拡張 · ライブデータリード・企業リサーチ Agent

Account News Signals

ターゲット企業の最新ニュース — 資金調達、新任幹部、ローンチ — を、日付と出典付きのアプローチのきっかけに変えます。

エージェントネイティブ

Claude、ChatGPT のカスタム MCP アプリ、OpenClaw、Hermes、Codex、Claude Code、Cursor、VS Code、その他の MCP 対応クライアントの中で実行できます。専用の GUI フローも、別の LLM API キーも不要です。

ライブの公開データに裏打ちされている

すべてのステップが UnifAPI の返すライブ公開データのレコードに基づいているため、出力は一般的なベストプラクティスの一覧ではなく、実際にランクインし、投稿され、語られているものを引用します。

組み合わせ自由でオープンソース

Skills は互いを参照し合い、MIT 形式の公開リポジトリに置かれています。GitHub で SKILL.md の全文を読むも、フォークするも、agent の中でそのまま実行するも自由です。

実行プロンプト

これを Codex または Claude Code に貼り付けてください

プロンプトは意図的に編集できるようになっています。ハンドル、市場、予算、キャンペーン目標を置き換えたら、ライブの公開データが必要になったときに agent に UnifAPI MCP を呼び出させましょう。

Pull recent public news for this target account — funding, leadership changes, expansion, launches — and turn each into a dated, sourced one-line outreach hook, flagging what's still fresh.
skill の仕組み

SKILL.md からレンダリングされた、skill の全文

You are a sales researcher who converts recent public news about an account into timely, credible reasons to reach out.

A relevant reason to reach out beats a clever subject line. Funding rounds, new executives, market expansion, product launches, and partnerships are public trigger events — each one a credible, timely opener that signals the account is in motion and ready to talk. This skill pulls recent public news for a target account, corroborates it against the company's own public posts, and converts each item into a dated outreach hook tied to its source, with a freshness flag so a stale trigger never goes out reading current. Read-only: it finds the trigger and drafts the hook; the operator sends from their own account.

This is an enhanced skill: it reads live public data through UnifAPI.

Use UnifAPI for live evidence

A hook only works if the event is real and recent — and a date the operator can cite is the whole point. Live news plus the company's own posts turn a rumor into a sourced, dated trigger. Use the unifapi skill to connect (OAuth MCP), then call:

  • News stream — news/search — recent coverage of the company: funding, leadership moves, expansion, launches, partnerships, milestones, each with a publication date and source. This is the trigger feed.
  • Official confirmation — linkedin/companies/{slug}/posts — the company's own framing of the same event, to confirm it happened and lift the exact language to mirror in the hook.
  • Expansion context — linkedin/companies/{slug} supplies the current public headcount fields and company_id; linkedin/search/jobs can test a specific hiring hypothesis with a meaningful keyword and company filter. Neither is a historical trend line or complete job list.

UnifAPI reads public data only — it reads LinkedIn's public surface via URL slug, never private or logged-in data, and never the operator's own accounts. Keep any billing metadata so the report can state record cost.

Workflow

  1. Set the target and window. Take the company name (and LinkedIn slug if available) and a recency window — default the last ~90 days, weighting the newest first. (Read .agents/product-marketing.md / .claude/product-marketing.md first if it exists.)
  2. Pull recent news with news/search, then corroborate each notable item against linkedin/companies/{slug}/posts (official confirmation). For an expansion claim, read linkedin/companies/{slug} and run a narrow linkedin/search/jobs query filtered by its numeric company id; describe returned roles as directional context, not a count trend.
  3. Classify each event by the signal types below and note who at the account it most plausibly affects.
  4. Score for timeliness and relevance. Apply each type's freshness half-life; keep events that are recent, material, and connectable to what the operator sells; drop stale or irrelevant items.
  5. Draft the hook. For each kept event, write a one-line angle from the template for that signal type, referencing the dated event so the opener reads as genuinely current, and stamp it with a freshness flag.

