Project Sizing Guide
zebbern/claude-code-guide
Software project effort estimation assistant. An agent skill from zebbern/claude-code-guide.
Guides agents through creating and safely sizing a Replay Vision scanner: choosing the scanner type (monitor/classifier/scorer/summarizer), shaping the RecordingsQuery that selects sessions, and —…
$ npx skills add PostHog/posthog --skill creating-replay-vision-scanners -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install PostHog/posthog creating-replay-vision-scanners --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/replay_vision/skills/creating-replay-vision-scanners .claude/skills/creating-replay-vision-scanners && 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 "creating-replay-vision-scanners" agent skill from https://github.com/PostHog/posthog/tree/master/products/replay_vision/skills/creating-replay-vision-scanners into .claude/skills/creating-replay-vision-scanners/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "creating-replay-vision-scanners", 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/replay_vision/skills/creating-replay-vision-scannersType 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 creating-replay-vision-scanners -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install PostHog/posthog creating-replay-vision-scanners --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/replay_vision/skills/creating-replay-vision-scanners .agents/skills/creating-replay-vision-scanners && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "creating-replay-vision-scanners" agent skill from https://github.com/PostHog/posthog/tree/master/products/replay_vision/skills/creating-replay-vision-scanners into .agents/skills/creating-replay-vision-scanners/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "creating-replay-vision-scanners", 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 creating-replay-vision-scanners -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install PostHog/posthog creating-replay-vision-scanners --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/replay_vision/skills/creating-replay-vision-scanners .cursor/skills/creating-replay-vision-scanners && 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 "creating-replay-vision-scanners" agent skill from https://github.com/PostHog/posthog/tree/master/products/replay_vision/skills/creating-replay-vision-scanners into .cursor/skills/creating-replay-vision-scanners/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "creating-replay-vision-scanners", 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/replay_vision/skills/creating-replay-vision-scanners--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 creating-replay-vision-scanners -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install PostHog/posthog creating-replay-vision-scanners --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/replay_vision/skills/creating-replay-vision-scanners .gemini/skills/creating-replay-vision-scanners && 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 "creating-replay-vision-scanners" agent skill from https://github.com/PostHog/posthog/tree/master/products/replay_vision/skills/creating-replay-vision-scanners into .gemini/skills/creating-replay-vision-scanners/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "creating-replay-vision-scanners", 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 creating-replay-vision-scannersInstalls 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 creating-replay-vision-scanners -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/replay_vision/skills/creating-replay-vision-scanners .github/skills/creating-replay-vision-scanners && 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 "creating-replay-vision-scanners" agent skill from https://github.com/PostHog/posthog/tree/master/products/replay_vision/skills/creating-replay-vision-scanners into .github/skills/creating-replay-vision-scanners/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "creating-replay-vision-scanners", 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 creating-replay-vision-scanners -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 creating-replay-vision-scanners --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/replay_vision/skills/creating-replay-vision-scanners .opencode/skills/creating-replay-vision-scanners && 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 "creating-replay-vision-scanners" agent skill from https://github.com/PostHog/posthog/tree/master/products/replay_vision/skills/creating-replay-vision-scanners into .opencode/skills/creating-replay-vision-scanners/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "creating-replay-vision-scanners", 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.
creating-replay-vision-scannersGuides agents through creating and safely sizing a Replay Vision scanner: choosing the scanner type (monitor/classifier/scorer/summarizer), shaping the RecordingsQuery that selects sessions, and —…
Creating Replay Vision Scanners is an agent skill from PostHog/posthog, published by the product's own GitHub organization. Guides agents through creating and safely sizing a Replay Vision scanner: choosing the scanner type (monitor/classifier/scorer/summarizer), shaping the RecordingsQuery that selects sessions, and — crucially — estimating the credits it will spend and checking the org's remaining budget before creating, so a broad scanner doesn't exhaust the budget on its first scheduled sweep. TRIGGER when: user asks to create, set up, or configure a Replay Vision scanner, OR when you are about to call vision-scanners-create, OR…
Its SKILL.md is about 3.6k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
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…
4 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit c012c8d. It shows what the files ask for, not the result of running them.
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.
No scripts in the folder and no shell commands in SKILL.md (its code samples are json).
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Creating Replay Vision Scanners loads about 3.6k tokens when it runs. Until then it costs about 261 tokens; SKILL.md has 1,686 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.
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.
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 1,686 words (~3,569 tokens).
“A scanner is a standing LLM probe over session recordings. Once created and enabled, it runs on a Temporal schedule that sweeps every 5 minutes, applying its prompt to each new matching recording and recording the result as an observation…”
Just SKILL.md in products/replay_vision/skills/creating-replay-vision-scanners of PostHog/posthog.
