Devcontainer Dev
stacklok/toolhive-studio
Spin up and interact with ToolHive Studio's containerized dev environment (Xvfb + noVNC + DinD).
Triage, repair, and close MCP attribution issues from the local report API with evidence-driven decisions and isolated Worktrunk worktrees.
$ npx skills add TencentCloudBase/CloudBase-AI-Toolkit --skill mcp-attribution-worktree -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install TencentCloudBase/CloudBase-AI-Toolkit mcp-attribution-worktree --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/TencentCloudBase/CloudBase-AI-Toolkit.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/mcp-attribution-worktree .claude/skills/mcp-attribution-worktree && 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 "mcp-attribution-worktree" agent skill from https://github.com/TencentCloudBase/CloudBase-AI-Toolkit/tree/main/skills/mcp-attribution-worktree into .claude/skills/mcp-attribution-worktree/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mcp-attribution-worktree", 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/TencentCloudBase/CloudBase-AI-Toolkit/tree/main/skills/mcp-attribution-worktreeType 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 TencentCloudBase/CloudBase-AI-Toolkit --skill mcp-attribution-worktree -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install TencentCloudBase/CloudBase-AI-Toolkit mcp-attribution-worktree --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/TencentCloudBase/CloudBase-AI-Toolkit.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/mcp-attribution-worktree .agents/skills/mcp-attribution-worktree && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "mcp-attribution-worktree" agent skill from https://github.com/TencentCloudBase/CloudBase-AI-Toolkit/tree/main/skills/mcp-attribution-worktree into .agents/skills/mcp-attribution-worktree/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mcp-attribution-worktree", 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 TencentCloudBase/CloudBase-AI-Toolkit --skill mcp-attribution-worktree -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install TencentCloudBase/CloudBase-AI-Toolkit mcp-attribution-worktree --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/TencentCloudBase/CloudBase-AI-Toolkit.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/mcp-attribution-worktree .cursor/skills/mcp-attribution-worktree && 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 "mcp-attribution-worktree" agent skill from https://github.com/TencentCloudBase/CloudBase-AI-Toolkit/tree/main/skills/mcp-attribution-worktree into .cursor/skills/mcp-attribution-worktree/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mcp-attribution-worktree", 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/TencentCloudBase/CloudBase-AI-Toolkit.git --path skills/mcp-attribution-worktree--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 TencentCloudBase/CloudBase-AI-Toolkit --skill mcp-attribution-worktree -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install TencentCloudBase/CloudBase-AI-Toolkit mcp-attribution-worktree --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/TencentCloudBase/CloudBase-AI-Toolkit.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/mcp-attribution-worktree .gemini/skills/mcp-attribution-worktree && 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 "mcp-attribution-worktree" agent skill from https://github.com/TencentCloudBase/CloudBase-AI-Toolkit/tree/main/skills/mcp-attribution-worktree into .gemini/skills/mcp-attribution-worktree/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mcp-attribution-worktree", 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 TencentCloudBase/CloudBase-AI-Toolkit mcp-attribution-worktreeInstalls 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 TencentCloudBase/CloudBase-AI-Toolkit --skill mcp-attribution-worktree -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/TencentCloudBase/CloudBase-AI-Toolkit.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/mcp-attribution-worktree .github/skills/mcp-attribution-worktree && 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 "mcp-attribution-worktree" agent skill from https://github.com/TencentCloudBase/CloudBase-AI-Toolkit/tree/main/skills/mcp-attribution-worktree into .github/skills/mcp-attribution-worktree/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mcp-attribution-worktree", 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 TencentCloudBase/CloudBase-AI-Toolkit --skill mcp-attribution-worktree -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install TencentCloudBase/CloudBase-AI-Toolkit mcp-attribution-worktree --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/TencentCloudBase/CloudBase-AI-Toolkit.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/mcp-attribution-worktree .opencode/skills/mcp-attribution-worktree && 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 "mcp-attribution-worktree" agent skill from https://github.com/TencentCloudBase/CloudBase-AI-Toolkit/tree/main/skills/mcp-attribution-worktree into .opencode/skills/mcp-attribution-worktree/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mcp-attribution-worktree", 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.
mcp-attribution-worktreeTriage, repair, and close MCP attribution issues from the local report API with evidence-driven decisions and isolated Worktrunk worktrees.
