Official agent skill

Signals Scout Customer Analytics

by PostHog in PostHog/posthog

Signals scout for PostHog Customer analytics (Accounts). An agent skill from PostHog/posthog.

OfficialCustom licenceAuto-check passedSales & Support

Install Signals Scout Customer Analytics

skills CLI
$ npx skills add PostHog/posthog --skill signals-scout-customer-analytics -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install PostHog/posthog signals-scout-customer-analytics --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/PostHog/posthog.git skills-src && mkdir -p .claude/skills && cp -r skills-src/products/signals/skills/signals-scout-customer-analytics .claude/skills/signals-scout-customer-analytics && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
signals-scout-customer-analytics
GitHub stars
40k
Token cost
~5.5k tokens
SKILL.md length
2,537 words
Files
1
Skills in repo
254
Repo updated
First seen
Licence
Custom licence

At a glance

Signals scout for PostHog Customer analytics (Accounts). An agent skill from PostHog/posthog.

  • Tasks that involve Customer success
  • SKILL.md covers Quick close-out: is there an…, How a run works, Disqualifiers (skip these) and MCP tools, plus 1 more section
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Signals Scout Customer Analytics is an agent skill from PostHog/posthog, published by the product's own GitHub organization. Signals scout for PostHog Customer analytics (Accounts). Watches per-account engagement for churn-risk shapes — engagement cliffs, dormancy, champion departure — and the expansion inverse.

Its SKILL.md is about 5.5k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts. Compatibility notes: PostHog Signals agent (Claude sandbox). Read-only analytics + signalscoutinternal:write (scratchpad) + signalscoutreport:write (report channel), plus the…

It sits in Sales & Support, covering Customer success. It works with PostHog. The repository describes itself as: :hedgehog: PostHog is the leading platform for building self-driving products. Our developer tools – AI observability, analytics, session replay, flags, experiments, error…

When your agent uses it

  • Tasks that involve Customer success

Example prompts

  • “Use the signals-scout-customer-analytics skill to signal scout for PostHog Customer analytics (Accounts). An agent skill from PostHog/posthog”
  • “/signals-scout-customer-analytics”

Requirements

  • Compatibility (from SKILL.md): PostHog Signals agent (Claude sandbox). Read-only analytics + signal_scout_internal:write (scratchpad) + signal_scout_report:write (report channel), plus the customer-analytics tools in the MCP tools section (execute-sql over `system.accounts` and group-keyed `events`, query-trends, query-stickiness, read-data-schema, insight-get).

What it can do on your machine

Read from SKILL.md and the folder at commit c012c8d. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md (its code samples are sql).

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

  • Compatibility

    PostHog Signals agent (Claude sandbox). Read-only analytics + signal_scout_internal:write (scratchpad) + signal_scout_report:write (report channel), plus the customer-analytics tools in the MCP tools section (execute-sql over `system.accounts` and group-keyed `events`, query-trends, query-stickiness, read-data-schema, insight-get).

    From compatibility in the SKILL.md frontmatter.

Context cost

Signals Scout Customer Analytics loads about 5.5k tokens when it runs. Until then it costs about 55 tokens; SKILL.md has 2,537 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~55
When it runs · the whole SKILL.md, loaded when a task matches
~5.5k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 2,537 words (~5,537 tokens).

“You are a focused customer-analytics scout. Customer analytics is the Accounts product: each row in system.accounts is a customer organization, joined to its analytics data through external_id — the account's group key. You answer the question a CSM or AE…”

— opening of SKILL.md by PostHog, Custom licence
name
signals-scout-customer-analytics
compatibility
PostHog Signals agent (Claude sandbox). Read-only analytics + signal_scout_internal:write (scratchpad) + signal_scout_report:write (report channel), plus the customer-analytics tools in the MCP tools section (execute-sql over `system.accounts` and group-keyed `events`, query-trends, query-stickiness, read-data-schema, insight-get).
scout-display-name
Customer analytics
metadata.owner_team
signals
metadata.scope
customer_analytics

Read the full SKILL.md on GitHub

Files

Just SKILL.md in products/signals/skills/signals-scout-customer-analytics of PostHog/posthog.

