ApifyForge Features:
15 Tools for Managing Apify Actors
ApifyForge is a platform that provides 15 developer tools, fleet-level analytics, revenue tracking, health monitoring, and 20 side-by-side actor comparisons for managing Apify web scraping actors. It covers Apify actors and MCP servers across 20 categories, filling gaps the Apify Console leaves: quality scores, cost estimation, bulk operations, competitor intelligence, and compliance scanning. According to Apify's documentation, actors are the cloud programs that power the platform's 4,000+ tools.
Last updated March 27, 2026
ApifyForge developer tools: fleet-level visibility for your actor portfolio
The Apify Console manages one actor at a time. ApifyForge manages your entire fleet with analytics, bulk operations, and 15 developer tools that catch problems before your users do. According to the Apify SDK documentation, actors can be monitored via the Apify API, but ApifyForge aggregates that data across all actors into a single dashboard view.
Shipping and maintaining actors full-time? See ApifyForge for developers — a workflow walkthrough for solo actor builders. Or compare the full feature set against the default Apify Console in our ApifyForge vs Apify Store breakdown.
Background reading: How to Test Apify Actors Before Publishing walks through the 5-level pre-deploy workflow these tools automate, and Managing a Large Apify Actor Portfolio explains the operational problems that shaped ApifyForge.
Fleet Dashboard
ApifyForge's Fleet Dashboard displays all your Apify actors in one sortable view — runs, users, revenue, and health status. What takes 30 minutes checking actors individually in the Apify Console takes 10 seconds in ApifyForge.
Revenue Analytics
ApifyForge Revenue Analytics provides per-actor pay-per-event (PPE) breakdowns, trend lines, and revenue forecasting. Identify your top earners and catch declining actors before revenue drops.
Health Monitor
ApifyForge's Health Monitor catches actor failures, tracks success rate trends, and flags anomalies before your users see them. It monitors all actors in your fleet and alerts you before Apify flags actors for maintenance.
Quality Scores
ApifyForge Quality Scores audit every factor that affects your Apify Store ranking — README quality, pricing completeness, output schema, and reliability — scored per actor with actionable improvement suggestions.
Bulk Operations
ApifyForge Bulk Operations let you set pricing, update metadata, publish, or trigger builds across your entire Apify actor fleet in a single action. Hours of console clicking become seconds.
Smart Alerts
ApifyForge Smart Alerts notify you via Slack or email when actors fail, revenue hits milestones, new users arrive, or costs spike. Know what happened without checking the ApifyForge dashboard.
Exportable Reports
Download every Fleet Health run in four formats: a styled self-contained HTML report, a paste-anywhere Markdown doc for GitHub/Linear/Notion tickets, a flat CSV for spreadsheets, or a multi-sheet XLSX workbook with Summary, Action Plan, Revenue Opportunities, Top Actors, Categories, and Regressed Actors. Share the analysis with teammates or stakeholders without giving them Apify access.
Output Guard
ApifyForge's Output Guard runs your actor and compares every output field against its declared schema. Catches type mismatches, missing fields, and null handling issues. $0.35 per validation.
Deploy Guard
ApifyForge's Deploy Guard executes your actor with multiple test inputs and validates output against assertions: result counts, required fields, field types, and duration limits. $0.35 per test suite.
Cloud Staging
ApifyForge Cloud Staging tests actors in Apify's production environment before publishing. Validates Docker builds, schema compliance, and output quality in the real cloud. $0.50 per staging run.
Regression Suite
ApifyForge's Regression Suite runs all your test cases and compares against previous results. Detects regressions (was passing, now fails) and resolved issues. $0.35 per regression suite.
14 Developer Tools
ApifyForge provides 14 developer tools: Cost Calculator, Compliance Scanner, LLM Optimizer, Pipeline Preflight, Schema Registry, Input Guard, Plan Advisor, Proxy Analyzer, Cost Watchdog, Personal Data Exposure Report, Output Guard ($0.35), Deploy Guard ($0.35), Cloud Staging ($0.50), and Regression Suite ($0.35). Ten tools are free with no signup required.
