Forage MCP: The Knowledge Layer Your Agent Is Missing

Riccardo Minniti / Ernesta Labs · director@useforage.xyz · useforage.xyz

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Your agent hallucinates. Let's be honest about that.

You ask it: "Who are Stripe's main competitors?" It tells you confidently about companies that don't exist. You ask: "Find me 50 qualified leads." It returns hallucinations with made-up email addresses. You say: "What did you learn about this market last month?" It says: "I have no memory of last month."

You're not running an intelligent agent. You're running a smart model with amnesia.

Every research workflow starts from zero. Your agent searches, reads, answers, forgets. Tomorrow, when you ask about the same company, the same market, the same competitors—it learned nothing. Zero institutional knowledge. Zero compounding research.

Meanwhile, your competitor's agent? It's built a knowledge graph of 1 million entities. When it researches Stripe, it already knows the investors, the hires, the tech stack, the acquisition history. It adds what's new and moves on. Six months in, their agent knows your market better than you do.

What does it cost you when your agent is starting from zero every single time, while smarter agents are building permanent intelligence?

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What if your agent actually had a memory?

Imagine your agent researched Stripe six weeks ago. Found funding, competitors, tech stack, hiring timeline, key executives. Today you ask about Stripe again. Your agent says: "I already know Stripe. Last time I found 15 competitors, Series D at $95B valuation, currently hiring 30 engineers on the infrastructure team. Here's what changed since then." No re-scraping. No hallucinations. Just: this is what we know, here's what's new.

That's not a research tool. That's an intelligence asset.

What would actually be different if your agent could:

• Run market analysis on Day 1 and still reference it on Day 180, watching hiring patterns, funding announcements, feature launches in real-time
• Answer "find me leads matching X criteria" and check its graph first—return cached results instantly, add new matches, never double-scrape
• Tell you "Company A and Company B share three investors" not from guessing, but from a 1-million-entity graph it built over months
• Track a prospect's hiring signals over time and tell you "they're moving from product to sales focus—here's when they'll be buying"
• Run causal analysis on market shocks and tell you which of your prospects will be affected and why

Step into that version of your workflow for a second. Every research compounds. Every discovery sticks. Your agent gets smarter, faster, cheaper every single day.

What does your competitive position look like then? What decisions become obvious that aren't obvious now?

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The Knowledge Graph: What Compounds

Every tool call feeds a persistent knowledge graph. Your agent's research accumulates across sessions. The more it uses Forage, the smarter it gets.

Not a cache. Not a log. A structured graph with nearly 1 million entities and growing: companies, people, domains, funding rounds, competitors, technologies, markets, legal entities, geopolitical events, financial instruments. A FIBO-aligned ontology with 150+ entity types and 200+ relationship types including causal chains, contagion pathways, regime transitions, and shock propagation.

When your agent needs to know something, it checks the graph first. What it already knows, it doesn't re-learn. What is new, it adds. What is connected, it discovers.

This is the differentiator. Other tools give your agent a response. Forage gives your agent a memory that never forgets and a reasoning layer that connects everything it has ever learned.

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36 Tools. One Connection.

Core Tools

Tool	What your agent does	Cost
search_web	Search the web, get real results	$0.03
scrape_page	Extract clean text from any URL	$0.07
get_company_info	Domain to full company profile with contacts	$0.08
find_emails	Discover verified B2B emails with confidence scores	$0.10
find_local_leads	Find local businesses by type and location	$0.15
find_leads	Generate B2B lead lists filtered by title/location/industry	$0.25/100
list_verified_actors	Browse available data source actors	$0.01
get_actor_schema	Get input schema for any actor	$0.01
call_actor	Run any data actor with custom input	actor + 25%
search_apify_store	Search 1500+ data actors	Free

Skills: Multi-Source Intelligence Bundles

One call. Five to eight sources merged into a single intelligence package.

