Tool Use Data Synthesis
sunny-glow/Auto-BenchMax
Synthesize training data for ANY tool-use / agentic benchmark, in ANY repo.
Refresh RepoPrompt tool guidance when the CLI/MCP surface changes.
$ npx skills add w-winter/dot314 --skill repoprompt-tool-guidance-refresh -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install w-winter/dot314 repoprompt-tool-guidance-refresh --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/w-winter/dot314.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/repoprompt-tool-guidance-refresh .claude/skills/repoprompt-tool-guidance-refresh && 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 "repoprompt-tool-guidance-refresh" agent skill from https://github.com/w-winter/dot314/tree/main/skills/repoprompt-tool-guidance-refresh into .claude/skills/repoprompt-tool-guidance-refresh/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "repoprompt-tool-guidance-refresh", 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/w-winter/dot314/tree/main/skills/repoprompt-tool-guidance-refreshType 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 w-winter/dot314 --skill repoprompt-tool-guidance-refresh -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install w-winter/dot314 repoprompt-tool-guidance-refresh --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/w-winter/dot314.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/repoprompt-tool-guidance-refresh .agents/skills/repoprompt-tool-guidance-refresh && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "repoprompt-tool-guidance-refresh" agent skill from https://github.com/w-winter/dot314/tree/main/skills/repoprompt-tool-guidance-refresh into .agents/skills/repoprompt-tool-guidance-refresh/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "repoprompt-tool-guidance-refresh", 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 w-winter/dot314 --skill repoprompt-tool-guidance-refresh -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install w-winter/dot314 repoprompt-tool-guidance-refresh --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/w-winter/dot314.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/repoprompt-tool-guidance-refresh .cursor/skills/repoprompt-tool-guidance-refresh && 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 "repoprompt-tool-guidance-refresh" agent skill from https://github.com/w-winter/dot314/tree/main/skills/repoprompt-tool-guidance-refresh into .cursor/skills/repoprompt-tool-guidance-refresh/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "repoprompt-tool-guidance-refresh", 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/w-winter/dot314.git --path skills/repoprompt-tool-guidance-refresh--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 w-winter/dot314 --skill repoprompt-tool-guidance-refresh -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install w-winter/dot314 repoprompt-tool-guidance-refresh --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/w-winter/dot314.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/repoprompt-tool-guidance-refresh .gemini/skills/repoprompt-tool-guidance-refresh && 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 "repoprompt-tool-guidance-refresh" agent skill from https://github.com/w-winter/dot314/tree/main/skills/repoprompt-tool-guidance-refresh into .gemini/skills/repoprompt-tool-guidance-refresh/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "repoprompt-tool-guidance-refresh", 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 w-winter/dot314 repoprompt-tool-guidance-refreshInstalls 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 w-winter/dot314 --skill repoprompt-tool-guidance-refresh -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/w-winter/dot314.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/repoprompt-tool-guidance-refresh .github/skills/repoprompt-tool-guidance-refresh && 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 "repoprompt-tool-guidance-refresh" agent skill from https://github.com/w-winter/dot314/tree/main/skills/repoprompt-tool-guidance-refresh into .github/skills/repoprompt-tool-guidance-refresh/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "repoprompt-tool-guidance-refresh", 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 w-winter/dot314 --skill repoprompt-tool-guidance-refresh -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install w-winter/dot314 repoprompt-tool-guidance-refresh --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/w-winter/dot314.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/repoprompt-tool-guidance-refresh .opencode/skills/repoprompt-tool-guidance-refresh && 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 "repoprompt-tool-guidance-refresh" agent skill from https://github.com/w-winter/dot314/tree/main/skills/repoprompt-tool-guidance-refresh into .opencode/skills/repoprompt-tool-guidance-refresh/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "repoprompt-tool-guidance-refresh", 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.
repoprompt-tool-guidance-refreshRefresh RepoPrompt tool guidance when the CLI/MCP surface changes.
Repoprompt Tool Guidance Refresh is an agent skill from w-winter/dot314. Refresh RepoPrompt tool guidance when the CLI/MCP surface changes. Tracks RepoPrompt CE (rpce-cli, the maintained target) across versions, and can diff the frozen Classic CLI (rp-cli) against CE. Uses ~/.pi/agent/skills/repoprompt-tool-guidance-refresh/scripts/track-rp-version.sh to capture/diff --help and -l (tool definitions) under ~/.pi/agent/skills/repoprompt-tool-guidance-refresh/rp-tool-defs/.
Its SKILL.md is about 1.7k tokens, which your agent loads only when the skill is triggered. The skill folder holds 120 other files, including scripts and reference files (for example `references/changelog-latest.md`, `rp-cli-prompts/rp-address-review-cli.md` and `rp-cli-prompts/rp-review-chat-cli.md`).
It sits in AI & LLM Engineering, covering Structured output and tool calling. It works with Model Context Protocol. The licence is MIT.
3 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 0c6bbc7. 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.
Ships 1 file in scripts/, which the agent can run.
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.