Find, evaluate, and run the right Apify actors with ApifyForge
The Apify Store lists over 4,000 actors. ApifyForge surfaces the data that matters — quality scores, cost estimates, reliability data, and 20 head-to-head comparisons — so you pick the right actor the first time. As noted in the Model Context Protocol specification, MCP servers enable AI assistants to interact with external tools, and ApifyForge indexes MCP servers for discovery.
Picking actors for a whole team? See ApifyForge for teams for procurement and rollout patterns. Or jump straight to our curated best Apify actors roundup — category winners ranked by quality, reliability, and cost.
Actor Recommender
ApifyForge's Actor Recommender matches your task to the best Apify actor. Describe what you need — "scrape Google Maps business listings" or "find emails for companies" — and it ranks options by relevance, reliability, and cost across Apify actors.
Curated Actor Directory
ApifyForge's curated directory of Apify actors adds what the Apify Store is missing — quality scores, success rates, pricing breakdowns, and maintenance pulse data. Organized across 20 categories so you find the right scraper fast.
Head-to-Head Comparisons
ApifyForge offers 20 head-to-head actor comparisons that put competing Apify actors side by side. Price per result, success rate, output fields, user counts, and editorial guidance on which actor is best for your scenario.
Cost Calculator
ApifyForge's Cost Calculator estimates what an Apify actor run will cost before you spend anything. PPE charges plus compute costs, broken down per run so there are no surprises. Covers all pricing models including pay-per-event and flat-rate.
Compliance Scanner
ApifyForge's Compliance Scanner checks PII risk, Terms of Service exposure, and relevant regulations (GDPR, CCPA, CFAA) before you scrape. Returns risk levels with plain-English explanations, as recommended by the EU Data Protection Board guidelines.
Integration Templates
ApifyForge Integration Templates auto-generate ready-to-import workflows for any Apify actor. One click to get a working n8n or Make.com template that starts runs, polls status, and fetches results.
ApifyForge feature comparison table
All 18 ApifyForge features with category, description, and pricing. 13 features are included with no per-event charge. 5 developer tools charge $0.15–$0.50 per use via Apify's pay-per-event billing.
| Feature | Category | Description | Price |
|---|---|---|---|
| Fleet Dashboard | Analytics | View all actors in one sortable table with 8 columns: name, runs, users, revenue, health, success rate, last build, and status | Included |
| Revenue Analytics | Analytics | Per-actor PPE breakdowns with daily/weekly/monthly trend lines and 30-day revenue forecasting | Included |
| Health Monitor | Monitoring | Tracks success rates across all fleet actors, flags actors below 95% success, and detects anomalies within 30 seconds via webhook alerts | Included |
| Quality Scores | Analytics | Scores each actor on 4 dimensions: README quality, pricing completeness, output schema, and reliability (0-100 scale) | Included |
| Competitor Intelligence | Analytics | Tracks rival actors in your Apify Store categories: pricing changes, user growth, and success rate deltas over 7/30/90-day windows | Included |
| Bulk Operations | Fleet Mgmt | Set pricing, update metadata, or trigger builds across many Apify actors in a single action | Included |
| Smart Alerts | Monitoring | Slack and email notifications for actor failures, revenue milestones, new user arrivals, and cost spikes above configurable thresholds | Included |
| Output Guard | Dev Tools | Runs actor with test input and compares every output field against its declared schema, checking types, nulls, and missing fields | $0.35 |
| Deploy Guard | Dev Tools | Executes actor with multiple test inputs and validates output against 4 assertion types: result counts, required fields, field types, and duration limits | $0.35 |
| Cloud Staging | Dev Tools | Tests actors in Apify production environment (real Docker builds, real proxies) before publishing to the Store | $0.50 |
| Regression Suite | Dev Tools | Compares current test results against previous baseline, detects regressions (was passing, now fails) and newly resolved issues | $0.35 |
