Opik Analytics Instrumentation
comet-ml/opik
Shows how to add product analytics events to Opik's frontend, Java backend and Python SDK, all reporting through Segment to PostHog with an opik_ name prefix.
Signals scout for per-account product-mix shifts. An agent skill from PostHog/posthog.
OfficialCustom licenceAuto-check passed
Install Signals Scout Customer Analytics Billing And Usage
$ npx skills add PostHog/posthog --skill signals-scout-customer-analytics-billing-and-usage -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install PostHog/posthog signals-scout-customer-analytics-billing-and-usage --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ 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-billing-and-usage .claude/skills/signals-scout-customer-analytics-billing-and-usage && rm -rf skills-srcUse ~/.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/
Install the "signals-scout-customer-analytics-billing-and-usage" agent skill from https://github.com/PostHog/posthog/tree/master/products/signals/skills/signals-scout-customer-analytics-billing-and-usage into .claude/skills/signals-scout-customer-analytics-billing-and-usage/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "signals-scout-customer-analytics-billing-and-usage", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/PostHog/posthog/tree/master/products/signals/skills/signals-scout-customer-analytics-billing-and-usageType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add PostHog/posthog --skill signals-scout-customer-analytics-billing-and-usage -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install PostHog/posthog signals-scout-customer-analytics-billing-and-usage --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/PostHog/posthog.git skills-src && mkdir -p .agents/skills && cp -r skills-src/products/signals/skills/signals-scout-customer-analytics-billing-and-usage .agents/skills/signals-scout-customer-analytics-billing-and-usage && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "signals-scout-customer-analytics-billing-and-usage" agent skill from https://github.com/PostHog/posthog/tree/master/products/signals/skills/signals-scout-customer-analytics-billing-and-usage into .agents/skills/signals-scout-customer-analytics-billing-and-usage/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "signals-scout-customer-analytics-billing-and-usage", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add PostHog/posthog --skill signals-scout-customer-analytics-billing-and-usage -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install PostHog/posthog signals-scout-customer-analytics-billing-and-usage --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/PostHog/posthog.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/products/signals/skills/signals-scout-customer-analytics-billing-and-usage .cursor/skills/signals-scout-customer-analytics-billing-and-usage && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "signals-scout-customer-analytics-billing-and-usage" agent skill from https://github.com/PostHog/posthog/tree/master/products/signals/skills/signals-scout-customer-analytics-billing-and-usage into .cursor/skills/signals-scout-customer-analytics-billing-and-usage/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "signals-scout-customer-analytics-billing-and-usage", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/PostHog/posthog.git --path products/signals/skills/signals-scout-customer-analytics-billing-and-usage--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add PostHog/posthog --skill signals-scout-customer-analytics-billing-and-usage -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install PostHog/posthog signals-scout-customer-analytics-billing-and-usage --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/PostHog/posthog.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/products/signals/skills/signals-scout-customer-analytics-billing-and-usage .gemini/skills/signals-scout-customer-analytics-billing-and-usage && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "signals-scout-customer-analytics-billing-and-usage" agent skill from https://github.com/PostHog/posthog/tree/master/products/signals/skills/signals-scout-customer-analytics-billing-and-usage into .gemini/skills/signals-scout-customer-analytics-billing-and-usage/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "signals-scout-customer-analytics-billing-and-usage", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install PostHog/posthog signals-scout-customer-analytics-billing-and-usageInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add PostHog/posthog --skill signals-scout-customer-analytics-billing-and-usage -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/PostHog/posthog.git skills-src && mkdir -p .github/skills && cp -r skills-src/products/signals/skills/signals-scout-customer-analytics-billing-and-usage .github/skills/signals-scout-customer-analytics-billing-and-usage && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "signals-scout-customer-analytics-billing-and-usage" agent skill from https://github.com/PostHog/posthog/tree/master/products/signals/skills/signals-scout-customer-analytics-billing-and-usage into .github/skills/signals-scout-customer-analytics-billing-and-usage/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "signals-scout-customer-analytics-billing-and-usage", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add PostHog/posthog --skill signals-scout-customer-analytics-billing-and-usage -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install PostHog/posthog signals-scout-customer-analytics-billing-and-usage --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/PostHog/posthog.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/products/signals/skills/signals-scout-customer-analytics-billing-and-usage .opencode/skills/signals-scout-customer-analytics-billing-and-usage && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "signals-scout-customer-analytics-billing-and-usage" agent skill from https://github.com/PostHog/posthog/tree/master/products/signals/skills/signals-scout-customer-analytics-billing-and-usage into .opencode/skills/signals-scout-customer-analytics-billing-and-usage/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "signals-scout-customer-analytics-billing-and-usage", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
signals-scout-customer-analytics-billing-and-usage- GitHub stars
- 40k
- Token cost
- ~5.5k tokens
- SKILL.md length
- 2,325 words
- Files
- 1
- Skills in repo
- 254
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Signals scout for per-account product-mix shifts. An agent skill from PostHog/posthog.