Open the folder on GitHubat commit c012c8d
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 7, 2026.
Creating Replay Vision Scanners 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 |
|---|---|---|---|---|---|---|
| Creating Replay Vision Scanners this skillPostHog/posthog | 40k | — | ~3.6k | Automated safety check: Pass | Custom licence | |
| Project Sizing Guidezebbern/claude-code-guide | 4.7k | — | ~3.1k | Automated safety check: Pass | MIT | |
| Fal Visionnexu-io/open-design | 100k | — | ~295 | Automated safety check: Pass | Apache-2.0 | |
| Vision Sftwshobson/agents | 40k | — | ~2k | Automated safety check: Pass | MIT | |
| Visiongridaco/grida | 2.7k | — | ~1.5k | Automated safety check: Pass | Apache-2.0 | |
| Graph-Guided Safe Refactoringtirth8205/code-review-graph | 32k | 1 repos | ~332 | Automated safety check: Pass | MIT |
zebbern/claude-code-guide
Software project effort estimation assistant. An agent skill from zebbern/claude-code-guide.
nexu-io/open-design
Analyze images — segment objects, detect, run OCR, describe, and answer visual questions via fal.ai vision models.
wshobson/agents
Fine-tune vision-language models (VLMs) with supervised learning on image+text data.
gridaco/grida
Query images with a local Ollama vision model without loading the image into the main agent context.
tirth8205/code-review-graph
Plans a refactor from a code dependency graph, previews renames before applying them and checks that the final impact matches the plan.
phuryn/pm-skills
Estimate market size using TAM, SAM, and SOM with top-down and bottom-up approaches.
PostHog/posthog
Author useful, low-noise log alerts on services in a PostHog project.
PostHog/posthog
Operating procedure for the conflict-autoresolver agent: sweep open PostHog/posthog PRs that conflict with master, resolve the trivial conflicts (generated artifacts deterministically, source…
PostHog/posthog
Help users debug PostHog Error Tracking stack-trace symbolication for any supported platform — JavaScript/TypeScript web, React Native (Hermes), Android (Proguard / R8), or iOS / macOS (dSYM).
PostHog/posthog
Investigates distributed application performance using PostHog APM (OpenTelemetry span) data via MCP.
PostHog/posthog
Debug and inspect LLM/AI agent traces using PostHog's MCP tools.
PostHog/posthog
Diagnose why a product metric changed (dropped, spiked, or plateaued) by orchestrating breakdowns, actors, paths, lifecycle, retention, and annotations queries.
Guides agents through creating and safely sizing a Replay Vision scanner: choosing the scanner type (monitor/classifier/scorer/summarizer), shaping the RecordingsQuery that selects sessions, and —…. Creating Replay Vision Scanners is an agent skill from PostHog/posthog, published by the product's own GitHub organization. Guides agents through creating and safely sizing a Replay Vision scanner: choosing the scanner type (monitor/classifier/scorer/summarizer), shaping the RecordingsQuery that selects sessions, and — crucially — estimating the credits it will spend and checking the org's remaining budget before creating, so a broad scanner doesn't exhaust the budget on its first scheduled sweep.
Creating Replay Vision Scanners fits situations like: : user asks to create; configure a Replay Vision scanner; when you are about to call vision-scanners-create; when widening an existing scanners query.
Run `npx skills add PostHog/posthog --skill creating-replay-vision-scanners -a claude-code`. Or copy the skill folder (products/replay_vision/skills/creating-replay-vision-scanners in PostHog/posthog) into .claude/skills/creating-replay-vision-scanners in your project. Claude Code loads it when a task matches its description.
Run `npx skills add PostHog/posthog --skill creating-replay-vision-scanners -a codex`. Or copy the skill folder (products/replay_vision/skills/creating-replay-vision-scanners in PostHog/posthog) into .agents/skills/creating-replay-vision-scanners in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add PostHog/posthog --skill creating-replay-vision-scanners -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/creating-replay-vision-scanners, .gemini/skills/creating-replay-vision-scanners, .github/skills/creating-replay-vision-scanners and .opencode/skills/creating-replay-vision-scanners in your project.
SKILL.md names no scripts, command-line tools or credentials: Creating Replay Vision Scanners is instructions for the agent only.
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.
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.
Creating Replay Vision Scanners has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
About 3.6k tokens (SKILL.md is roughly 14k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Creating Replay Vision Scanners: Project Sizing Guide (zebbern/claude-code-guide, 4.7k stars), Fal Vision (nexu-io/open-design, 100k stars), Vision Sft (wshobson/agents, 40k stars) and Vision (gridaco/grida, 2.7k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
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.