Repoprompt Tool Guidance Refresh loads about 1.7k tokens when it runs, and up to ~2.1k if it reads all its reference files. Until then it costs about 112 tokens; SKILL.md has 723 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); the scripts in this folder are not scanned.
The full file from w-winter/dot314 at commit 0c6bbc7, republished under its MIT licence (© w-winter). 723 words, ~1,688 tokens.
.claude/skills/repoprompt-tool-guidance-refresh/SKILL.md (or your agent's skills folder). This skill also uses 117 other files; get the full folder from GitHub.RepoPrompt CE (rpce-cli) is the maintained target and the default for this skill. RepoPrompt Classic (rp-cli) is frozen — it no longer changes, so you only touch it for a one-shot cross-app comparison.
Two comparison modes:
rpce-cli → newer rpce-cli, run as a pre/post pair around a CE upgrade.rp-cli vs CE rpce-cli, to understand where CE's tools/flags diverge from frozen Classic.Canonical locations (use these even if your working directory differs):
~/.pi/agent/skills/repoprompt-tool-guidance-refresh/ (may be a symlink target)~/.pi/agent/skills/repoprompt-tool-guidance-refresh/scripts/track-rp-version.sh~/.pi/agent/skills/repoprompt-tool-guidance-refresh/rp-tool-defs/Snapshots are namespaced per CLI so Classic and CE never collide: CE writes rpcecli-help__{VERSION}.txt / rpcecli-l__{VERSION}.txt with baseline .baseline_version__rpcecli; Classic writes rpcli-* (frozen, last captured at v2.1.29).
Run the version tracking script:
~/.pi/agent/skills/repoprompt-tool-guidance-refresh/scripts/track-rp-version.sh --pre(Defaults to CE. Equivalent if you cd into the skill dir: ./scripts/track-rp-version.sh --pre.)
The script writes a baseline snapshot under rp-tool-defs/:
.baseline_version__rpcecli — the baseline rpce-cli versionrpcecli-help__{VERSION}.txt — output of rpce-cli --helprpcecli-l__{VERSION}.txt — output of rpce-cli -lStop here. Tell the user:
✓ Baseline captured at v{VERSION}. Go update RepoPrompt CE, then re-invoke this skill.
Run the version tracking script:
~/.pi/agent/skills/repoprompt-tool-guidance-refresh/scripts/track-rp-version.sh --postOn version change, the script captures a new snapshot and generates diffs under rp-tool-defs/:
rpcecli-help__{NEW_VERSION}.txt / rpcecli-l__{NEW_VERSION}.txt — new snapshotsrpcecli-help__{NEW_VERSION}.diff — changes in rpce-cli --helprpcecli-l__{NEW_VERSION}.diff — changes in rpce-cli -l (MCP tool definitions)If no changes detected in the diffs, tell the user and stop:
✓ No MCP/CLI tool changes detected. Documentation is current.
(Optional) Changelog context: Ask the user:
Paste release notes for v{NEW_VERSION} (or press Enter to skip):
If provided, write to ~/.pi/agent/skills/repoprompt-tool-guidance-refresh/references/changelog-latest.md. If skipped, proceed using diffs as ground truth.
Review diffs and identify what changed:
The rp MCP tool surface is what Pi agents actually use, and it is app-neutral, so CE tool/help changes flow here.
The MCP files live outside this skill folder:
agent/AGENTS-prefaces/rp-mcp-*.mdagent/prompts/rp-*.md (excluding *-cli.md)Using the diffs as reference, make surgical updates to bring these files into alignment with the new tool definitions.
Classic rp-cli is frozen, so its CLI docs do not need routine updates. The Classic-CLI artifacts are:
agent/AGENTS-prefaces/rp-cli-preface.md~/.pi/agent/skills/repoprompt-tool-guidance-refresh/rp-cli-prompts/rp-*-cli.mdagent/extensions/repoprompt-cli/ (deprecated)Only touch these if a cross-app comparison (Phase F) shows the guidance relies on a Classic-only behavior that CE has changed or dropped.
Stage the changed files (new snapshots/diffs under rp-tool-defs/, plus any updated docs).
Use this to understand how CE's CLI/tool surface diverges from frozen Classic — useful when migrating guidance or validating the repoprompt-mcp extension's compatibility assumptions.
Ensure a current CE snapshot exists (capture one if needed):
./scripts/track-rp-version.sh --ce --forceThe frozen Classic baseline is already captured (rpcli-*, v2.1.29). To refresh it while Classic is still installed: ./scripts/track-rp-version.sh --classic --force.
Generate the cross-app diffs:
./scripts/track-rp-version.sh --compare-appsThis writes, under rp-tool-defs/:
xapp-help__rpcli-{CLASSIC}__rpcecli-{CE}.diff — --help differencesxapp-l__rpcli-{CLASSIC}__rpcecli-{CE}.diff — tool-definition differencesThese diffs are large by design (different apps). Read them to spot CE tools, flags, or parameters that differ from Classic, then update Phase C (and only if necessary, Phase D).
Only update documentation for changes that affect levers you directly use:
Ignore changes that only affect:
The diffs are the source of truth. If a changelog item has no corresponding signature in the diffs, it's not relevant to this refresh.