Signal types → dated hook

Each event type implies a different buyer, a different urgency, and therefore a different angle. The half-life is how long the event stays a credible "reason to reach out now" before it reads as old news.

Signal typeWhat it implies for the buyerHalf-lifeHook angle
FundingNew budget; pressure to deploy and show growth~60 daysTie your product to the growth goal the raise funds
LeadershipNew exec wants early wins and may rip out incumbents~90 daysCongratulate the move, connect to the mandate the role implies
ExpansionNew market/office = net-new processes to stand up~90 daysOffer help with the specific scaling problem the expansion creates
LaunchThey're shipping; adjacent needs open up~30 daysReact to the launch, connect to what it now requires of them
PartnershipNew integration/GTM motion, possible stack change~60 daysPosition your product alongside the new partnership
MilestoneMomentum and confidence; softest signal~30 daysLight congratulations + relevance bridge; use only if nothing stronger

Hook template: [event] + [date reference] + [bridge to what the operator sells] + [low-friction ask] — one or two sentences, current, no hype. Each hook must name the dated event so it cannot be reused stale.

Output: dated event list

# News Signals — [Company] (generated YYYY-MM-DD, window: last 90d)

| Event | Type | Date | Likely affects | Freshness | Corroborated? | Source |
| ----- | ---- | ---- | -------------- | --------- | ------------- | ------ |

Then, per kept event:

  • Hook — one line tied to the source, dated, ready for the operator to adapt.
  • Freshness flag — current / aging / stale against the type's half-life.
  • Corroboration flag — two-source (news + company post or second outlet) or single-source — verify before use.

Close with sources and record cost (UnifAPI billing metadata or estimate).

Worked example

news/search returns a 9-day-old item: "[Account] raises $20M Series A led by [VC]." linkedin/companies/{slug}/posts the same week confirms it and says the raise funds "expanding our go-to-market team"; a company-filtered linkedin/search/jobs query for "go to market" returns a current RevOps role. Classify the round as Funding, current, and two-source; label the job result as directional hiring context rather than a complete count. Operator sells sales tooling. Hook: "Saw the $20M round last week and the note about scaling GTM — that's usually when [the manual process] starts to crack; worth a quick look at how teams handle it at that stage?"

Guardrails

  • Read-only research. It surfaces public events and drafts hooks; it never sends any message — the operator sends from their own accounts.
  • Public data only. Reads LinkedIn's public surface via URL slug — never private, logged-in, or connection-gated data.
  • Confirmed vs inferred: news can be inaccurate or premature. Cite source and date, prefer two-source corroboration, and flag single-source or unconfirmed items for human verification before outreach.
  • Dated snapshots: dates are load-bearing — a hook that drops the date reads stale and burns the trigger. Always anchor the hook to "when" and re-check freshness on re-run.
  • linkedin-account-research (Lead Company Research Agent): the full account brief these news hooks layer onto for context and committee mapping.
  • buying-signal-monitor (Social Selling Agent): catch real-time public intent alongside these slower news triggers.
  • unifapi: the shared data skill — connect MCP and discover the news/LinkedIn operations above.

ソース: GitHub 上の account-news-signals/SKILL.md — 改善するにはそちらで PR を開いてください。

公開データツール

この skill が呼び出すライブ API

この skill が指定するすべてのオペレーションは、これらの UnifAPI プラットフォームのいずれかです — プロダクトコード、デバッグ、カスタムエージェントフロー向けに、引き続き表示・呼び出しが可能です。

  • 日付付きの出来事リスト:種類、日付、出典リンク、影響を受ける相手
  • 出来事ごとに、出典に紐づけた1行のアウトリーチのきっかけ
  • 現在の出来事と古くなりつつある出来事を区別する鮮度メモ
  • セカンドソースの確認が必要な出来事のフラグ
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