mr-kelly
UserAgent Skills by mr-kelly
Categories
Indexed Skills (53)
agent-rules
Align all AI coding agents to single source of truth. AGENTS.md for rules, .agents/skills/ for skills. All other files are symlinks.
app-in-skill-creator
Create or update App-in-Skill patterns: Codex skills that bundle a local provider-backed web app for review, approval, dashboards, or lightweight workflows. Use when the user wants a skill with an embedded local UI, provider handoff, local files, Busabase, locks, app launcher, schemas, or a reusable App-in-Skill scaffold.
kelly-demo-video-factory
Plan, verify, and track demo/marketing video production in Busabase — idea to hook/pain-point/storyboard, codebase claim verification, recording progress, post-production handoff, and HyperFrame (Remotion) linkage. Use when the user invokes $kelly-demo-video-factory or /kelly-demo-video-factory, wants to plan a product demo video, write a storyboard, verify a video script's product claims against the codebase, track which shots are recorded, or hand a finished storyboard off to editing/Remotion.
kelly-app-creator
Design human-and-Agent operating apps on Busabase using Research, Plan, Action, and Retrospective workflows. Use when a user wants an approval queue, research desk, planner, action console, operating dashboard, control panel, or collaboration workspace. This skill is Busabase-only and must use both `$busabase` and `$busabase-app-creator`; it does not define a local provider, runtime, data layer, or deployment path of its own.
kelly-app-skill-creator
Design human-and-Agent operating apps on Busabase using Research, Plan, Action, and Retrospective workflows. Use when a user wants an approval queue, research desk, planner, action console, operating dashboard, control panel, or collaboration workspace. This skill is Busabase-only and must use both `$busabase` and `$busabase-app-creator`; it does not define a local provider, runtime, data layer, or deployment path of its own.
kelly-invest-stock
Design and operate a Busabase-only, read-only China stock portfolio and research workspace using the no-key, pure-JavaScript stock-sdk market-data adapter. Use when the user invokes $kelly-invest-stock or /kelly-invest-stock, wants to monitor Shanghai, Shenzhen, or Beijing A-share holdings or watchlists, track related mainland indices or exchange-traded stock ETFs, refresh quotes and K-lines, or review portfolio value, cost basis, unrealized P/L, concentration, drawdown, market moves, research hypotheses, and recurring China stock reviews. It never connects to a brokerage, places orders, moves money, or presents generated analysis as personalized investment advice.
kelly-ads
Personal App-in-Skill ad-campaign command desk (投放指挥台) for a cross-border e-commerce seller running Amazon Ads, Meta (FB/IG), TikTok Ads, and Google Ads. Use when the user invokes $kelly-ads or /kelly-ads, or asks about 投放, ad campaigns, ad spend, ACOS, ROAS, Amazon Ads, TikTok ads, Meta ads, Google Ads, search terms, negative keywords, bid adjustment, budget pacing, CPC spikes, rejected ads, ad anomaly detection, 广告优化, or reviewing agent-proposed adjustment cards (negative keyword, bid down/up, pause target, budget shift, creative refresh).
kelly-agent-builder
Public App-in-Skill low-code agent configuration and governance console for a platform team. Use when the user invokes $kelly-agent-builder or /kelly-agent-builder, wants to review or edit a catalog of mock LLM agent configs, check quota usage, find configs that need attention, move a draft to live, pause a live agent, or archive an agent. Local mock config/governance UI only — it never provisions or calls any real agent.
kelly-agent-eval
Local App-in-Skill review board that runs a fixed suite of mock test cases against a baseline vs candidate agent version and surfaces rubric-scored regressions before a release. Use when the user invokes $kelly-agent-eval or /kelly-agent-eval, wants to review agent-version regressions, compare baseline vs candidate quality, triage a release, or record a release approve/block decision. Deterministic mock rubric scores only — not a real LLM-judge call, and it never deploys anything.
kelly-agent-observability
Agent Fleet Observability Desk App-in-Skill — local mock dashboard visualizing a fleet of LLM agents running behind a shared AI gateway for your organization. Use when the user invokes $kelly-agent-observability or /kelly-agent-observability, wants to review agent health, call volume, latency, error rates, cost, or trace-level chain breaks across an agent fleet. This is a demo/reference dashboard over generated mock telemetry, not a live monitoring integration.
