Crawl, filter, index, serve.
Reddit and X through our residential proxy stack. Embedded for semantic search. Delivered via MCP, REST, or webhook. One schema across every source. Every part of the pipeline is built for the way AI agents read.
Built for the way agents read.
We crawl, filter, and index every record so your agent doesn't have to. Every stage is deterministic, every output is typed JSON, and every record carries a stable ID plus a permalink back to the source.
Residential proxy crawl
Reddit and X are crawled through our own residential proxy stack on a tier-bound cadence — five minutes for hot subs, longer for niche ones. Public-API rate limits never hit your code.
Prefilter rules engine
JSON or visual prefilter rules: min upvotes, language, age, exclude reposts, exclude promo accounts. Spam, duplicates, and bots dropped before they cost you a token.
Semantic search by default
Every record gets a 1536-d vector embedding (OpenAI text-embedding-3-small). One search_dataset call returns top matches ranked by meaning, not keyword presence.
Public Curated Dataset
Query a Prowlo-curated corpus of the top subreddits and X accounts for AI builders, SaaS founders, content writers, and growth teams — included in your 14-day trial, then on the $19/mo plan.
Watchers, Alerts, Trends
Define a Watcher to ingest into your private Dataset. Add Alerts for webhook notifications on threshold matches. Add Trends for time-series counts in the dashboard or via API.
MCP-native delivery
Add one hosted config block in Claude, Cursor, or Cline. Your agent gets typed tools — search_dataset, reddit_search, list_watchers — with cursor pagination and rate-limit headers.
Fully hosted, zero ops
Prowlo runs the whole pipeline — residential-proxy crawl, anti-bot, embeddings, and the MCP endpoint. You add one config block; there’s no server to deploy or maintain.
Five surfaces, one query engine
Tell Prowlo what to watch
Watchers are the ingestion unit. Give one a keyword set, source set, and a prefilter rule. We crawl through residential proxies on a tier-bound cadence and write enriched records into your Dataset. Every Watcher is org-scoped, every Watcher has its own quota.
One vector-indexed corpus per org
All your Watchers feed one Dataset. Every record is embedded for semantic search, deduplicated, and tagged with crawl metadata — source, author, score, language, post age. One query surface for MCP, REST, and webhook. Same JSON shape across every source.
Notify your stack the moment a match lands
Alerts are persistent queries on your Dataset. Set a threshold (count, velocity, semantic match) and route to webhook, Slack, n8n, Make.com, or email. Test from the dashboard before you wire it up. Delivery logs for every fire.
Time-series views on the same query engine
Trends turn a Dataset query into a chart — counts per interval, top sources, top authors. Pull the same data via the API for your own dashboards. One Trend definition powers both the dashboard widget and the REST endpoint.
Your agent calls Prowlo directly
Prowlo is hosted — add one config block in Claude, Cursor, or Cline and your agent gets typed tools: search_dataset, reddit_search, list_watchers, create_alert — with cursor pagination and rate-limit headers. MCP access is included in the free trial.
Real teams, real outcomes
Solo founders, indie hackers, and AI builders using Prowlo for Reddit + X data.
“Since switching to Prowlo, Reddit has become our #1 user acquisition channel. In just two months, Reddit conversations surfaced by Prowlo have accounted for over 40% of our total signups. It also helped us understand our users’ pain points — we improved our product and messaging based on real conversations from chess players.”
CEO — CEO, ChessHelper.ai
“I was running my own open-source MCP servers + custom AI agents to monitor Reddit — spending $180–$220/month between API calls, server costs, and constant tweaking. After switching to Prowlo I shut the whole MCP setup down. Now I pay a fraction of that and get cleaner data, semantic search, and structured records my agent can actually use. ~70% reduction in spend.”
Neil J. — Founder, RankRolo
“We previously used a tool that only let us monitor a small, manually-defined list of subreddits (~10 max). Prowlo changed the game by tracking a wide range and surfacing only the relevant ones for our 3D furniture rendering service. We landed 4 new customers in our first month and a half that we’d never have found otherwise.”
Airidas Juskaitis — Founder, Furnimesh