Skill	Your agent gets	Cost
skill_company_dossier	Full company profile + 10 contacts with emails	$0.50
skill_prospect_company	Up to 20 senior decision-makers + emails + LinkedIn	$0.75
skill_outbound_list	100+ verified leads ready for CRM import	$3.50
skill_local_market_map	Up to 100 local businesses with contact info + ratings	$0.80
skill_decision_maker_finder	25 decision-makers by department + seniority	$1.00
skill_competitor_intel	Pricing, features, reviews, positioning	$0.80
skill_competitor_ads	Active ad copy, landing pages, platforms	$0.65
skill_job_signals	Hiring trends, open roles, department breakdown	$0.55
skill_tech_stack	Technologies used with detection confidence	$0.45
skill_funding_intel	Funding rounds, investors, valuation, press	$0.70
skill_social_proof	Reviews, ratings, testimonials: G2, Trustpilot, Capterra	$0.55
skill_market_map	Complete competitor landscape for a market	$1.20
skill_kaspr_enrich	LinkedIn profile: experience, skills, contact data	$0.75

Graph Tools

Tool	What your agent does	Cost
query_knowledge	Search the graph for previously discovered entities	$0.05
enrich_entity	Full profile with all relationships from the graph	$0.08
find_connections	Find relationship paths between any two entities	$0.12
add_claim	Store a sourced assertion with confidence score	$0.05
get_claims	Retrieve all claims for an entity	$0.05
add_signal	Record a time-series data point	$0.05
get_signals	Query metrics over time	$0.05
set_regime	Label entity state (normal, stressed, pre-tipping, post-event)	$0.03
get_regime	Check entity current state	$0.03
causal_parents	What drives this entity upstream	$0.08
causal_children	What this entity drives downstream	$0.08
causal_path	Highest-weight causal path between entities	$0.15
simulate	Propagate shock/boost through the graph	$0.25
get_graph_stats	Entity and relationship counts	Free

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Who This Is For

AI agents running live research workflows:

• Sales development teams using agents to find and qualify leads
• Competitive intelligence analysts building market maps on demand
• Investment research workflows discovering funding rounds and cap table changes
• Recruitment pipelines finding decision-makers and their hiring signals
• Compliance systems tracking entity relationships and regime changes

Anyone whose agent makes decisions based on data: If your agent needs to know something real about the world—not guess, not hallucinate, but know—and remember what it learned so next time it's smarter, this is for you.

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What Changes

Before Forage: Agent searches → reads results → answers → forgets. Repeat tomorrow.

With Forage: Agent searches → graph stores it → tomorrow agent knows it → adds what's new → moves on. Knowledge compounds.

Real scenario: You ask your agent about Stripe's competitors. With Forage, your agent profiles 15 competitors in 2 minutes, sources funding for each, finds key execs, detects which ones are hiring aggressively right now. You get a decision-ready landscape. Next month you ask again—your agent still has all 15 profiles, adds the hiring changes, the new funding rounds. You're not starting from zero.

That knowledge advantage grows every day.

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And on the flip side: what happens if you don't?

Two days from now: you're asking your agent the same questions about the same companies because it forgot everything.

Two weeks from now: you've spent hours re-scraping data you already scraped once. Your competitor's agent has added 200 new entities to its graph.

Two months from now: you're still paying for email lookups you already did. You're still hallucinating on company facts. Your lead generation is still manual. Your agent still has no memory.

Two years from now: your agent is exactly where it was two years ago. Zero institutional knowledge. Zero compounding intelligence. Zero advantage. Your competitor's agent? It's analyzed 10,000 companies. It knows hiring signals before they're public. It sees the connections you can't. It's profitable because it remembers.

That's the cost of amnesia. Not in dollars. In momentum. In decision quality. In how far behind you fall.

Meanwhile the agents that connected to Forage six months ago? They know more about their markets than the humans do. Because everything they've ever found is still there. Connected. Growing. Compounding every single day.

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What This Is. What It Isn't.

This is a knowledge layer for AI agents: web intelligence plus persistent memory. One connection, 36 tools, a graph that never forgets.

This is not a search wrapper. Not a RAG system. Not a vector database. Not a chatbot with browsing.

This is pay-per-call. Your agent uses it, you see the cost. Forage gives every new user $5 in free credits, on top of anything Apify offers.