kelly-ai-newsroom
Kelly AI Newsroom: App-in-Skill daily industry intelligence cockpit for AI/news-source intelligence. Use when the user asks for AI trend sourcing, news-source monitoring, buyer-intent analysis, or a reusable industry-intelligence cockpit. Prepares news/source signals, buyer-intent interpretation, approved sales actions, and channel drafts for review before any external handoff.
kelly-audit
Personal App-in-Skill finance anomaly review desk that imports the three business tables — orders, invoices, payments/receipts (回款) — from CSV/JSON exports, flags anomalies with deterministic rules, and runs a human review queue with auditable decisions. Use when the user invokes $kelly-audit or /kelly-audit, mentions finance audit, order invoice payment reconciliation, 对账, 应收, 回款, 发票异常, receivables aging, overdue receivables, duplicate payments, missing invoices, amount mismatches, or anomaly review.
kelly-beauty-intel
Kelly Beauty Intel: App-in-Skill daily industry intelligence cockpit for beauty, wellness, and medical aesthetics. Use when the user asks about beauty, medical aesthetics, wellness, treatments, competitor offers, IG/Xiaohongshu content,美容,医美, or health-service sales scenes. Prepares news/source signals, buyer-intent interpretation, approved sales actions, and channel drafts for review before any external handoff.
kelly-behavior-predict
Local dashboard App-in-Skill over mock user-behavior funnel data (browse → search → compare → booking attempt/abandon → complete) for a generic consumer booking product. Use when the user invokes $kelly-behavior-predict or /kelly-behavior-predict, wants to review funnel drop-off, per-segment predicted next actions, or backtest a rule-based "predicted next action" heuristic against a mock historical sample. Fully offline mock data and a deterministic, hand-recomputable rule — never a real ML/LLM model, never a live system.
kelly-brand
Brand-narrative single source of truth (TALE: Trace/Architect/Land/Evaluate) with a local App-in-Skill workbench. The agent drafts positioning, the message house of value pillars, the story bank, evidence-backed proof points, and vocabulary/tone guardrails; the human curates which drafts become the CANONICAL narrative; a drift monitor flags off-brand usage across channels. Use when the user invokes $kelly-brand or /kelly-brand, mentions brand narrative, brand messaging, positioning, message house, value pillars, story bank, proof points, tone/vocabulary guardrails, narrative quality (NQS), brand drift, or wants a single source of truth for what the brand says.
kelly-campaigns
Outbound email-marketing desk (App-in-Skill) for building segments, drafting campaigns, newsletters, and sequences, running pre-send deliverability and subject-line QA, and approving every send before it is scheduled. Structured around the SEND discipline — Setup, Engage, Nurture, Deliver — with an email-quality-auditor gate (EQS score + SHIP/FIX/BLOCK verdict). Use when the user invokes $kelly-campaigns or /kelly-campaigns, or mentions email marketing, campaigns, newsletters, drip/welcome/win-back sequences, broadcasts, segments, subject-line A/B tests, deliverability (SPF/DKIM/DMARC/spam score/inbox placement), or wants to review and approve marketing email before it is sent. This is OUTBOUND marketing to a subscriber list, distinct from kelly-email inbox triage (incoming mail). 出站邮件营销：策划分群、起草营销活动 / 新闻邮件 / 邮件序列，发送前做可送达性与主题行质检，人工审批后再排期发送。
kelly-clm
Lightweight contract lifecycle management App-in-Skill for contract inventory, lifecycle status, owners, obligations, renewal notices, and simple approval reminders. Use when the user invokes $kelly-clm or /kelly-clm, mentions CLM, contract lifecycle management, 合同管理, 合同台账, contract repository, obligation tracking, renewal reminders, notice deadlines, contract owners, signature readiness, or wants a simple local UI to review contract status without doing detailed legal redlines.
kelly-creators
Personal App-in-Skill command desk for influencer/creator marketing — the agent sweeps and fit-scores creator candidates, drafts outreach and briefs, and gates content before it ships; the human reviews creator cards, approves outreach/briefs/contracts, and tracks campaign ROI in a local review dashboard. Use when the user invokes $kelly-creators or /kelly-creators, mentions influencer or creator marketing, creator discovery, fit scoring, outreach DMs, campaign briefs, UGC, sponsorship or partnership deals, content review / FTC disclosure gating, or campaign ROI, or wants to review/approve agent-drafted creator outreach before it is sent through other channels.