- SKILL.md covers Quick close-out: is there…, How a run works, Suppressions and disqualifiers… 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 Billing And Usage is an agent skill from PostHog/posthog, published by the product's own GitHub organization. Signals scout for per-account product-mix shifts. Watches each staked account's usage and forecasted MRR per product for one product dropping or spiking against its own baseline while the account total holds.
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: Designed for the PostHog Signals agent in a Claude sandbox with PostHog MCP scopes: read-only analytics plus signalscoutinternal:write (scratchpad) +…
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…
Example prompts
- “Use the signals-scout-customer-analytics-billing-and-usage skill to signal scout for per-account product-mix shifts. An agent skill from…”
- “/signals-scout-customer-analytics-billing-and-usage”
Requirements
- Compatibility (from SKILL.md): Designed for the PostHog Signals agent in a Claude sandbox with PostHog MCP scopes: read-only analytics plus signal_scout_internal:write (scratchpad) + signal_scout_report:write (report channel). Assumes the signals-scout MCP tool family plus execute-sql over `system.accounts` and the billing warehouse sources named in Orient, the customer analytics account tools (`accounts-notebooks-list`, `accounts-summaries-list`), `read-data-schema`, and the inbox tools listed in the MCP tools section.
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
Designed for the PostHog Signals agent in a Claude sandbox with PostHog MCP scopes: read-only analytics plus signal_scout_internal:write (scratchpad) + signal_scout_report:write (report channel). Assumes the signals-scout MCP tool family plus execute-sql over `system.accounts` and the billing warehouse sources named in Orient, the customer analytics account tools (`accounts-notebooks-list`, `accounts-summaries-list`), `read-data-schema`, and the inbox tools listed in the MCP tools section.
From compatibility in the SKILL.md frontmatter.
Context cost
Signals Scout Customer Analytics Billing And Usage loads about 5.5k tokens when it runs. Until then it costs about 65 tokens; SKILL.md has 2,325 words of instructions outside code blocks.
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 2,325 words (~5,538 tokens).
“You are a focused product-mix scout. Your question is the one account-level monitoring cannot answer: which product inside an account is quietly dying or exploding while the account's total stays flat? "Flags down 30%, total flat — replay growth is…”
- name
- signals-scout-customer-analytics-billing-and-usage
- compatibility
- Designed for the PostHog Signals agent in a Claude sandbox with PostHog MCP scopes: read-only analytics plus signal_scout_internal:write (scratchpad) + signal_scout_report:write (report channel). Assumes the signals-scout MCP tool family plus execute-sql over `system.accounts` and the billing warehouse sources named in Orient, the customer analytics account tools (`accounts-notebooks-list`, `accounts-summaries-list`), `read-data-schema`, and the inbox tools listed in the MCP tools section.
