Sushidata is a context data lake for long-term AI memory. This plugin turns Claude into a Sushidata-native agent: ingest community signals from Discord, Slack, and forums; run GTM prospecting and outbound with HeyReach, Hunter, and Apify; build competitor battlecards for PMMs; analyze campaign performance with research swarms; discover ICP signals from won/lost account data; and generate personalized outreach copy. Every finding is saved to the Sushidata context lake so future sessions have full memory of what was learned.
Based on adoption, maintenance, documentation, and repository signals. Not a security audit or endorsement.
Discover niche first-party signals that differentiate Closed Won vs Closed Lost accounts for ICP analysis. Use when the user provides won/lost customer domain lists and wants differential signals (website content, job listings, tech stack, maturity markers) to build account scoring models and prospecting criteria. Triggers: ICP analysis, niche signals, won vs lost analysis, differential signals, signal discovery, ICP signal report, account scoring signals, lead scoring, first-party signals, buyer signals.
Show available Sushidata commands and how to use them. Trigger when the user says: "help", "sushidata help", "what can you do", "what commands are available", "how do I use sushidata", "show me what sushidata can do", "what skills do you have", "commands", or any request for an overview of capabilities. Run immediately — show the command list first, then offer to explore use cases.
Build a competitive research matrix — a Google Sheet comparing competitors across features, with color-coded Yes/No/Limited cells and a supporting Evidence tab. Trigger when the user says: "matrix", "sushi matrix", "build a competitive matrix", "compare competitors", "research matrix", "competitor comparison", or any request to compare multiple companies or products across a set of criteria.
Run a competitive intelligence demo to show the user what Sushidata can do. Trigger when the user says "get started", "show me a demo", "what can you do", "research my competitors", "competitive intel", "compare me to competitors", "who are my competitors", or provides a company name and asks what Sushidata can find. Also trigger on first use with no prior context. Given a company name, deploys Sushidata research swarms to identify and profile at least three competitors, then delivers a structured competitive battlecard.
Trigger for any research, intelligence, or GTM execution task — even without explicit mention of Sushidata. Use when users ask about leads, accounts, contacts, competitors, community signals, campaign performance, ICP research, portfolio prospecting, org charts, or any question requiring real-world data retrieval or analysis. Also triggers for: writing outreach copy, scoring leads, classifying ICP fit, discovering niche buyer signals from won/lost accounts, community feedback analysis (Discord, Slack, forums), competitor battlecards, GTM competitor reports, and document accuracy review. Governs the full Sushidata workflow: context-lake queries, deep swarm research, verification, context saving, and GTM execution routing through provider playbooks for HeyReach, HubSpot, Hunter, and Apify. When in doubt, trigger.
A Claude Cowork plugin that turns Claude into a Sushidata-native GTM agent. Every research session, prospect list, and competitive finding is saved to the Sushidata context lake so future sessions build on what was already learned — not from scratch.
Four overlapping use cases, all backed by the Sushidata context lake:
GTM Prospecting & Outbound — Discover ICP-fit companies with a Sushidata research swarm, find contacts via Hunter, verify emails, and activate campaigns in HeyReach. Sync everything to HubSpot. The full pipeline runs inside Cowork without switching tools.
Competitor & Market Intelligence — Research competitors channel by channel (SEO, paid, social, events, PR, hiring). Parse LinkedIn Ads JSON exports. Verify every claim and link before the document is shared. Save findings to the context lake for all future sessions.
ICP Signal Discovery — Upload Closed Won and Closed Lost domain lists. The niche-signal-discovery skill extracts multi-page website content and job listings, then computes Laplace-smoothed lift scores to surface what actually differentiates buyers from non-buyers.
Community & Campaign Intelligence — Ingest signals from Discord, Slack, forums, and campaign data into the context lake. Query them later to inform outreach, content, or product decisions.
| Skill | Trigger |
|---|---|
sushidata-research | Any research, prospecting, enrichment, or GTM execution task |
sushidata-sales-quickstart | "Show me what Sushidata can do", "find me some leads", "quick demo" |
sushidata-quickstart | "Research my competitors", "get started", first use with no prior context |
niche-signal-discovery | ICP signal analysis from won/lost domain lists |
Step-by-step playbooks inside skills/sushidata-research/recipes/:
| Recipe | Use for |
|---|---|
gtm-competitor-report.md | Full GTM competitor analysis — channels, ads, events, PR, hiring |
document-accuracy-review.md | Verifying factual accuracy and link integrity in any research document |
account-orgchart.md | Mapping decision makers and warm intro paths for a target account |
build-tam.md | Building a total addressable market list from ICP criteria |
portfolio-prospecting.md | Finding companies backed by a specific investor, then contacts |
linkedin-url-lookup.md | Resolving LinkedIn profile URLs from names and companies |
scheduled-tasks.md | Setting up recurring or one-time automated GTM and research tasks |
small-business-prospecting.md | Finding local small businesses via Maps-style search |
Inside skills/sushidata-research/provider-playbooks/:
| Playbook | Covers |
|---|---|
hunter.md | Domain search → email finder → email verifier chain |
heyreach.md | LinkedIn campaign insertion (≤50 contacts per batch) |
hubspot.md | Contact, company, note, and deal upsert patterns |
apify.md | Actor quality ranking, job listing scraping, LinkedIn data |
All skills connect to:
BASE URL: https://dashboard.sushidata.ai/public/019e2876-d48b-765c-b303-06c7ff915c0d/
Tenant: Mitratech
Dataspace: Mitratech Internal
Key endpoints:
| Endpoint | Purpose |
|---|---|
POST /context/ | Save any finding to the context lake |
POST /query/ | Fast lookup — always try before deploying a swarm |
POST /swarm/deploy/ | Parallel research agents (swarmSize 2–20) |
POST /swarm/status/ | Poll swarm progress |
POST /verify/ | Validate evidence links before presenting to the user |
Two pure-Python (stdlib only) data quality scripts in skills/sushidata-research/scripts/:
validate-emails.py — Flags rows where the enriched email domain doesn't match the company domain. Warns if mismatch rate exceeds 20%.
python3 skills/sushidata-research/scripts/validate-emails.py enriched.csv \
--email-col email --domain-col domain
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