kelly-crm
Personal App-in-Skill CRM operator for contacts, companies, deals, and agent-drafted follow-ups in a local review dashboard. Use when the user invokes $kelly-crm or /kelly-crm, mentions CRM, pipeline, contacts, companies, deals, follow-ups, relationship management, meeting-note capture, outreach drafts, next steps, or wants to review/approve agent-drafted follow-up messages before they are sent through other channels.
kelly-deal-scorer
Review-queue App-in-Skill that scores candidate SME financing deals (revenue-based/RBF-style credit) with a deterministic, fully auditable rule-based rubric — never an LLM or API call. Use when the user invokes $kelly-deal-scorer or /kelly-deal-scorer, wants to review a deal-underwriting queue, score financing candidates, compute a composite score breakdown, see a suggested revenue-share rate range, or record approve/send-back/reject decisions for a private-credit or RBF-style lending pipeline.
kelly-devops
Personal App-in-Skill ops desk for Kelly's multi-product SaaS fleet. Use when the user invokes $kelly-devops or /kelly-devops, or asks about uptime, service health checks, SSL certificate expiry, domain renewal, domain expiry, API key rotation, token rotation reminders, cloud spend anomaly, billing spikes, ops desk, incident review, or reviewing agent-proposed action cards (renew domain, rotate key, investigate spend, restart service, acknowledge incident).
kelly-digital-human
Digital-human implementation and demo skill for choosing, prototyping, and QA-ing low-cost 2D photoreal digital humans and high-control 3D custom digital humans. Use when the user wants a digital-human avatar, AI host, customer-service presenter, multimodal voice-to-lip-sync video stream, vendor comparison for services such as Silicon Intelligence / Tencent Zhiying / ZEGO-like real-time providers, or a UE/Unity 3D digital-human architecture and launch-ready demo.
kelly-disclosure-tracker
Cross-Entity Disclosure Tracker App-in-Skill — a local review workspace that helps a compliance/IR team assemble and track a standardized disclosure package per financing vehicle (fund/SPV), across a generic onshore origination entity, an offshore fund-manager entity, and a listing/exchange venue. Use when the user invokes $kelly-disclosure-tracker or /kelly-disclosure-tracker, wants to review disclosure checklists, vehicle readiness, cross-entity reconciliation flags, or reviewer notes across multiple financing vehicles. Local review workspace only — it never files anything or calls any external system.
kelly-drama
Short-drama and product-video development skill for planning drama projects through a bundled local App-in-Skill UI, with each project linked to a specified HyperFrame project and each episode linked to a HyperFrame composition for final motion/video tuning. Use when the user asks to create, edit, organize, or review short-drama scripts, product explainer episodes, character consistency cards, series bibles, episode beat sheets, storyboard shots, HyperFrame project/composition links, production checklists, or a drama planning workbench.
kelly-ecommerce-intel
Kelly Ecommerce Intel: App-in-Skill daily industry intelligence cockpit for e-commerce and cross-border sellers. Use when the user asks about e-commerce, cross-border selling, product trends, competitor prices, listing optimization, ads,电商, or跨境 scenes. Prepares news/source signals, buyer-intent interpretation, approved sales actions, and channel drafts for review before any external handoff.
kelly-education-intel
Kelly Education Intel: App-in-Skill daily industry intelligence cockpit for education, training, tutoring, and admissions services. Use when the user asks about education, training centers, exams, study abroad, visas, school policy, parent FAQ,招生,升学, or教育机构 sales scenes. Prepares news/source signals, buyer-intent interpretation, approved sales actions, and channel drafts for review before any external handoff.
kelly-email
Configurable email inbox-zero operator for clearing unread email through AI triage, draft replies, local UI review, human approval, and approved execution across configured email accounts. Use when the user invokes $kelly-email, asks to process unread email, generate or execute an email approval batch, review mail in the local App-in-Skill UI, draft replies, archive/mark-read approved messages, or reach email/support inbox zero.
