{"id":"72b03189-69b3-4321-b2cc-869ef24e7612","entityType":"agent","slug":"zhound420-ollama-worker-skill","name":"ollama-worker-skill","canonicalUrl":"https://www.xpersona.co/agent/zhound420-ollama-worker-skill","canonicalPath":"/agent/zhound420-ollama-worker-skill","generatedAt":"2026-10-09T16:35:16.763Z","source":"GITHUB_OPENCLEW","claimStatus":"UNCLAIMED","verificationTier":"NONE","summary":{"evidence":{"source":"editorial-content","verified":true,"confidence":"high","updatedAt":"2026-04-15T05:21:22.124Z","emptyReason":null},"description":"Ollama Worker Skill Ollama Worker Skill Delegate tasks to Ollama models (local or cloud) while maintaining quality oversight. **Default model:** kimi-k2.5:cloud — multimodal, thinking, tools, near-Claude quality Architecture **Key principle:** You always review Ollama output before using it or showing it to the user. Quick Start Features 🐝 Agent Swarm Mode (--swarm) **The killer feature.** Triggers Kimi's internal agent orchestration v","descriptionLabel":"Technical summary","evidenceSummary":"Capability contract not published. No trust telemetry is available yet. Last updated 4/15/2026.","installCommand":"git clone https://github.com/zhound420/ollama-worker-skill.git","sourceUrl":"https://github.com/zhound420/ollama-worker-skill","homepage":null,"primaryLinks":[{"label":"View Source","url":"https://github.com/zhound420/ollama-worker-skill","kind":"source"}],"safetyScore":94,"overallRank":28.9,"popularityScore":0,"trustScore":null,"claimedByName":null,"isOwner":false,"seoDescription":"Ollama Worker Skill Ollama Worker Skill Delegate tasks to Ollama models (local or cloud) while maintaining quality oversight. **Default model:** kimi-k2.5:cloud"},"coverage":{"evidence":{"source":"public-profile","verified":false,"confidence":"medium","updatedAt":"2026-04-15T05:21:22.124Z","emptyReason":null},"protocols":[{"protocol":"OPENCLEW","label":"OpenClaw","status":"self-declared","notes":"Declared in the public agent profile."}],"capabilities":[],"verifiedCount":0,"selfDeclaredCount":1,"capabilityMatrix":{"rows":[{"key":"OPENCLEW","type":"protocol","support":"unknown","confidenceSource":"profile","notes":"Listed on profile"}],"flattenedTokens":"protocol:OPENCLEW|unknown|profile"}},"adoption":{"evidence":{"source":"no-adoption-signals","verified":false,"confidence":"low","updatedAt":"2026-04-15T05:21:22.124Z","emptyReason":"No source adoption metrics were available."},"stars":0,"forks":0,"downloads":null,"packageName":null,"latestVersion":null,"tractionLabel":null},"release":{"evidence":{"source":"agent-index","verified":false,"confidence":"medium","updatedAt":"2026-04-15T03:12:41.310Z","emptyReason":null},"lastUpdatedAt":"2026-04-15T05:21:22.124Z","lastCrawledAt":"2026-04-15T03:12:41.310Z","lastIndexedAt":null,"nextCrawlAt":"2026-04-16T03:12:41.310Z","lastVerifiedAt":null,"highlights":[]},"execution":{"evidence":{"source":"GITHUB OPENCLEW","verified":false,"confidence":"low","updatedAt":null,"emptyReason":"No published capability contract is available yet."},"installCommand":"git clone https://github.com/zhound420/ollama-worker-skill.git","setupComplexity":"low","setupSteps":["Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.","Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data."],"contract":{"contractStatus":"missing","authModes":[],"requires":[],"forbidden":[],"supportsMcp":false,"supportsA2a":false,"supportsStreaming":false,"inputSchemaRef":null,"outputSchemaRef":null,"dataRegion":null,"contractUpdatedAt":null,"sourceUpdatedAt":null,"freshnessSeconds":null},"invocationGuide":{"preferredApi":{"snapshotUrl":"https://www.xpersona.co/api/v1/agents/zhound420-ollama-worker-skill/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/zhound420-ollama-worker-skill/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/zhound420-ollama-worker-skill/trust"},"curlExamples":["curl -s \"https://www.xpersona.co/api/v1/agents/zhound420-ollama-worker-skill/snapshot\"","curl -s \"https://www.xpersona.co/api/v1/agents/zhound420-ollama-worker-skill/contract\"","curl -s \"https://www.xpersona.co/api/v1/agents/zhound420-ollama-worker-skill/trust\""],"jsonRequestTemplate":{"query":"summarize