| Actor Recommender | Discovery | Natural language search across Apify actors ranked by relevance, reliability, and cost per result | Included |
| Actor Directory | Discovery | Curated directory of Apify actors with quality scores (0-100), pricing breakdowns, and success rates across 20 categories | Included |
| Head-to-Head Comparisons | Discovery | 20 editorial comparisons: price per result, success rate, output fields, user counts, and editorial recommendation per use case | Included |
| Cost Calculator | Dev Tools | Estimates PPE charges plus compute costs per run, covering all 3 Apify pricing models: pay-per-event, flat-rate, and free | Included |
| Compliance Scanner | Dev Tools | Checks PII exposure, Terms of Service risk, and 3 regulations (GDPR, CCPA, CFAA) before scraping, with plain-English risk explanations | Included |
| Integration Templates | Automation | Auto-generates ready-to-import workflows for n8n and Make.com that start runs, poll status, and fetch results | Included |
No subscription — actors individually priced via Apify PPE
No subscription, no feature gates, no data limits. Set up the ApifyForge CLI in one command and 13 features that don't trigger actor runs work immediately. Five developer tools (Output Guard, Deploy Guard, Cloud Staging, Regression Suite, etc.) charge $0.35–$0.50 per use via Apify's pay-per-event billing. Your Apify token never leaves your machine.
Frequently asked questions about ApifyForge features
What is ApifyForge?
ApifyForge is a platform for discovering, comparing, and managing Apify web scraping actors and MCP intelligence servers. It provides 14 developer tools, fleet analytics, revenue tracking, health monitoring, and a curated directory of Apify actors across 20 categories.
How is ApifyForge priced?
ApifyForge has no subscription and no platform fee. Each actor is individually priced via Apify pay-per-event — see each actor's Apify Store listing for its current per-event price. Runs on your own Apify account, billed by Apify directly.
What developer tools does ApifyForge include?
ApifyForge includes 14 developer tools: Output Guard, Deploy Guard, Cloud Staging, Regression Suite, Cost Calculator, Compliance Scanner, LLM Optimizer, Pipeline Preflight, Schema Registry, Input Guard, Plan Advisor, Proxy Analyzer, Cost Watchdog, and Personal Data Exposure Report.
How does ApifyForge compare to the Apify Console?
The Apify Console manages actors one at a time. ApifyForge adds fleet-level visibility across all your actors, including cross-actor revenue analytics, batch operations, competitor tracking, quality scoring, and automated health monitoring. ApifyForge works alongside the Apify Console, not as a replacement.
Does ApifyForge store my Apify API token?
No. ApifyForge stores zero API tokens on its servers. The CLI communicates directly with the Apify API from your machine. Dashboard login uses GitHub or Google OAuth, and your Apify token never leaves your browser's local session.
What are ApifyForge actor comparisons?
ApifyForge publishes 20 editorial head-to-head comparisons of competing Apify actors. Each comparison covers price per result, success rate, output fields, user counts, and an editorial recommendation on which actor fits each use case.
Can I use ApifyForge with any Apify account?
Yes. ApifyForge works with any Apify account, including the free tier (which includes $5 of monthly platform credits). Connect your account via the CLI or dashboard OAuth to access all features.
What is the difference between ApifyForge and the Apify Store?
The Apify Store is Apify's official marketplace for discovering and running actors. ApifyForge is a third-party platform that adds fleet management, cross-actor analytics, quality scores, 20 editorial comparisons, and 15 developer tools on top of the Apify ecosystem. ApifyForge indexes Apify actors and MCP servers from the Store and adds data not available in the native Apify Console.
Does ApifyForge support MCP servers?
Yes. ApifyForge indexes MCP (Model Context Protocol) intelligence servers, each bundling 7–18 Apify actors as callable tools for AI agents like Claude, Cursor, and Windsurf. Every MCP is categorised, costed, and searchable in the directory.