{ "schemaVersion": "1.0", "item": { "slug": "crunch-compete", "name": "Crunch Compete", "source": "tencent", "type": "skill", "category": "效率提升", "sourceUrl": "https://clawhub.ai/philippWassibauer/crunch-compete", "canonicalUrl": "https://clawhub.ai/philippWassibauer/crunch-compete", "targetPlatform": "OpenClaw" }, "install": { "downloadMode": "redirect", "downloadUrl": "/downloads/crunch-compete", "sourceDownloadUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=crunch-compete", "sourcePlatform": "tencent", "targetPlatform": "OpenClaw", "installMethod": "Manual import", "extraction": "Extract archive", "prerequisites": [ "OpenClaw" ], "packageFormat": "ZIP package", "includedAssets": [ "SKILL.md", "references/cli-reference.md", "references/competition-setup.md" ], "primaryDoc": "SKILL.md", "quickSetup": [ "Download the package from Yavira.", "Extract the archive and review SKILL.md first.", "Import or place the package into your OpenClaw setup." ], "agentAssist": { "summary": "Hand the extracted package to your coding agent with a concrete install brief instead of figuring it out manually.", "steps": [ "Download the package from Yavira.", "Extract it into a folder your agent can access.", "Paste one of the prompts below and point your agent at the extracted folder." ], "prompts": [ { "label": "New install", "body": "I downloaded a skill package from Yavira. Read SKILL.md from the extracted folder and install it by following the included instructions. Tell me what you changed and call out any manual steps you could not complete." }, { "label": "Upgrade existing", "body": "I downloaded an updated skill package from Yavira. Read SKILL.md from the extracted folder, compare it with my current installation, and upgrade it while preserving any custom configuration unless the package docs explicitly say otherwise. Summarize what changed and any follow-up checks I should run." } ] }, "sourceHealth": { "source": "tencent", "status": "healthy", "reason": "direct_download_ok", "recommendedAction": "download", "checkedAt": "2026-04-23T16:43:11.935Z", "expiresAt": "2026-04-30T16:43:11.935Z", "httpStatus": 200, "finalUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=4claw-imageboard", "contentType": "application/zip", "probeMethod": "head", "details": { "probeUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=4claw-imageboard", "contentDisposition": "attachment; filename=\"4claw-imageboard-1.0.1.zip\"", "redirectLocation": null, "bodySnippet": null }, "scope": "source", "summary": "Source download looks usable.", "detail": "Yavira can redirect you to the upstream package for this source.", "primaryActionLabel": "Download for OpenClaw", "primaryActionHref": "/downloads/crunch-compete" }, "validation": { "installChecklist": [ "Use the Yavira download entry.", "Review SKILL.md after the package is downloaded.", "Confirm the extracted package contains the expected setup assets." ], "postInstallChecks": [ "Confirm the extracted package includes the expected docs or setup files.", "Validate the skill or prompts are available in your target agent workspace.", "Capture any manual follow-up steps the agent could not complete." ] }, "downloadPageUrl": "https://openagent3.xyz/downloads/crunch-compete", "agentPageUrl": "https://openagent3.xyz/skills/crunch-compete/agent", "manifestUrl": "https://openagent3.xyz/skills/crunch-compete/agent.json", "briefUrl": "https://openagent3.xyz/skills/crunch-compete/agent.md" }, "agentAssist": { "summary": "Hand the extracted package to your coding agent with a concrete install brief instead of figuring it out manually.", "steps": [ "Download the package from Yavira.", "Extract it into a folder your agent can access.", "Paste one of the prompts below and point your agent at the extracted folder." ], "prompts": [ { "label": "New install", "body": "I downloaded a skill package from Yavira. Read SKILL.md from the extracted folder and install it by following the included instructions. Tell me what you changed and call out any manual steps you could not complete." }, { "label": "Upgrade existing", "body": "I downloaded an updated skill package from Yavira. Read SKILL.md from the extracted folder, compare it with my current installation, and upgrade it while preserving any custom configuration unless the package docs explicitly say otherwise. Summarize what changed and any follow-up checks I should run." } ] }, "documentation": { "source": "clawhub", "primaryDoc": "SKILL.md", "sections": [ { "title": "Cruncher Skill", "body": "Guides users through Crunch competition lifecycle: setup, quickstarter discovery, solution development, local testing, and submission." }, { "title": "Prerequisites", "body": "Python 3.9+ with venv module (included in standard Python)\npip for package installation" }, { "title": "Package Installation", "body": "This skill installs Python packages from PyPI into isolated virtual