kelly-family-fund
Household pooled-pension / elder-care fund App-in-Skill (家庭统筹基金) that keeps one read-only bookkeeping dashboard where transparency equals fairness. Use when the user invokes $kelly-family-fund or /kelly-family-fund, wants to pool two elders' pensions (退休金) managed by one steward (统筹人), pay a fixed care cost (养老院 / nursing home), and share the surplus across sibling families (交通/聚餐/生日礼物/人情/social gifts), track a household fund balance and monthly income/expense/net, see per-family cumulative benefit, share %, and fairness deviation (公平), a per-category spend split, CSV import or manual ledger entry (记账). It reads and writes LOCAL files only and NEVER moves money.
kelly-family-office
Family office App-in-Skill that consolidates multi-entity investment holdings into one read-only dashboard. Use when the user invokes $kelly-family-office or /kelly-family-office, wants a consolidated family office view, multi-entity aggregation across an individual, trust, company, fund, or foundation, total AUM in a base currency, asset allocation by asset class, by entity/member, or by custodian/institution, multi-currency FX consolidation, CSV import of holdings, manual holdings entry, unrealized P/L, or read-only portfolio monitoring. It never moves money or trades.
kelly-feedback
Personal App-in-Skill voice-of-customer desk for aggregating user feedback from support email, Discord/Slack communities, X replies, app-store reviews, surveys, and interviews into clustered feature requests and a roadmap decision queue. Use when the user invokes $kelly-feedback or /kelly-feedback, or mentions user feedback, voice of customer, feature requests, roadmap decisions, feedback clustering, feedback triage, request dedupe, changelog replies, decline replies, or reviewing what users are asking for.
kelly-finance
Build, analyze, repair, and audit finance three-statement models and operating forecasts. Use when the user invokes $kelly-finance, asks for 财务三表, 三表模型, income statement, balance sheet, cash flow statement, forecast model, budget model, financial projections, FP&A model, SaaS/unit economics forecast, fundraising model, board finance pack, investor model, model checks, balance-sheet balancing, cash runway, working capital, capex/depreciation schedules, debt schedules, scenario/sensitivity cases, or Excel/Sheets-ready finance outputs.
kelly-financial-services-intel
Kelly Financial Services Intel: App-in-Skill daily industry intelligence cockpit for financial services, investment advisory, and family offices. Use when the user asks about financial services, investment advisory, market explainers, client memos, family office,投顾,金融服务, or family-office scenes. Prepares news/source signals, buyer-intent interpretation, approved sales actions, and channel drafts for review before any external handoff.
kelly-homework-coach
Friendly elementary-school homework tutoring App-in-Skill. Use when the user invokes $kelly-homework-coach or /kelly-homework-coach, mentions 小学生作业辅导, homework photo tutoring, 拍照讲题, 作业答疑, 错题本, error notebook, mistake-book review, practice paper generation, exam paper analysis, parent/teacher review of AI explanations, or wants a child-friendly UI for step-by-step homework help with local review and safety boundaries.
kelly-inquiry
Personal App-in-Skill inbound-inquiry reception desk for cross-border/foreign-trade sellers, aggregating WhatsApp, Instagram, Messenger, and email inquiries into a local pipeline with a product knowledge base, quote worksheet, approval queue, and follow-up reminders. Use when the user invokes $kelly-inquiry or /kelly-inquiry, mentions 询盘, inquiry desk, WhatsApp leads, quote management, 报价, foreign trade sales, follow-up reminders, or a lead pipeline, wants inquiries triaged into new/replied/quoted/negotiating/won/lost stages, agent-drafted replies and quotes reviewed before sending, or stale deals surfaced.
kelly-insurance-intel
Kelly Insurance Intel: App-in-Skill daily industry intelligence cockpit for insurance and wealth advisory. Use when the user asks about insurance, wealth advisory, client risk reminders, market news, policyholder follow-up,保险, or financial-advisor sales scenes. Prepares news/source signals, buyer-intent interpretation, approved sales actions, and channel drafts for review before any external handoff.
kelly-insure-data
Insurance-industry App-in-Skill for high-quality data entry and governance, backed by a Busabase REST provider and operator scripts. Use when the user invokes $kelly-insure-data or /kelly-insure-data, wants an insurance data workspace with UI, needs to govern insurance files, metadata, QA pairs, featured information, insurer notices, or user feedback, restore a Busabase insurance workspace from local PDFs, or wants Busabase Drive/Base data surfaced for data quality review, metadata completeness, canonical insurance knowledge entry, and ongoing data governance.