this repo","constraints":{"maxLatencyMs":2000,"protocolPreference":["OPENCLEW"]}},"jsonResponseTemplate":{"ok":true,"result":{"summary":"...","confidence":0.9},"meta":{"source":"GITHUB_OPENCLEW","generatedAt":"2026-10-09T16:35:16.763Z"}},"retryPolicy":{"maxAttempts":3,"backoffMs":[500,1500,3500],"retryableConditions":["HTTP_429","HTTP_503","NETWORK_TIMEOUT"]}},"endpoints":{"dossierUrl":"https://www.xpersona.co/api/v1/agents/zhound420-ollama-worker-skill/dossier","snapshotUrl":"https://www.xpersona.co/api/v1/agents/zhound420-ollama-worker-skill/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/zhound420-ollama-worker-skill/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/zhound420-ollama-worker-skill/trust"}},"reliability":{"evidence":{"source":"runtime-metrics","verified":false,"confidence":"low","updatedAt":null,"emptyReason":"No trust, reliability, or runtime telemetry is available."},"trust":{"status":"unavailable","handshakeStatus":"UNKNOWN","verificationFreshnessHours":null,"reputationScore":null,"p95LatencyMs":null,"successRate30d":null,"fallbackRate":null,"attempts30d":null,"trustUpdatedAt":null,"trustConfidence":"unknown","sourceUpdatedAt":null,"freshnessSeconds":null},"decisionGuardrails":{"doNotUseIf":["Contract metadata is missing or unavailable for deterministic execution."],"safeUseWhen":[],"riskFlags":["missing_or_unavailable_contract","trust_data_unavailable","schema_references_missing"],"operationalConfidence":"low"},"executionMetrics":{"observedLatencyMsP50":null,"observedLatencyMsP95":null,"estimatedCostUsd":null,"uptime30d":null,"rateLimitRpm":null,"rateLimitBurst":null,"lastVerifiedAt":null,"verificationSource":null},"runtimeMetrics":{"successRate":null,"avgLatencyMs":null,"avgCostUsd":null,"hallucinationRate":null,"retryRate":null,"disputeRate":null,"p50Latency":null,"p95Latency":null,"lastUpdated":null}},"benchmarks":{"evidence":{"source":"no-benchmark-data","verified":false,"confidence":"low","updatedAt":null,"emptyReason":"No benchmark suites or observed failure patterns are available."},"suites":[],"failurePatterns":[]},"artifacts":{"evidence":{"source":"GITHUB OPENCLEW","verified":false,"confidence":"high","updatedAt":"2026-04-15T05:21:22.124Z","emptyReason":null},"readme":"# Ollama Worker Skill\n\nDelegate tasks to Ollama models (local or cloud) while maintaining quality oversight.\n\n**Default model:** `kimi-k2.5:cloud` — multimodal, thinking, tools, near-Claude quality\n\n## Architecture\n\n```\nYou (Claude) — Orchestrator & Quality Control\n    ├── Claude sub-agents — Complex multi-step work\n    └── Ollama workers — Simple/bulk tasks (this skill)\n```\n\n**Key principle:** You always review Ollama output before using it or showing it to the user.\n\n## Quick Start\n\n```bash\n# Basic delegation (uses kimi-k2.5:cloud by default)\npython3 ~/clawd/skills/ollama-worker/worker.py delegate --task \"Summarize this\"\n\n# With thinking mode (shows reasoning)\npython3 ~/clawd/skills/ollama-worker/worker.py delegate --think --task \"Solve this problem\"\n\n# With image input (vision)\npython3 ~/clawd/skills/ollama-worker/worker.py delegate --image photo.jpg --task \"Describe this\"\n\n# With specific model\npython3 ~/clawd/skills/ollama-worker/worker.py delegate --model glm-4.7:cloud --task \"...\"\n```\n\n## Features\n\n### 🐝 Agent Swarm Mode (`--swarm`)\n**The killer feature.** Triggers Kimi's internal agent orchestration via prompt engineering.\n\n```bash\nworker.py delegate --swarm --task \"Design a complete system for X\"\nworker.py delegate --swarm --agents 5 --task \"...\"  # Control agent count\n```\n\nWhat happens:\n1. Kimi decomposes your task into specialized sub-tasks\n2. Spawns named agents (Agent-1, Agent-2, etc.) with domain expertise\n3. Each agent provides independent analysis\n4. Synthesis Coordinator integrates findings\n5. Output wrapped in `[ORCHESTRATION PROTOCOL INITIATED]` ... `[ORCHESTRATION COMPLETE]`\n\nGreat for: architecture design, multi-faceted research, competitive analysis, complex decisions.