Give your AI agent eyes on Reddit & X.

Reddit, X, and more — clean and filtered, over MCP. Your agent already knows your product; now it can see what your market is saying, and act on it. Exa, but for social.

Works with Claude, Cursor & ClineExa, but for social →

Animated demo: an AI agent scans hundreds of Reddit and X posts through Prowlo, keeps the few high-intent ones, runs a draft in a sandbox, and sends a Slack digest.

prowlo_dataset

vector · 768-d
Watch Prowlo in actionAdd to my agent

notifications

Slack #social-leads Connected
Webhook POST /hooks/prowlo Active

prowlo_access

live
RedditXHacker News+5 more
CoverageReddit, X, HN +more
Freshness~3 min
Uptime99.9%

prowlo_execute_tool

awaiting…
prowlo_workspacewatchers · alerts · trends
watchers4 active
Brand mentionsr/SaaS +247
Competitor watchr/devops +131
Pricing chatterr/SaaS18
AI agent postsHN +1paused
alerts3
Buying intent
Seeking · incl pricing → Slack
fired 2m
Competitor spike
≥ 5 mentions / 24h → webhook
1h
New brand mention
mentions prowlo → email
armed
trendslast 7d
1,284▲ 38%
mentions · r/SaaS + r/startups
RedditHacker NewsX

From firehose to signal your agent can use.

Prowlo does the watching and filtering so your agent gets ranked signal, not a raw firehose. Every step is automatic and inspectable.

REDDITHNX · +5noise discardedEMBEDMCPAPIHOOKS01020304
Watch

Pick the subreddits and keywords that matter. Prowlo checks them every few minutes — faster for hot subs — so new threads surface in minutes, not in tomorrow's digest.

EVERY FEW MINUTES
Filter

Spam, low-effort posts, bots, and off-topic noise get dropped automatically. Most raw posts never reach you — you only see threads worth a human's time.

MOST DROPPED
Embed

Every surviving thread gets a vector embedding and lands in your Dataset — your agent ranks and searches it by meaning, not just keywords.

EMBEDDING
Deliver

Read it in your feed, get a Slack or webhook alert, or query it from Claude over MCP — clean typed JSON your agent can reason over and cite.

FEED · ALERT · MCP

Your social data, in the tools you already use.

Read it in Prowlo, get it in Slack, or query it from Claude and Cursor over MCP. Same clean data everywhere.

They search by meaning

Every record ships with a vector embedding. One MCP call returns the top matches by meaning — no keyword guessing, no boolean strings to babysit.

768-D · COSINE
prowlo · searchmcp
("CRM" OR "C.R.M") AND (hate OR frustrat*) -hiring
keyword guessing — misses synonyms, drowns in noise
search_dataset("posts about CRM frustration")
Ranked by meaning
r/sales“Our CRM fights us at every step”0.94
r/startups“Moving off HubSpot — suggestions?”0.89
HN“Ask HN: a CRM that stays out of the way?”0.85

They parse JSON, not HTML

No DOM parsing, no fragile selectors, no HTML to strip. Records are typed, versioned, schema-stable. Add a field, we bump the version — your agent never breaks on a redesign.

TYPED · VERSIONED
raw scrape✕ brittle
<div class="_3xQ2 _1mNa _0zT">
  <span class="md">Our CRM fights us…</span>
  <a href="/r/saas/…">↗</a>
</div>  <!-- selector moved -->
Prowlo
record.json✓ typed · v1
{ "id": "rdt_1a2b3c", "source": "reddit",
  "channel": "r/saas", "permalink": "/r/saas/…",
  "embedding": [768], "version": "v1" }

They iterate, then cite

Every record carries a stable ID, a permalink, an author, and timestamps. Your agent can cite it, dedupe it across calls, or follow it back to the original thread in one hop.

PERMALINK + IDS
cite · follow back
idrdt_1a2b3cstable across calls
follow ↓
r/SaaS/r/saas/…/1d4f2k ↗
“Our CRM fights us at every step”
u/marcus_b · 2026-06-08 14:22Z
call #1call #2call #31 record

They retry, then resume

Cursor-based pagination, idempotent reads, rate-limit headers in every response. If your agent gets interrupted, it resumes exactly where it left off — no replays, no missed pages.