kelly-invest-webull
Personal read-only App-in-Skill portfolio dashboard that aggregates Webull brokerage holdings into a local view. Use when the user invokes $kelly-invest-webull or /kelly-invest-webull, wants to review their Webull portfolio, holdings, positions, accounts (cash/margin), asset allocation, market value, unrealized P/L, day change, cash, or buying power. Read-only aggregation only — it never places, modifies, or cancels orders and never moves money.
kelly-invoice-sheet
Extract invoices, receipts, credit notes, statements, PDFs, images, docs, and spreadsheet-like invoice exports into a local reviewable table with field confidence, line items, approval decisions, and CSV/JSON export. Use when the user invokes /kelly-invoice-sheet or $kelly-invoice-sheet, asks for "Invoice转表格", invoice OCR, receipt-to-spreadsheet, invoice data extraction, bookkeeping import prep, or a Lido-style Extract Data workflow with a local App-in-Skill UI.
kelly-launch
Product-launch command desk (App-in-Skill) built on the RAMP discipline — Research / Assemble / Mobilize / Prove. The agent assembles the launch checklist and drafts launch assets, channel submissions (Product Hunt / Hacker News / directories), press pitches, and the launch-day runbook; the human approves the launch-readiness gate and steers launch day in a local review UI. Use when the user invokes $kelly-launch or /kelly-launch, or mentions launching / shipping a product, a launch checklist or runbook, launch readiness, RAMP, Product Hunt / Show HN / press-kit / launch-email drafting, or wants to review and approve launch assets and channel submissions before they go public. This is launch OPERATIONS — the checklist, assets, submissions, and runbook — not a launch video (for a promo video use product-launch-video).
kelly-lead-funnel
Local App-in-Skill control panel / kanban board for a BD or sourcing team triaging merchant and business financing leads for a lender or investment fund. Use when the user invokes $kelly-lead-funnel or /kelly-lead-funnel, wants to review the deal sourcing pipeline, funnel, lead board, or asks to move a lead's stage, reject a lead, add a note, score a lead, or see funnel conversion rates. Deterministic rule-based lead scoring only — never an LLM call — and never sends outreach, signs term sheets, or moves money.
kelly-legal-casebase-ingest
Legal casebase App-in-Skill intake and anonymization QA desk for law-firm judgment and award documents. Use when the user invokes $kelly-legal-casebase-ingest, mentions internal case database, 智能案例库, 裁判文书入库, 脱敏, 结构化, 分类标注, 案例审核, 质量验收, or wants a local UI where reviewers approve, revise, or block agent-prepared case records before they become searchable knowledge assets.
kelly-legal-contracts
Legal-contract App-in-Skill review desk for NDAs, MSAs, DPAs, SOWs, clause playbooks, risk checks, fallback language, and approval-gated issue-list exports. Use when the user invokes $kelly-legal-contracts or /kelly-legal-contracts, mentions legal, 法务, contract review, 合同审阅, NDA, MSA, DPA, SOW, redlines, clause playbook, legal intake, issue list, or wants a local UI where a human legal reviewer approves, revises, or blocks agent-prepared contract issues.
kelly-legal-firm-radar
Legal-firm radar App-in-Skill dashboard for anonymized casebase analytics, practice-area mix, case-quality indicators, lawyer capability profiles, brand proof points, and approval-gated management reports. Use when the user invokes $kelly-legal-firm-radar, mentions 律师画像, 律所经营分析, 业务布局分析, 案件质量评估, 专业人才梯队, 律师全息品���, casebase analytics, law-firm management dashboard, or wants a local UI where partners review agent-prepared management insights before export.
kelly-legal-matter-strategy
Legal matter-strategy App-in-Skill desk for new-case strategy, issue trees, evidence checklists, risk analysis, pleading outlines, and approval-gated drafting packs grounded in internal precedents. Use when the user invokes $kelly-legal-matter-strategy, mentions 案件策略, 办案辅助, 证据清单, 争议焦点, 文书生成辅助, litigation strategy, arbitration strategy, pleading outline, or wants a local UI where responsible lawyers review agent-prepared strategy before use.