\n\n**Discovery:** This isn't true parallel execution — it's prompt-triggered structured thinking that produces dramatically better output for complex tasks.\n\n### Thinking Mode (`--think`)\nEnables step-by-step reasoning. The model's thought process appears in stderr, clean answer in stdout.\nGreat for: math, logic, complex analysis, verifying the model isn't bullshitting.\n\nNote: `--swarm` automatically enables thinking mode.\n\n### Vision (`--image path`)\nPass an image for multimodal analysis. Supports: jpg, png, gif, webp.\nGreat for: image description, OCR, visual Q&A, analyzing screenshots.\n\n### Tool Calling (`--tools tools.json`)\nProvide a JSON file with tool definitions. Model will output tool calls if appropriate.\nGreat for: structured extraction, agentic workflows.\n\n### JSON Output (`--json`)\nForces valid JSON output.\nGreat for: data extraction, structured responses.\n\n## Model Selection Guide\n\n| Model | Speed | Quality | Features | Best For |\n|-------|-------|---------|----------|----------|\n| phi3:mini | ⚡⚡⚡ | ⭐⭐ | basic | Quick utilities |\n| llama3:8b | ⚡⚡ | ⭐⭐⭐ | basic | Local general tasks |\n| glm-4.7:cloud | ⚡⚡ | ⭐⭐⭐⭐ | tools | Creative, coding |\n| **kimi-k2.5:cloud** | ⚡ | ⭐⭐⭐⭐⭐ | vision, tools, thinking | Default — best quality |\n\n**Cloud models need `:cloud` suffix** and require `ollama signin`.\n\n## When to Delegate\n\n**Good candidates:**\n- Summarization (long docs, articles, transcripts)\n- Draft generation (variations, boilerplate, first drafts)\n- Data extraction (parse structure from text)\n- Bulk classification/tagging\n- Image analysis (with vision)\n- Math/logic with verification (with thinking)\n- Code scaffolding\n\n**Keep for yourself:**\n- Multi-step tool use chains\n- Tasks requiring your full context\n- Final user-facing responses\n- Anything where errors have real consequences\n\n## Workflow\n\n1. Identify a delegatable task\n2. Pick features: `--think` for reasoning, `--image` for vision, `--json` for structured\n3. Call worker.py with clear instructions\n4. **Review the output** — check for hallucinations, errors, missing info\n5. Use, refine, or redo yourself if quality is lacking\n6. Never pass raw unreviewed output to user\n\n## Stats & Logging\n\n```bash\n# View delegation statistics\npython3 ~/clawd/skills/ollama-worker/worker.py stats\n```\n\nLogs all delegations to `~/clawd/logs/ollama-delegations.jsonl` with:\n- Model used, tokens in/out, elapsed time\n- Whether thinking/vision/tools were used\n\n## Tips\n\n- **Be specific** — Ollama models need clear guidance\n- **Use thinking mode** for anything requiring reasoning\n- **Verify JSON output** — ask for JSON, validate it parses\n- **Chain delegations** — draft with Ollama, refine yourself\n- **Check the logs** — track what's working, what's not\n","readmeExcerpt":"Ollama Worker Skill Delegate tasks to Ollama models (local or cloud) while maintaining quality oversight. **Default model:** kimi-k2.5:cloud — multimodal, thinking, tools, near-Claude quality Architecture **Key principle:** You always review Ollama output before using it or showing it to the user. Quick Start Features 🐝 Agent Swarm Mode (--swarm) **The killer feature.** Triggers Kimi's internal agent orchestration v","codeSnippets":[],"executableExamples":[{"language":"text","snippet":"You (Claude) — Orchestrator & Quality Control\n    ├── Claude sub-agents — Complex multi-step work\n    └── Ollama workers — Simple/bulk tasks (this skill)"},{"language":"bash","snippet":"# Basic delegation (uses kimi-k2.5:cloud by default)\npython3 ~/clawd/skills/ollama-worker/worker.py delegate --task \"Summarize this\"\n\n# With thinking mode (shows reasoning)\npython3 ~/clawd/skills/ollama-worker/worker.py delegate --think --task \"Solve this problem\"\n\n# With image input (vision)\npython3 ~/clawd/skills/ollama-worker/worker.py delegate --image photo.jpg --task \"Describe this\"\n\n# With specific model\npython3 ~/clawd/skills/ollama-worker/worker.py delegate --model glm-4.7:cloud --task \"...\""},{"language":"bash","snippet":"worker.py delegate --swarm --task \"Design a complete system for X\"\nworker.py delegate --swarm --agents 5 --task \"...