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Enhanced · live dataLead & Company Research Agent

Account News Signals

A relevant reason to reach out beats a clever subject line. Funding rounds, new executives, expansion, launches, and partnerships are public trigger events. This skill pulls recent public news for a target account and converts each item into a dated outreach hook tied to its source. Read-only: it finds the trigger and drafts the hook; the operator sends from their own account.

Agent-native

Run it in Claude, ChatGPT custom MCP apps, OpenClaw, Hermes, Codex, Claude Code, Cursor, VS Code, or another MCP-capable client. No dedicated GUI flow and no separate LLM API key.

Backed by live public data

Every step is grounded in live public-data records UnifAPI returns, so the output cites what is actually ranking, posting, or being said — not a generic best-practice list.

Composable & open source

Skills cross-reference each other and live in a public, MIT-style repo. Read the full SKILL.md on GitHub, fork it, or run it as-is inside your agent.

Run prompt

Paste this into Codex or Claude Code

The prompt is intentionally editable. Replace the handles, market, budget, and campaign goal, then let the agent call UnifAPI MCP when it needs live public data.

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.
How the skill works

The full skill, rendered from its SKILL.md

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 streamnews/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 confirmationlinkedin/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 corroborationlinkedin/companies/{slug} and linkedin/companies/{slug}/job-count — a jump in headcount band or open-role count corroborates an expansion or funding story the news only hints at.
  • Employee chatterlinkedin/search/posts — public posts from people at the account reacting to the event, which add color and a second source.

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) and, for expansion/funding, linkedin/companies/{slug} + linkedin/companies/{slug}/job-count so a hook rests on a confirmed event, not a rumor. Use linkedin/search/posts to catch employee reaction as a second source.
  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 flagcurrent / aging / stale against the type's half-life.
  • Corroboration flagtwo-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"; linkedin/companies/{slug}/job-count shows new GTM reqs opened. Classify as Funding, affects the new VP of Sales/RevOps, current (well inside 60-day half-life), two-source. 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.

Source: account-news-signals/SKILL.md on GitHub — open a PR there to improve it.

Public-data tools

The live APIs this skill calls

Every operation the skill names is one of these UnifAPI platforms — still visible and callable for product code, debugging, and custom agent flows.

  • Dated event list: type, date, source link, and who it affects
  • A one-line outreach hook per event, tied to its source
  • A freshness note flagging current vs aging events
  • Flags on events needing a second-source verification
Related skills

More skills in the Lead & Company Research Agent

Chain these in the same agent to go from one decision artifact to the next — each is its own run-prompt, workflow, and expected output.

Account research

Use public company, post, job, and profile signals for B2B research.

Open skill
See every skill in the Lead & Company Research Agent