kelly-legal-precedent-desk
Legal precedent App-in-Skill desk for internal casebase search, local court-pattern analysis, similar-case packs, AI Q&A, citations, and approval-gated research exports. Use when the user invokes $kelly-legal-precedent-desk, mentions 类案检索, 本地裁判尺度, 内部案例库查询, AI 智能问答, 案例查阅与收藏, precedent research, similar cases, legal research pack, or wants a local UI where lawyers review agent-prepared precedent findings before reuse.
kelly-lesson
Lesson-plan generation and compliance-check desk for a dean of studies or training-program lead. Use when the user invokes $kelly-lesson or /kelly-lesson, mentions lesson plan, 备课, 教案, teaching plan compliance, curriculum template, dean of studies, teacher training, wants lesson plans drafted from curriculum materials and the school template, teacher drafts imported and checked against quality standards, a review queue for approving plans, or a library of approved plans exported as documents.
kelly-listing
Listing factory (上架工作台) for a cross-border e-commerce seller. Use when the user invokes $kelly-listing or /kelly-listing, mentions 上架, listing, Amazon title bullets, A+ content, flat file, TikTok Shop listing, listing compliance, 禁用词, multi-locale listings, wants platform listings drafted from product source material or a kelly-picks brief, deterministic compliance checks against per-platform rule sets, a review queue for approving drafts, or approved listings exported as Markdown/CSV for upload.
kelly-llm-gateway
Generic, brand-free App-in-Skill dashboard for a shared LLM gateway's cost and model governance — daily spend trend, cost breakdown by service/model, a canary-rollout status board, and a deterministic cost/error anomaly list. Use when the user invokes $kelly-llm-gateway or /kelly-llm-gateway, or wants to review LLM gateway spend, model routing, canary rollouts, rollback readiness, or cost/error anomalies for services routed through one shared gateway to multiple LLM providers/models. Human actions (promote/rollback/hold a rollout, acknowledge an anomaly) write only local handoff files — this skill never changes a real routing config.
kelly-messenger
Personal App-in-Skill unified chat inbox aggregating WhatsApp, Discord, Slack, and Telegram messages into one local app with a reply queue. Use when the user invokes $kelly-messenger or /kelly-messenger, wants a unified inbox, chat aggregation, to read WhatsApp/Discord/Slack/Telegram messages in one place, review unanswered conversations, queue or approve replies, run connector sync, or manage the outgoing reply queue.
kelly-money
Personal App-in-Skill money ledger for aggregating Mercury, Stripe, Airwallex, and Creem accounts into a local dashboard. Use when the user invokes $kelly-money or /kelly-money, wants a total cashflow ledger, account columns, Accounts sidebar, Account Detail views, finance onboarding, connector setup, transaction import/sync, reconciliation, balances, payouts, payments, fees, refunds, transfers, or local review of money movement across these providers.
kelly-mv
Music-video production skill for turning an existing MP3 into a pure-visual (no-voiceover) music video through a bundled local App-in-Skill UI. Use when the user wants to build an MV from a song they upload: write a one-line concept, keep a cast of characters with reference cards, and break the song into storyboard shots where each shot has a scene description and an image + video that can be either AI-generated (image-to-image from the character cards, draft video via local LTX) or uploaded by the user. Same character/storyboard management model as kelly-drama. Song generation (creating the song itself, incl. voice-cloned singing) is a documented future capability.
kelly-picks
Kelly's product-research (选品) desk for a cross-border e-commerce seller, as a local App-in-Skill. The agent sweeps trend sources — Amazon BSR movers, TikTok viral product videos, Temu/AliExpress rising items, Google Trends terms, competitor new launches — and files product candidates with margin cards (landed cost, fees, breakeven ACOS) and competition reads; Kelly verdicts them develop / watch / drop, and develop items become sourcing and listing briefs handed to kelly-listing. Use when the user invokes $kelly-picks or /kelly-picks, or asks for 选品, product research, a product sourcing radar, BSR movers, TikTok viral products, a margin calculator, breakeven ACOS, competition reads, or product candidate triage.
kelly-portfolio-health
Read-mostly App-in-Skill dashboard for a revenue-based-financing (RBF) fund or private-credit book of many small SME contracts. Use when the user invokes $kelly-portfolio-health or /kelly-portfolio-health, wants to check portfolio health, AUM, repayment progress, concentration risk, or a watchlist of contracts with declining revenue. Generic and brand-free — not tied to any specific company or fund.
Bio shown is the top-scored skill's repo description as a fallback — real GitHub bios land in a future update.