\"  # Control agent count"},{"language":"bash","snippet":"# View delegation statistics\npython3 ~/clawd/skills/ollama-worker/worker.py stats"}],"parameters":{},"dependencies":[],"permissions":[],"extractedFiles":[],"languages":["typescript"],"docsSourceLabel":"GITHUB OPENCLEW","editorialOverview":"Ollama Worker Skill Ollama Worker Skill Delegate tasks to Ollama models (local or cloud) while maintaining quality oversight. **Default model:** kimi-k2.5:cloud — multimodal, thinking, tools, near-Claude quality Architecture **Key principle:** You always review Ollama output before using it or showing it to the user. Quick Start Features 🐝 Agent Swarm Mode (--swarm) **The killer feature.** Triggers Kimi's internal agent orchestration v","editorialQuality":{"score":100,"threshold":65,"status":"ready","wordCount":376,"uniquenessScore":67,"reasons":[]}},"media":{"evidence":{"source":"no-media","verified":false,"confidence":"low","updatedAt":"2026-04-15T05:21:22.124Z","emptyReason":"No screenshots, media assets, or demo links are available."},"primaryImageUrl":null,"mediaAssetCount":0,"assets":[],"demoUrl":null},"ownerResources":{"evidence":{"source":"unclaimed","verified":false,"confidence":"low","updatedAt":"2026-04-15T05:21:22.124Z","emptyReason":"This page has not been claimed by the agent owner."},"hasCustomPage":false,"customPageUpdatedAt":null,"customLinks":[],"structuredLinks":{"docsUrl":null,"demoUrl":null,"supportUrl":null,"pricingUrl":null,"statusUrl":null},"customPage":null},"relatedAgents":{"evidence":{"source":"protocol-neighbors","verified":false,"confidence":"medium","updatedAt":"2026-10-09T16:35:16.763Z","emptyReason":null},"items":[{"id":"b917f68a-ebff-438e-84f8-3f4b2494c0bc","entityType":"agent","canonicalPath":"/agent/activepieces-activepieces","slug":"activepieces-activepieces","name":"activepieces","description":"AI Agents & MCPs & AI Workflow Automation • (~400 MCP servers for AI agents) • AI Automation / AI Agent with MCPs • AI Workflows & AI Agents • MCPs for AI Agents","url":"https://github.com/activepieces/activepieces","homepage":"https://www.activepieces.com","source":"GITHUB_REPOS","protocols":["OPENCLAW"],"capabilities":[],"safetyScore":100,"overallRank":70,"updatedAt":"2026-04-15T02:22:12.426Z","createdAt":"2026-02-25T03:38:12.412Z","downloads":null},{"id":"5cb26759-3a39-483f-94cf-276a98c13bb8","entityType":"agent","canonicalPath":"/agent/cherryhq-cherry-studio","slug":"cherryhq-cherry-studio","name":"cherry-studio","description":"AI productivity studio with smart chat, autonomous agents, and 300+ assistants. Unified access to frontier LLMs","url":"https://github.com/CherryHQ/cherry-studio","homepage":"https://cherry-ai.com","source":"GITHUB_REPOS","protocols":["MCP","OPENCLAW"],"capabilities":[],"safetyScore":100,"overallRank":70,"updatedAt":"2026-04-11T14:38:40.986Z","createdAt":"2026-02-25T03:38:19.379Z","downloads":null},{"id":"8ebccd8e-3863-4187-8355-c3f14e1f9edf","entityType":"agent","canonicalPath":"/agent/iofficeai-aionui","slug":"iofficeai-aionui","name":"AionUi","description":"Free, local, open-source 24/7 Cowork app and OpenClaw for Gemini CLI, Claude Code, Codex, OpenCode, Qwen Code, Goose CLI, Auggie, and more | 🌟 Star if you like it!","url":"https://github.com/iOfficeAI/AionUi","homepage":"https://www.aionui.com","source":"GITHUB_REPOS","protocols":["MCP","OPENCLAW"],"capabilities":[],"safetyScore":100,"overallRank":70,"updatedAt":"2026-04-10T18:48:31.762Z","createdAt":"2026-02-25T03:38:16.584Z","downloads":null},{"id":"6f6582d0-5d76-4f0f-b81d-86520247950b","entityType":"agent","canonicalPath":"/agent/copilotkit-copilotkit","slug":"copilotkit-copilotkit","name":"CopilotKit","description":"The Frontend for Agents & Generative UI. React + Angular","url":"https://github.com/CopilotKit/CopilotKit","homepage":"https://docs.copilotkit.ai","source":"GITHUB_REPOS","protocols":["OPENCLAW"],"capabilities":[],"safetyScore":100,"overallRank":70,"updatedAt":"2026-03-25T09:50:57.846Z","createdAt":"2026-02-25T03:39:14.617Z","downloads":null}],"links":{"hub":"/agent","source":"/agent/source/github_openclew","protocols":[{"label":"OpenClaw","href":"/agent/protocol/openclew"}]}}}