CURSORS · IDEMPOTENT
GET /v1/records200
X-RateLimit-Remaining 4982Reset 38s
records 0–50
50–100
connection lost
resume @ next_cursor
100–150
{ "next_cursor": "eyJvIjo1MH0", "has_more": true }
Resume from next_cursor — no replays, no dupes.

One endpoint.
Every network.

Call it from Claude or Cursor over MCP, or hit the REST API directly. You get clean, typed, schema-stable JSON — same shape whether the source is Reddit, X, or something we add tomorrow. Never maintain a scraper again.

Stable, versioned schemas
Cursor pagination & freshness windows
Embeddings ready for your vector store
response.json
{
  "items": [{
    "id": "rdt_1a2b3c",
    "source": "reddit",
    "channel": "r/MachineLearning",
    "type": "post",
    "author": "u/devops_alice",
    "title": "We moved off Pinecone to Qdrant",
    "text": "After six months on Pinecone we hit cost ceiling…",
    "score": 247,
    "language": "en",
    "created_at": "2026-06-04T14:22:18Z",
    "permalink": "https://reddit.com/r/MachineLearning/…",
    "match_score": 0.84
  }],
  "next_cursor": "eyJ0cyI6MTcxNzQzNDU0MH0",
  "filtered_out": 184
}

Free 14-day trial, then $19/mo.

Start with a 14-day free trial — no card. Then $19/mo for 10 Watchers on your own keywords, checked hourly and served to your agent over MCP.

Prowlo
Free 14-day trial — no card to start.
$19/mo
  • Free 14-day trial, no card
  • 10 Watchers on your keywords
  • Up to 25 communities, checked hourly
  • 10 Alerts + Trends
  • MCP + REST + webhooks
  • Semantic search over your Dataset
Start free trial

Questions, answered plainly.

What is Prowlo, in one line?

Social access for your AI agent. Add the MCP server to Claude, Cursor, or any client, and your agent can read and reason over Reddit, X, and more — filtered and ranked, not a raw firehose.

How does the MCP part work?

One install. Your agent gets tools to search social and pull the items that matter — typed JSON, no glue code. Works with Claude, Claude Code, Cursor, and Cline.

What makes this better than a free Reddit MCP?

Most free Reddit MCPs broke in May 2026, when Reddit started returning 403 on the unauthenticated endpoints they relied on. Prowlo runs its own hosted crawl, so it keeps working — and a Watcher is a memory, not a one-off peek: it filters and ranks first, then embeds every record into a Dataset your agent can search and cite over time.

Will Prowlo post anything for me?

Never. Prowlo is read-only. Your agent can find, rank, and analyze, but any posting is yours — always a human in the loop.

What platforms does Prowlo cover?

Reddit, X (Twitter), Hacker News, Mastodon, and RSS — all crawled into a single searchable Dataset. Reddit and X are the main marketing hook because that's where most product conversations happen, but the same Watcher system indexes HN, Mastodon, and generic RSS feeds into the same corpus your agent searches.

How much does Prowlo cost?

Free 14-day trial, no credit card required. After the trial it's $19/mo — one plan, everything included: up to 10 Watchers, 25 communities checked hourly, semantic search over your Dataset, MCP + REST + webhooks.

What is a Watcher?

A Watcher is a persistent crawl rule. You define the sources you care about — subreddits, X accounts, HN keywords — plus optional prefilter rules (upvote threshold, flair, regex). Prowlo crawls only those sources on a regular cadence and indexes every matching record into your Dataset. No Watchers, no crawl — the system only fetches what you've asked for.

How is Prowlo different from F5Bot, GummySearch, or other monitoring tools?

Alert-based monitoring tools (F5Bot, Syften, Octolens) deliver keyword hits to a human inbox — great for personal triage, not for agents. Prowlo gives your AI agent a semantically-searchable Dataset over MCP: every record is embedded and queryable by meaning, not just keyword match, and the agent calls the tools directly without a human relay step. See the full comparison at prowlo.com/blog/f5bot-vs-syften-vs-octolens-vs-prowlo.

Give your AI agent social access in minutes.

Install the MCP, point your agent at Reddit, and watch it work. Free to start, no card.