- scout-display-name
- Customer analytics: billing and usage
- metadata.owner_team
- signals
- metadata.scope
- customer_analytics_billing_and_usage
Files
Just SKILL.md in products/signals/skills/signals-scout-customer-analytics-billing-and-usage 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 Billing And Usage 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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Signals Scout Customer Analytics Billing And Usage this skillPostHog/posthog | 40k | — | ~5.5k | Automated safety check: Pass | Custom licence | |
| Opik Analytics Instrumentationcomet-ml/opik | 22k | — | ~4.4k | Automated safety check: Pass | Apache-2.0 | |
| C15tc15t/c15t | 1.9k | 1 repos | ~1.6k | Automated safety check: Pass | Apache-2.0 | |
| Define Feature Flagmacro-inc/macro | 4.6k | — | ~780 | Automated safety check: Pass | AGPL-3.0 | |
| Soku CLIAbout-Intelligence/soku-cli | 306 | — | ~2.4k | Automated safety check: Pass | MIT | |
| Compare Array Bundle SizePostHog/posthog-js | 634 | — | ~599 | Automated safety check: Pass | Custom licence |
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Works with
Questions about Signals Scout Customer Analytics Billing And Usage
What does Signals Scout Customer Analytics Billing And Usage do?
Signals scout for per-account product-mix shifts. An agent skill from PostHog/posthog. Signals Scout Customer Analytics Billing And Usage is an agent skill from PostHog/posthog, published by the product's own GitHub organization. Signals scout for per-account product-mix shifts.
How do I install Signals Scout Customer Analytics Billing And Usage in Claude Code?
Run `npx skills add PostHog/posthog --skill signals-scout-customer-analytics-billing-and-usage -a claude-code`. Or copy the skill folder (products/signals/skills/signals-scout-customer-analytics-billing-and-usage in PostHog/posthog) into .claude/skills/signals-scout-customer-analytics-billing-and-usage in your project. Claude Code loads it when a task matches its description.
How do I install Signals Scout Customer Analytics Billing And Usage in Codex?
Run `npx skills add PostHog/posthog --skill signals-scout-customer-analytics-billing-and-usage -a codex`. Or copy the skill folder (products/signals/skills/signals-scout-customer-analytics-billing-and-usage in PostHog/posthog) into .agents/skills/signals-scout-customer-analytics-billing-and-usage in your project. Codex loads it when a task matches its description.
Can I use Signals Scout Customer Analytics Billing And Usage 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-billing-and-usage -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-billing-and-usage, .gemini/skills/signals-scout-customer-analytics-billing-and-usage, .github/skills/signals-scout-customer-analytics-billing-and-usage and .opencode/skills/signals-scout-customer-analytics-billing-and-usage in your project.
What does Signals Scout Customer Analytics Billing And Usage need to run?
SKILL.md names no scripts, command-line tools or credentials: Signals Scout Customer Analytics Billing And Usage is instructions for the agent only. Compatibility (from SKILL.md): Designed for the PostHog Signals agent in a Claude sandbox with PostHog MCP scopes: read-only analytics plus signal_scout_internal:write (scratchpad) + signal_scout_report:write (report channel). Assumes the signals-scout MCP tool family plus execute-sql over `system.accounts` and the billing warehouse sources named in Orient, the customer analytics account tools (`accounts-notebooks-list`, `accounts-summaries-list`), `read-data-schema`, and the inbox tools listed in the MCP tools section. .
Does Signals Scout Customer Analytics Billing And Usage 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 Billing And Usage 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 Billing And Usage use?
Signals Scout Customer Analytics Billing And Usage 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 Billing And Usage 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 Billing And Usage?
Skills that share tags, products or a category with Signals Scout Customer Analytics Billing And Usage: Opik Analytics Instrumentation (comet-ml/opik, 22k stars), C15t (c15t/c15t, 1.9k stars), Define Feature Flag (macro-inc/macro, 4.6k stars) and Soku CLI (About-Intelligence/soku-cli, 306 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 Billing And Usage?
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.