MCP Attribution Worktree is an agent skill from TencentCloudBase/CloudBase-AI-Toolkit. Triage, repair, and close MCP attribution issues from the local report API with evidence-driven decisions and isolated Worktrunk worktrees. Use this skill when Codex needs to process tool attribution issues and skills-related attribution issues, inspect related runs, decide whether the issue is actionable in mcp/src or config/source/skills, update attribution fields as owner=codex, and then complete the fix loop through GitHub issue tracking, worktree-based code changes, PR submission, and follow-up iteration…
Its SKILL.md is about 3.5k tokens, which your agent loads only when the skill is triggered. The skill folder holds 7 other files, including reference files (for example `references/evaluation-verification.md`, `references/iteration-loop.md` and `references/report-api-workflow.md`).
It sits in Development, covering Git worktrees and MCP servers. It works with Model Context Protocol and GitHub. The repository describes itself as: Backend for AI coding agents on CloudBase — database, auth, functions via Plugin, Skills & MCP. The licence is MIT.
12 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit ea2c202. 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.
Shell commands in SKILL.md call:
curlghFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md. Its commands use curl and gh, which can reach the network depending on how they are called.
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.
MCP Attribution Worktree loads about 3.5k tokens when it runs, and up to ~11k if it reads all its reference files. Until then it costs about 145 tokens; SKILL.md has 1,859 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.
The full file from TencentCloudBase/CloudBase-AI-Toolkit at commit ea2c202, republished under its MIT licence (© TencentCloudBase). 1,859 words, ~3,469 tokens.
.claude/skills/mcp-attribution-worktree/SKILL.md (or your agent's skills folder). This skill also uses 6 other files; get the full folder from GitHub.Process MCP and skills-related attribution issues as an auditable maintenance workflow instead of ad-hoc debugging.
Use this skill to:
mcp/src tools, config/source/skills, or classify them as environment / grader / duplicate noiseowner=codex, and links to external GitHub workmcp/src or config/source/skillstool and skill backlog queries.externalUrl, and the state of any linked GitHub issue or PR. If a GitHub issue or PR already exists, treat it as part of the current state, not a finished endpoint.result and trace. Prefer to also read evaluation-trace.mcp/src or config/source/skills before deciding whether the issue is actionable.resolved, run a closure preflight on the linked GitHub artifact again: reread the latest PR comments, review comments, review decisions, and issue comments after the most recent code push or evaluation result.mcp/src bug or just evaluation noise."| Task | Read |
|---|---|
| Run the report API triage flow and update attribution fields across tool and skills-related issues | references/report-api-workflow.md |
Decide whether an issue is valuable and map it to mcp/src or config/source/skills | references/value-triage.md |
| Create GitHub issues, use Worktrunk, and repair the repo in isolation | references/worktree-repair.md |
| Continue from review feedback or real evaluation results after a PR already exists | references/iteration-loop.md |
| Trigger real evaluation runs and interpret the result | references/evaluation-verification.md |
| Dispatch one issue per worker and enforce closure-sweep rules in sub-agent prompts | references/subagent-orchestration.md |
When attribution evidence shows the model is failing because a tool or skill exposes repo-specific semantics in an unfamiliar way, prefer repairs that reduce translation work for the model.