The preface files are included in every session's system prompt. Keep them tight:
extract_handoff and get_log both read session transcripts), pick one canonical op for the preface and omit the other. Skills and prompts can expand on the omitted op when a specific workflow needs itdesign produces) should be ≤10 tokens — just enough to route correctly© w-winter, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 117 other files (scripts, references) in skills/repoprompt-tool-guidance-refresh of w-winter/dot314.
Open the folder on GitHubat commit 0c6bbc7
Repoprompt Tool Guidance Refresh 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 |
|---|---|---|---|---|---|---|
| Repoprompt Tool Guidance Refresh this skillw-winter/dot314 | 139 | — | ~1.7k | Automated safety check: Pass | MIT | |
| Tool Use Data Synthesissunny-glow/Auto-BenchMax | 1.3k | — | ~3.3k | Automated safety check: Pass | None | |
| Agent Interface DesignNeeeophytee/finding-unknowns-skills | 343 | — | ~650 | Automated safety check: Pass | MIT | |
| Ax Gendosco/aithy | 107 | — | ~5.4k | Automated safety check: Pass | Apache-2.0 | |
| Perfupraullenchai/Rapid-MLX | 3.9k | — | ~1.6k | Automated safety check: Notes | Custom licence | |
| Anthropic Product Knowledgesyahiidkamil/Software-Engineer-AI-Agent-Atlas | 401 | 4 repos | ~651 | Automated safety check: Pass | None |
sunny-glow/Auto-BenchMax
Synthesize training data for ANY tool-use / agentic benchmark, in ANY repo.
Neeeophytee/finding-unknowns-skills
Design tools, scripts, and CLIs that an agent will call, so the interface teaches its own use instead of a wall of prose and examples.
dosco/aithy
This skill helps an LLM generate correct AxGen code using @ax-llm/ax.
raullenchai/Rapid-MLX
Autonomous performance optimization: research, PoC, benchmark, implement, review, PR
syahiidkamil/Software-Engineer-AI-Agent-Atlas
Stop and consult this skill whenever your response would include specific facts about Anthropic's products.
guillaumegay13/fieldflow
Use FieldFlow to inspect and reduce noisy JSON CLI output before it reaches model context.
w-winter/dot314
Deep, exhaustive research on a topic across X (Twitter) by driving Grok (x.com/i/grok) through surf.
w-winter/dot314
Search indexed text corpora with qmd. An agent skill from w-winter/dot314.
w-winter/dot314
Review prose written for others (e.g., user-facing documentation, prompts for other LLMs, reports, plans, inline comments, docstrings) for local jargon leakage, orphaned references, missing…
w-winter/dot314
Always read this skill when the user mentions "rp" or "repoprompt", or before accessing a repository outside the current RepoPrompt workspace.
w-winter/dot314
Control Chrome browser via CLI for testing, automation, and debugging.
w-winter/dot314
Build/test Xcode projects via the XcodeBuildMCP MCP server using a local CLI wrapper for pi (no MCP support).
Works with
Categories
Refresh RepoPrompt tool guidance when the CLI/MCP surface changes. Repoprompt Tool Guidance Refresh is an agent skill from w-winter/dot314. Refresh RepoPrompt tool guidance when the CLI/MCP surface changes.
Repoprompt Tool Guidance Refresh fits situations like: tasks that involve Structured output and tool calling.
Run `npx skills add w-winter/dot314 --skill repoprompt-tool-guidance-refresh -a claude-code`. Or copy the skill folder (skills/repoprompt-tool-guidance-refresh in w-winter/dot314) into .claude/skills/repoprompt-tool-guidance-refresh in your project. Claude Code loads it when a task matches its description.
Run `npx skills add w-winter/dot314 --skill repoprompt-tool-guidance-refresh -a codex`. Or copy the skill folder (skills/repoprompt-tool-guidance-refresh in w-winter/dot314) into .agents/skills/repoprompt-tool-guidance-refresh 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 w-winter/dot314 --skill repoprompt-tool-guidance-refresh -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/repoprompt-tool-guidance-refresh, .gemini/skills/repoprompt-tool-guidance-refresh, .github/skills/repoprompt-tool-guidance-refresh and .opencode/skills/repoprompt-tool-guidance-refresh in your project.
SKILL.md names no scripts, command-line tools or credentials: Repoprompt Tool Guidance Refresh 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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
Repoprompt Tool Guidance Refresh is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.7k tokens (SKILL.md is roughly 6.8k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 387 tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Repoprompt Tool Guidance Refresh: Tool Use Data Synthesis (sunny-glow/Auto-BenchMax, 1.3k stars), Agent Interface Design (Neeeophytee/finding-unknowns-skills, 343 stars), Ax Gen (dosco/aithy, 107 stars) and Perfup (raullenchai/Rapid-MLX, 3.9k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
w-winter (a GitHub user) maintains it in w-winter/dot314, which has 139 GitHub stars. The repository holds 7 skills in this directory. The repository was last updated on October 7, 2026.
Source: w-winter/dot314 on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.