environments:\n\nPackageSourcePurposecrunch-cliPyPICrunchDAO competition CLI (setup, test, submit)jupyterPyPINotebook support (optional)ipykernelPyPIJupyter kernel registration (optional)Competition SDKs (e.g. crunch-synth, birdgame)PyPICompetition-specific libraries (varies)\n\nAgent rules for package installation:\n\nAlways use a virtual environment — never install into system Python\nOnly install known packages listed above or referenced in competition docs (PACKAGES.md)\nAsk the user before installing any package not listed here\nAll packages are from PyPI — no custom URLs, no --index-url overrides, no .whl files from unknown sources" }, { "title": "Submission Token (required for setup & submit)", "body": "How to get: User logs into CrunchDAO Hub, navigates to the competition's submit page (/competitions//submit), and copies their token\nHow it's used: Passed once via --token during crunch setup\nPersistence: After setup, the CLI stores the token in the project's .crunch/ config directory. All subsequent commands (crunch test, crunch push, crunch download) authenticate automatically — no need to pass the token again\nIf token expires: Run crunch update-token inside the project directory to refresh it\n\nAgent rules for tokens:\n\nAlways ask the user to provide the token — never assume, guess, or reuse tokens from other projects\nNever write tokens into source files, scripts, notebooks, or any committed file\nNever log or echo tokens in shell output (use --token placeholder in examples shown to user)\nTokens are user-specific and project-scoped — each crunch setup call requires the user to supply one" }, { "title": "GitHub API (optional, unauthenticated)", "body": "Used only for browsing quickstarter listings via api.github.com (public repo, no auth needed)\nRate-limited to 60 requests/hour per IP; sufficient for normal use" }, { "title": "Network Access", "body": "OperationRequires networkEndpointcrunch setupYeshub.crunchdao.comcrunch pushYeshub.crunchdao.comcrunch downloadYeshub.crunchdao.comcrunch testNoLocal onlycrunch listYeshub.crunchdao.compip installYespypi.orgQuickstarter browsingYesapi.github.com" }, { "title": "Quick Setup", "body": "Each competition needs its own virtual environment (dependencies can conflict).\n\nmkdir -p ~/.crunch/workspace/competitions/\ncd ~/.crunch/workspace/competitions/\npython -m venv .venv && source .venv/bin/activate \npip install crunch-cli jupyter ipykernel --upgrade --quiet --progress-bar=off\npython -m ipykernel install --user --name --display-name \"Crunch - \"\n\n# Get token from: https://hub.crunchdao.com/competitions//submit\ncrunch setup --token \ncd -\n\nFor competition-specific packages and full examples, see references/competition-setup.md." }, { "title": "1. Discover", "body": "crunch list # List competitions" }, { "title": "2. Explain", "body": "Read the quickstarter code (main.py or notebook) and competition's SKILL.md/README.md. Provide walkthrough covering: Goal, Interface, Data flow, Approach, Scoring, Constraints, Limitations, Improvement ideas." }, { "title": "3. Propose Improvements", "body": "Analyze current approach, cross-reference competition docs (SKILL.md, LITERATURE.md, PACKAGES.md), generate concrete code suggestions:\n\nModel: mixture densities, NGBoost, quantile regression, ensembles\nFeatures: volatility regimes, cross-asset correlation, seasonality\nArchitecture: online learning, Bayesian updating, horizon-specific models" }, { "title": "4. Test", "body": "crunch test # Test solution locally" }, { "title": "5. Submit", "body": "crunch test # Always test first\ncrunch push -m \"Description\" # Submit" }, { "title": "Phrase Mapping", "body": "User saysActionwhat competitions are availablecrunch listshow quickstarters for Fetch from GitHub APIset up Full workspace setupdownload the datacrunch downloadget the quickstartercrunch quickstarter --nameexplain this quickstarterStructured code walkthroughpropose improvementsAnalyze and suggest code improvementstest my solutioncrunch testcompare with baselineRun both, side-by-side resultssubmit my solutioncrunch push" }, { "title": "Important Rules", "body": "Entrypoint must be main.py (default for crunch push/crunch test)\nModel files go in resources/ directory\nRespect competition interface and constraints (time limits, output format)\nAsk before installing new packages" }, { "title": "Reference", "body": "CLI commands: references/cli-reference.md\nSetup examples: references/competition-setup.md" } ], "body": "Cruncher Skill\n\nGuides users through Crunch competition lifecycle: setup, quickstarter discovery, solution development, local testing, and submission.