updateOne or updateMany, HTTP methods, SQL CRUD verbs, filesystem path conventions, or common SDK idioms.owner as fixed: always set it to codex when you patch an attribution.notes, externalUrl, linked GitHub issue or PR status, and any available PR comments or review decisions.resolved, always perform a fresh closure sweep on the linked issue or PR after the latest push or evaluation has completed. Do not rely on an earlier preflight.resolutionStatus until you have read at least one related run's result and trace.resolved without clear closure evidence such as an existing GitHub issue, PR, merged fix, or a verified duplicate that already has external tracking.resolved if there are unread or unaddressed PR comments, review comments, review decisions, or issue comments that arrived after the last time you inspected the linked artifact.notes short but auditable. Include the representative run, the main failing signal, and the code or tool signal that supports the conclusion.todo or move it to in_progress and explicitly state what is still missing.mcp/src or config/source/skills, the default expectation is full follow-through: attribution triage, GitHub issue linkage, isolated worktree repair, validation, and PR creation.config/source/skills/ as the source of truth. Do not treat the root skills/ directory as the source for those external skills.mcp/src or config/source/skills.wt workflow for the isolated worktree. If wt is unavailable, stop and report that Worktrunk is missing instead of silently falling back to a shared checkout.in_progress until the repaired branch or PR passes a fresh evaluation round.Before starting a fresh diagnosis or code iteration for an attribution issue, complete this checklist in order:
notes.externalUrl if present.externalUrl points to a GitHub issue, check whether it is open or closed and whether later comments changed the fix direction.externalUrl points to a PR, check whether it is open, merged, closed, or superseded.result, trace, and evaluation-trace.Before changing an attribution to resolved, complete this checklist in order even if you already did the normal preflight earlier:
in_progress and continue the loop.curl -s 'http://127.0.0.1:5174/api/attributions?category=tool&resolutionStatus=todo&limit=50'
curl -s 'http://127.0.0.1:5174/api/attributions?category=skill&resolutionStatus=todo&limit=50'
curl -s "http://127.0.0.1:5174/api/attributions/<issueId>"
curl -s "http://127.0.0.1:5174/api/runs/<caseId>/<runId>/result"
curl -s "http://127.0.0.1:5174/api/runs/<caseId>/<runId>/trace"
curl -s "http://127.0.0.1:5174/api/runs/<caseId>/<runId>/evaluation-trace"
wt switch --create feature/attribution-<slug>
gh issue create --repo TencentCloudBase/CloudBase-MCP
gh pr view <number> --comments --repo TencentCloudBase/CloudBase-MCP
gh pr create --repo TencentCloudBase/CloudBase-MCP
curl -s -X POST http://127.0.0.1:5174/api/evaluationsresult and trace before changing status?mcp/src, config/source/skills, or is it environment / grader noise?resolutionStatus, owner, notes, and externalUrl when relevant?resolved, is there explicit closure evidence?resolved, did I re-read the latest PR comments, review comments, review decisions, and issue comments immediately before closing it?© TencentCloudBase, 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 6 other files (references) in skills/mcp-attribution-worktree of TencentCloudBase/CloudBase-AI-Toolkit.
Open the folder on GitHubat commit ea2c202
MCP Attribution Worktree 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 |
|---|---|---|---|---|---|---|
| MCP Attribution Worktree this skillTencentCloudBase/CloudBase-AI-Toolkit | 1.1k | — | ~3.5k | Automated safety check: Pass | MIT | |
| Devcontainer Devstacklok/toolhive-studio | 170 | — | ~3.8k | Automated safety check: Notes | Apache-2.0 | |
| Vibe Kanbanaiskillstore/marketplace | 430 | — | ~4.4k | Automated safety check: Notes | None | |
| Library Documentation Seekerwithkynam/vibecode-pro-max-kit | 1.1k | 2 repos | ~1k | Automated safety check: Notes | MIT | |
| Release Prepjohnhuang316/code-index-mcp | 1k | — | ~680 | Automated safety check: Pass | MIT | |
| Projectatlasstyler-ai/ProjectAtlas | 438 | — | ~9.2k | Automated safety check: Pass | MIT |
stacklok/toolhive-studio
Spin up and interact with ToolHive Studio's containerized dev environment (Xvfb + noVNC + DinD).
aiskillstore/marketplace
Manage AI coding agents on a visual Kanban board. An agent skill from aiskillstore/marketplace.
withkynam/vibecode-pro-max-kit
Looks up library and framework documentation through Context7 first, with bundled Node scripts as a fallback that fetch and analyze llms.txt files.
johnhuang316/code-index-mcp
A skill your agent uses when code-index-mcp implementation is complete and a version bump, release notes, tag, package publication, or GitHub release is being prepared.
styler-ai/ProjectAtlas
Use ProjectAtlas before broad source reads, preferring the installed short atlas CLI for an exact checkout and MCP for registered worktree routing, compact session briefs, or federated graph evidence.
swimmwatch/cloakbrowser-mcp
Create, update, prepare, or review a cloakbrowser-mcp GitHub Pull Request only when the user explicitly requests PR work.