Open the folder on GitHubat commit c012c8d

Used in 1 other repository

We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders. This page covers the copy in PostHog/posthog, which our catalogue first saw on October 8, 2026.

Compare with similar skills

Signals Scout Customer Analytics next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Signals Scout Customer Analytics compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Signals Scout Customer Analytics this skillPostHog/posthog40k—~5.5kAutomated safety check: PassCustom licence
Supporthaacked/dotfiles134—~2.9kAutomated safety check: PassNone
Cs Health Scorecardmohitagw15856/pm-claude-skills1.4k—~2.4kAutomated safety check: PassMIT
Youtube SearchZeroPointRepo/youtube-skills1k1 repos~1.8kAutomated safety check: PassMIT
YtZeroPointRepo/youtube-skills1k1 repos~951Automated safety check: PassMIT
Loki Modedavila7/claude-code-templates33k7 repos~7.1kAutomated safety check: WarnMIT

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Works with

Categories

Questions about Signals Scout Customer Analytics

What does Signals Scout Customer Analytics do?

Signals scout for PostHog Customer analytics (Accounts). An agent skill from PostHog/posthog. Signals Scout Customer Analytics is an agent skill from PostHog/posthog, published by the product's own GitHub organization. Signals scout for PostHog Customer analytics (Accounts).

When should I use Signals Scout Customer Analytics?

Signals Scout Customer Analytics fits situations like: tasks that involve Customer success.

How do I install Signals Scout Customer Analytics in Claude Code?

Run `npx skills add PostHog/posthog --skill signals-scout-customer-analytics -a claude-code`. Or copy the skill folder (products/signals/skills/signals-scout-customer-analytics in PostHog/posthog) into .claude/skills/signals-scout-customer-analytics in your project. Claude Code loads it when a task matches its description.

How do I install Signals Scout Customer Analytics in Codex?

Run `npx skills add PostHog/posthog --skill signals-scout-customer-analytics -a codex`. Or copy the skill folder (products/signals/skills/signals-scout-customer-analytics in PostHog/posthog) into .agents/skills/signals-scout-customer-analytics in your project. Codex loads it when a task matches its description.

Can I use Signals Scout Customer Analytics in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add PostHog/posthog --skill signals-scout-customer-analytics -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/signals-scout-customer-analytics, .gemini/skills/signals-scout-customer-analytics, .github/skills/signals-scout-customer-analytics and .opencode/skills/signals-scout-customer-analytics in your project.

What does Signals Scout Customer Analytics need to run?

SKILL.md names no scripts, command-line tools or credentials: Signals Scout Customer Analytics is instructions for the agent only. Compatibility (from SKILL.md): PostHog Signals agent (Claude sandbox). Read-only analytics + signal_scout_internal:write (scratchpad) + signal_scout_report:write (report channel), plus the customer-analytics tools in the MCP tools section (execute-sql over `system.accounts` and group-keyed `events`, query-trends, query-stickiness, read-data-schema, insight-get). .

Does Signals Scout Customer Analytics access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Signals Scout Customer Analytics safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Signals Scout Customer Analytics use?

Signals Scout Customer Analytics has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.

How many tokens does Signals Scout Customer Analytics use?

About 5.5k tokens (SKILL.md is roughly 22k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Signals Scout Customer Analytics?

Skills that share tags, products or a category with Signals Scout Customer Analytics: Support (haacked/dotfiles, 134 stars), Cs Health Scorecard (mohitagw15856/pm-claude-skills, 1.4k stars), Youtube Search (ZeroPointRepo/youtube-skills, 1k stars) and Yt (ZeroPointRepo/youtube-skills, 1k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Signals Scout Customer Analytics?

PostHog (a GitHub organization, an official publisher) maintains it in PostHog/posthog, which has 40,209 GitHub stars. The repository holds 254 skills in this directory. The repository was last updated on October 10, 2026.

Source: PostHog/posthog on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.