ernestalabs avatar

Forage - MCP Server for AI Agents

ernestalabs/web-intelligence-mcp

Forage connects your Claude agent to persistent web intelligence backed by a knowledge graph with nearly 1 million entities. You get 36 tools across three layers: core operations like search_web, scrape_page, and find_emails for verified B2B contacts; bundled skills like skill_company_dossier and skill_outbound_list that merge multiple sources into single intelligence packages; and graph operations like query_knowledge, find_connections, and simulate for causal analysis. The graph persists across sessions, so research compounds instead of resetting. Runs on Apify infrastructure via streamable HTTP. Reach for this when your agent needs to remember what it learned about companies, people, or markets and build on that knowledge over time instead of starting from zero every conversation.

tools
37
transport
HTTP
last updated
Apr 20, 2026

Tools

37 tools

Public tool metadata for what this MCP can expose to an agent.

search_webSearch the web, get real results

Search the web, get real results

No parameter schema in public metadata yet.

scrape_pageExtract clean text from any URL

Extract clean text from any URL

No parameter schema in public metadata yet.

get_company_infoDomain to full company profile with contacts

Domain to full company profile with contacts

No parameter schema in public metadata yet.

find_emailsDiscover verified B2B emails with confidence scores

Discover verified B2B emails with confidence scores

No parameter schema in public metadata yet.

find_local_leadsFind local businesses by type and location

Find local businesses by type and location

No parameter schema in public metadata yet.

find_leadsGenerate B2B lead lists filtered by title/location/industry

Generate B2B lead lists filtered by title/location/industry

No parameter schema in public metadata yet.

list_verified_actorsBrowse available data source actors

Browse available data source actors

No parameter schema in public metadata yet.

get_actor_schemaGet input schema for any actor

Get input schema for any actor

No parameter schema in public metadata yet.

call_actorRun any data actor with custom input

Run any data actor with custom input

No parameter schema in public metadata yet.

search_apify_storeSearch 1500+ data actors

Search 1500+ data actors

No parameter schema in public metadata yet.

skill_company_dossierFull company profile + 10 contacts with emails

Full company profile + 10 contacts with emails

No parameter schema in public metadata yet.

skill_prospect_companyUp to 20 senior decision-makers + emails + LinkedIn

Up to 20 senior decision-makers + emails + LinkedIn

No parameter schema in public metadata yet.

skill_outbound_list100+ verified leads ready for CRM import

100+ verified leads ready for CRM import

No parameter schema in public metadata yet.

skill_local_market_mapUp to 100 local businesses with contact info + ratings

Up to 100 local businesses with contact info + ratings

No parameter schema in public metadata yet.

skill_decision_maker_finder25 decision-makers by department + seniority

25 decision-makers by department + seniority

No parameter schema in public metadata yet.

skill_competitor_intelPricing, features, reviews, positioning

Pricing, features, reviews, positioning

No parameter schema in public metadata yet.

skill_competitor_adsActive ad copy, landing pages, platforms

Active ad copy, landing pages, platforms

No parameter schema in public metadata yet.

skill_job_signalsHiring trends, open roles, department breakdown

Hiring trends, open roles, department breakdown

No parameter schema in public metadata yet.

skill_tech_stackTechnologies used with detection confidence

Technologies used with detection confidence

No parameter schema in public metadata yet.

skill_funding_intelFunding rounds, investors, valuation, press

Funding rounds, investors, valuation, press

No parameter schema in public metadata yet.

skill_social_proofReviews, ratings, testimonials: G2, Trustpilot, Capterra

Reviews, ratings, testimonials: G2, Trustpilot, Capterra

No parameter schema in public metadata yet.

skill_market_mapComplete competitor landscape for a market

Complete competitor landscape for a market

No parameter schema in public metadata yet.

skill_kaspr_enrichLinkedIn profile: experience, skills, contact data

LinkedIn profile: experience, skills, contact data

No parameter schema in public metadata yet.

query_knowledgeSearch the graph for previously discovered entities

Search the graph for previously discovered entities

No parameter schema in public metadata yet.

enrich_entityFull profile with all relationships from the graph

Full profile with all relationships from the graph

No parameter schema in public metadata yet.

find_connectionsFind relationship paths between any two entities

Find relationship paths between any two entities

No parameter schema in public metadata yet.

add_claimStore a sourced assertion with confidence score

Store a sourced assertion with confidence score

No parameter schema in public metadata yet.

get_claimsRetrieve all claims for an entity

Retrieve all claims for an entity

No parameter schema in public metadata yet.

add_signalRecord a time-series data point

Record a time-series data point

No parameter schema in public metadata yet.

get_signalsQuery metrics over time

Query metrics over time

No parameter schema in public metadata yet.

set_regimeLabel entity state (normal, stressed, pre-tipping, post-event)

Label entity state (normal, stressed, pre-tipping, post-event)

No parameter schema in public metadata yet.

get_regimeCheck entity current state

Check entity current state

No parameter schema in public metadata yet.

causal_parentsWhat drives this entity upstream

What drives this entity upstream

No parameter schema in public metadata yet.

causal_childrenWhat this entity drives downstream

What this entity drives downstream

No parameter schema in public metadata yet.

causal_pathHighest-weight causal path between entities

Highest-weight causal path between entities

No parameter schema in public metadata yet.

simulatePropagate shock/boost through the graph

Propagate shock/boost through the graph

No parameter schema in public metadata yet.

get_graph_statsEntity and relationship counts

Entity and relationship counts

No parameter schema in public metadata yet.

Sponsors

Readme

Forage MCP: The Knowledge Layer Your Agent Is Missing

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


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.


View the full README on GitHub

Details

Repository
github.com/ernestalabs/web-intelligence-mcp
Categories
Sales & Marketing, Documents & Knowledge
Transport
HTTP
Registry
MCP registry, active

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