Official agent skill

Signals Scout Data Pipelines

by PostHog in PostHog/posthog

Signals scout for PostHog data pipelines — CDP destinations and transformations, batch exports, and hog flows.

OfficialCustom licenceAuto-check passedData & Analytics

Install Signals Scout Data Pipelines

skills CLI
$ npx skills add PostHog/posthog --skill signals-scout-data-pipelines -a claude-code

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

GitHub CLI
$ gh skill install PostHog/posthog signals-scout-data-pipelines --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-data-pipelines .claude/skills/signals-scout-data-pipelines && 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-data-pipelines
GitHub stars
40k
Token cost
~6.5k tokens
SKILL.md length
3,254 words
Files
1
Skills in repo
254
Repo updated
First seen
Licence
Custom licence

At a glance

Signals scout for PostHog data pipelines — CDP destinations and transformations, batch exports, and hog flows.

  • Works in 2 steps: Platform interventions — the hog watcher… → Delivery contradictions — an enabled…
  • Tasks that involve Data pipelines and ETL
  • SKILL.md covers Activity-history availability, Quick close-out: are pipelines…, How a run works and Untrusted data — logs, errors,…, plus 3 more sections
  • Calls stripe

What it does

Signals Scout Data Pipelines is an agent skill from PostHog/posthog, published by the product's own GitHub organization. Signals scout for PostHog data pipelines — CDP destinations and transformations, batch exports, and hog flows. Watches for delivery failures, degraded functions, and stalled exports against each pipeline's baseline.

Its SKILL.md is about 6.5k 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 CDP…

It sits in Data & Analytics, covering Data pipelines and ETL. 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 Data pipelines and ETL

Example prompts

  • “Use the signals-scout-data-pipelines skill to signal scout for PostHog data pipelines — CDP destinations and transformations, batch exports, and hog…”
  • “/signals-scout-data-pipelines”

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 CDP function, batch export, workflow, and analytics tools in the MCP tools section.

Workflow steps

2 steps, taken from the first numbered list in SKILL.md.

  1. Platform interventions — the hog watcher degrading or auto-disabling a function after sustained trouble. The team rarely notices; data…
  2. Delivery contradictions — an enabled pipeline whose failure share steps above its own history, a batch export run failing or the schedule…

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

    Shell commands in SKILL.md call:

    • stripe

    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 CDP function, batch export, workflow, and analytics tools in the MCP tools section.

    From compatibility in the SKILL.md frontmatter.

Context cost

Signals Scout Data Pipelines loads about 6.5k tokens when it runs. Until then it costs about 61 tokens; SKILL.md has 3,254 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~61
When it runs · the whole SKILL.md, loaded when a task matches
~6.5k

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 3,254 words (~6,524 tokens).

“You are a focused data pipelines scout. A pipeline is a promise that data flows somewhere else — a destination forwarding events to a third party, a transformation rewriting events on the way into ingestion, a batch export landing rows…”

— opening of SKILL.md by PostHog, Custom licence
name
signals-scout-data-pipelines
compatibility
PostHog Signals agent (Claude sandbox). Read-only analytics + signal_scout_internal:write (scratchpad) + signal_scout_report:write (report channel), plus the CDP function, batch export, workflow, and analytics tools in the MCP tools section.
scout-display-name
Data pipelines
metadata.owner_team
signals
metadata.scope
data_pipelines

Read the full SKILL.md on GitHub

Files

Just SKILL.md in products/signals/skills/signals-scout-data-pipelines 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 Data Pipelines 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 Data Pipelines compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Signals Scout Data Pipelines this skillPostHog/posthog40k—~6.5kAutomated safety check: PassCustom licence
Crawl4AI Web Scrapingsmallnest/goclaw5991 repos~2.5kAutomated safety check: PassMIT
Glue 09 10 Migrationaws-samples/aws-glue-samples1.5k—~2.4kAutomated safety check: PassMIT-0
Migrate Glue Devendpoint To Interactive Sessionsaws-samples/aws-glue-samples1.5k—~3.6kAutomated safety check: PassMIT-0
Dbt Databricks PR Readydatabricks/dbt-databricks380—~2.8kAutomated safety check: PassApache-2.0
Apache Spark EngineerJeffallan/claude-skills12k1 repos~1.7kAutomated safety check: PassMIT

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Works with

Questions about Signals Scout Data Pipelines

What does Signals Scout Data Pipelines do?

Signals scout for PostHog data pipelines — CDP destinations and transformations, batch exports, and hog flows. Signals Scout Data Pipelines is an agent skill from PostHog/posthog, published by the product's own GitHub organization. Signals scout for PostHog data pipelines — CDP destinations and transformations, batch exports, and hog flows.

When should I use Signals Scout Data Pipelines?

Signals Scout Data Pipelines fits situations like: tasks that involve Data pipelines and ETL.

How do I install Signals Scout Data Pipelines in Claude Code?

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

How do I install Signals Scout Data Pipelines in Codex?

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

Can I use Signals Scout Data Pipelines 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-data-pipelines -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-data-pipelines, .gemini/skills/signals-scout-data-pipelines, .github/skills/signals-scout-data-pipelines and .opencode/skills/signals-scout-data-pipelines in your project.

What does Signals Scout Data Pipelines need to run?

Going by SKILL.md and its folder, Signals Scout Data Pipelines needs the command-line tools its instructions call (stripe). 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 CDP function, batch export, workflow, and analytics tools in the MCP tools section. .

Does Signals Scout Data Pipelines 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 Data Pipelines 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 Data Pipelines use?

Signals Scout Data Pipelines 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 Data Pipelines use?

About 6.5k tokens (SKILL.md is roughly 26k 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 Data Pipelines?

Skills that share tags, products or a category with Signals Scout Data Pipelines: Crawl4AI Web Scraping (smallnest/goclaw, 599 stars), Glue 09 10 Migration (aws-samples/aws-glue-samples, 1.5k stars), Migrate Glue Devendpoint To Interactive Sessions (aws-samples/aws-glue-samples, 1.5k stars) and Dbt Databricks PR Ready (databricks/dbt-databricks, 380 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Signals Scout Data Pipelines?

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.