TencentCloudBase/CloudBase-AI-Toolkit
A skill your agent uses for Node.js backend AI via @cloudbase/node-sdk (=3.16.0) — cloud functions, CloudRun, Express/Koa/NestJS, serverless APIs, scheduled jobs, LLM proxies, agent orchestration.
TencentCloudBase/CloudBase-AI-Toolkit
CloudBase official HTTP API client guide. An agent skill from TencentCloudBase/CloudBase-AI-Toolkit.
TencentCloudBase/CloudBase-AI-Toolkit
Author or revise a cloud-api-operations recipe (config/source/skills/cloud-api-operations/references/recipes/).
TencentCloudBase/CloudBase-AI-Toolkit
Analyze, standardize, validate, and sync locally maintained skills into agent skill directories with a skills CLI-aligned workflow.
TencentCloudBase/CloudBase-AI-Toolkit
Build production-ready AI agent backends using the CloudBase Agent Python SDK — create agents with LangGraph/CrewAI/LlamaIndex, serve them via FastAPI with AG-UI protocol streaming +…
TencentCloudBase/CloudBase-AI-Toolkit
A skill your agent uses when you develop, design, build, deploy, debug, migrate, or troubleshoot CloudBase (腾讯云开发, 云开发, TCB, 微信云开发) projects — Web, 微信小程序, 小程序, uni-app, mobile (iOS, Android…
Works with
Categories
Triage, repair, and close MCP attribution issues from the local report API with evidence-driven decisions and isolated Worktrunk worktrees. MCP Attribution Worktree is an agent skill from TencentCloudBase/CloudBase-AI-Toolkit. Triage, repair, and close MCP attribution issues from the local report API with evidence-driven decisions and isolated Worktrunk worktrees.
MCP Attribution Worktree fits situations like: Codex needs to process tool attribution issues and skills-related attribution issues; inspect related runs; decide whether the issue is actionable in mcp/src; config/source/skills.
Run `npx skills add TencentCloudBase/CloudBase-AI-Toolkit --skill mcp-attribution-worktree -a claude-code`. Or copy the skill folder (skills/mcp-attribution-worktree in TencentCloudBase/CloudBase-AI-Toolkit) into .claude/skills/mcp-attribution-worktree in your project. Claude Code loads it when a task matches its description.
Run `npx skills add TencentCloudBase/CloudBase-AI-Toolkit --skill mcp-attribution-worktree -a codex`. Or copy the skill folder (skills/mcp-attribution-worktree in TencentCloudBase/CloudBase-AI-Toolkit) into .agents/skills/mcp-attribution-worktree 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 TencentCloudBase/CloudBase-AI-Toolkit --skill mcp-attribution-worktree -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/mcp-attribution-worktree, .gemini/skills/mcp-attribution-worktree, .github/skills/mcp-attribution-worktree and .opencode/skills/mcp-attribution-worktree in your project.
Going by SKILL.md and its folder, MCP Attribution Worktree needs the command-line tools its instructions call (curl and gh).
SKILL.md contains no URLs. Its commands use curl and gh, which can reach the network depending on how they are called. 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.
MCP Attribution Worktree is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 3.5k 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. Its references folder adds about 8k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with MCP Attribution Worktree: Devcontainer Dev (stacklok/toolhive-studio, 170 stars), Vibe Kanban (aiskillstore/marketplace, 430 stars), Library Documentation Seeker (withkynam/vibecode-pro-max-kit, 1.1k stars) and Release Prep (johnhuang316/code-index-mcp, 1k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
TencentCloudBase (a GitHub organization) maintains it in TencentCloudBase/CloudBase-AI-Toolkit, which has 1,132 GitHub stars. The repository holds 49 skills in this directory. The repository was last updated on October 6, 2026.
Source: TencentCloudBase/CloudBase-AI-Toolkit on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.