\n\nPrerequisites\nPython 3.9+ with venv module (included in standard Python)\npip for package installation\nPackage Installation\n\nThis skill installs Python packages from PyPI into isolated virtual environments:\n\nPackage\tSource\tPurpose\ncrunch-cli\tPyPI\tCrunchDAO competition CLI (setup, test, submit)\njupyter\tPyPI\tNotebook support (optional)\nipykernel\tPyPI\tJupyter kernel registration (optional)\nCompetition SDKs (e.g. crunch-synth, birdgame)\tPyPI\tCompetition-specific libraries (varies)\n\nAgent rules for package installation:\n\nAlways use a virtual environment — never install into system Python\nOnly install known packages listed above or referenced in competition docs (PACKAGES.md)\nAsk the user before installing any package not listed here\nAll packages are from PyPI — no custom URLs, no --index-url overrides, no .whl files from unknown sources\nCredentials\nSubmission Token (required for setup & submit)\nHow to get: User logs into CrunchDAO Hub, navigates to the competition's submit page (/competitions//submit), and copies their token\nHow it's used: Passed once via --token during crunch setup\nPersistence: After setup, the CLI stores the token in the project's .crunch/ config directory. All subsequent commands (crunch test, crunch push, crunch download) authenticate automatically — no need to pass the token again\nIf token expires: Run crunch update-token inside the project directory to refresh it\n\nAgent rules for tokens:\n\nAlways ask the user to provide the token — never assume, guess, or reuse tokens from other projects\nNever write tokens into source files, scripts, notebooks, or any committed file\nNever log or echo tokens in shell output (use --token placeholder in examples shown to user)\nTokens are user-specific and project-scoped — each crunch setup call requires the user to supply one\nGitHub API (optional, unauthenticated)\nUsed only for browsing quickstarter listings via api.github.com (public repo, no auth needed)\nRate-limited to 60 requests/hour per IP; sufficient for normal use\nNetwork Access\nOperation\tRequires network\tEndpoint\ncrunch setup\tYes\thub.crunchdao.com\ncrunch push\tYes\thub.crunchdao.com\ncrunch download\tYes\thub.crunchdao.com\ncrunch test\tNo\tLocal only\ncrunch list\tYes\thub.crunchdao.com\npip install\tYes\tpypi.org\nQuickstarter browsing\tYes\tapi.github.com\nQuick Setup\n\nEach competition needs its own virtual environment (dependencies can conflict).\n\nmkdir -p ~/.crunch/workspace/competitions/\ncd ~/.crunch/workspace/competitions/\npython -m venv .venv && source .venv/bin/activate \npip install crunch-cli jupyter ipykernel --upgrade --quiet --progress-bar=off\npython -m ipykernel install --user --name --display-name \"Crunch - \"\n\n# Get token from: https://hub.crunchdao.com/competitions//submit\ncrunch setup --token \ncd -\n\n\nFor competition-specific packages and full examples, see references/competition-setup.md.\n\nCore Workflow\n1. Discover\ncrunch list # List competitions\n\n2. Explain\n\nRead the quickstarter code (main.py or notebook) and competition's SKILL.md/README.md. Provide walkthrough covering: Goal, Interface, Data flow, Approach, Scoring, Constraints, Limitations, Improvement ideas.\n\n3. Propose Improvements\n\nAnalyze current approach, cross-reference competition docs (SKILL.md, LITERATURE.md, PACKAGES.md), generate concrete code suggestions:\n\nModel: mixture densities, NGBoost, quantile regression, ensembles\nFeatures: volatility regimes, cross-asset correlation, seasonality\nArchitecture: online learning, Bayesian updating, horizon-specific models\n4. Test\ncrunch test # Test solution locally\n\n5. Submit\ncrunch test # Always test first\ncrunch push -m \"Description\" # Submit\n\nPhrase Mapping\nUser says\tAction\nwhat competitions are available\tcrunch list\nshow quickstarters for \tFetch from GitHub API\nset up \tFull workspace setup\ndownload the data\tcrunch download\nget the quickstarter\tcrunch quickstarter --name\nexplain this quickstarter\tStructured code walkthrough\npropose improvements\tAnalyze and suggest code improvements\ntest my solution\tcrunch test\ncompare with baseline\tRun both, side-by-side results\nsubmit my solution\tcrunch push\nImportant Rules\nEntrypoint must be main.py (default for crunch push/crunch test)\nModel files go in resources/ directory\nRespect competition interface and constraints (time limits, output format)\nAsk before installing new packages\nReference\nCLI commands: references/cli-reference.md\nSetup examples: references/competition-setup.md" }, "trust": { "sourceLabel": "tencent", "provenanceUrl": "https://clawhub.ai/philippWassibauer/crunch-compete", "publisherUrl": "https://clawhub.ai/philippWassibauer/crunch-compete", "owner": "philippWassibauer", "version": "0.1.2", "license": null, "verificationStatus": "Indexed source record" }, "links": { "detailUrl": "https://openagent3.xyz/skills/crunch-compete", "downloadUrl": "https://openagent3.xyz/downloads/crunch-compete", "agentUrl": "https://openagent3.xyz/skills/crunch-compete/agent", "manifestUrl": "https://openagent3.xyz/skills/crunch-compete/agent.json", "briefUrl": "https://openagent3.xyz/skills/crunch-compete/agent.md" } }