.

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Is Prowlo good? This is an informative page that will help you find out. Moreover, you can review and discuss Prowlo here. The primary details have been verified within the last quarter. So they could be considered up to date. If you think we are missing something, please use the means on this page to comment or suggest changes. All reviews and comments are highly encouranged and appreciated as they help everyone in the community to make an informed choice. Please always be kind and objective when evaluating a product and sharing your opinion.

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