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require human review before any live investment decision","Financial research output is not financial advice; require human review before any live investment decision."],"agent_contract":{"task_input":"Use Audio Spectrum Analyzer In Python in an agent workflow","recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","install_policy":"review","minimum_review_before_use":["Trust: 72/100 Strong shortlist","Audit: 62/100 Needs review","Safety: 46/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"markjay4k-audio-spectrum-analyzer-in-python (Audio Spectrum Analyzer In Python)","install_command":"npx skills add markjay4k/Audio-Spectrum-Analyzer-in-Python","risk_summary":"Needs review; Experimental; Review before production","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"outcome_feedback":{"endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","requires_resolve_event_id":true,"event_id_source":"Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"payload_template":{"event_id":"<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>","skill_slug":"markjay4k-audio-spectrum-analyzer-in-python","task":"Use Audio Spectrum Analyzer In Python in an agent workflow","agent":"codex","outcome":"success","install_used":true,"risk_blocked":false,"setup_required":false,"task_success":true,"output_quality":4,"error_type":null,"human_review_required":false,"workspace":"sandbox","time_to_useful_ms":120000,"notes":"Report the smallest successful task, setup friction, files touched, and risk notes."}},"endpoints":{"web":"https://www.openagentskill.com/skills/markjay4k-audio-spectrum-analyzer-in-python","api":"https://www.openagentskill.com/api/agent/skills/markjay4k-audio-spectrum-analyzer-in-python","audit":"https://www.openagentskill.com/skills/markjay4k-audio-spectrum-analyzer-in-python/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=markjay4k-audio-spectrum-analyzer-in-python&task=Use%20Audio%20Spectrum%20Analyzer%20In%20Python%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20Audio%20Spectrum%20Analyzer%20In%20Python%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20Audio%20Spectrum%20Analyzer%20In%20Python%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/markjay4k-audio-spectrum-analyzer-in-python/install","manifest":"https://www.openagentskill.com/api/registry/manifest/markjay4k-audio-spectrum-analyzer-in-python"}},"platforms":["Python","Notebook","Claude Code"],"use_cases":[{"slug":"workflow-automation","title":"Workflow automation","url":"https://www.openagentskill.com/use-cases/workflow-automation"},{"slug":"github-automation","title":"GitHub automation","url":"https://www.openagentskill.com/use-cases/github-automation"},{"slug":"coding-agents","title":"Coding agents","url":"https://www.openagentskill.com/use-cases/coding-agents"},{"slug":"rag-knowledge","title":"RAG and knowledge","url":"https://www.openagentskill.com/use-cases/rag-knowledge"}],"install":"npx skills add markjay4k/Audio-Spectrum-Analyzer-in-Python","install_targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.2.1/openagentskill-0.2.1.tgz install markjay4k-audio-spectrum-analyzer-in-python","description":"Resolve policy, run the source installer safely, and report a verified install receipt.","copyLabel":"Copy command"},{"id":"codex","label":"Codex","title":"Codex install prompt","kind":"agent-prompt","value":"Install the \"Audio Spectrum Analyzer In Python\" agent skill from https://github.com/markjay4k/Audio-Spectrum-Analyzer-in-Python. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: A series of Jupyter notebooks and python files which stream audio from a microphone using pyaudio, then processes it. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"markjay4k-audio-spectrum-analyzer-in-python\",\"task\":\"Install Audio Spectrum Analyzer In Python\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Give Codex a repo-aware install prompt when the skill is not available through a local CLI.","copyLabel":"Copy prompt"},{"id":"claude-code","label":"Claude Code","title":"Claude Code skill prompt","kind":"agent-prompt","value":"Add \"Audio Spectrum Analyzer In Python\" as a Claude Code skill from https://github.com/markjay4k/Audio-Spectrum-Analyzer-in-Python. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: A series of Jupyter notebooks and python files which stream audio from a microphone using pyaudio, then processes it. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"markjay4k-audio-spectrum-analyzer-in-python\",\"task\":\"Install Audio Spectrum Analyzer In Python\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Use this prompt to ask Claude Code to add the skill and explain the local activation steps.","copyLabel":"Copy prompt"},{"id":"cursor","label":"Cursor","title":"Cursor rule prompt","kind":"agent-prompt","value":"Turn \"Audio Spectrum Analyzer In Python\" from https://github.com/markjay4k/Audio-Spectrum-Analyzer-in-Python into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: A series of Jupyter notebooks and python files which stream audio from a microphone using pyaudio, then processes it. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"markjay4k-audio-spectrum-analyzer-in-python\",\"task\":\"Install Audio Spectrum Analyzer In Python\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"repository":"https://github.com/markjay4k/Audio-Spectrum-Analyzer-in-Python","github_repo":"markjay4k/Audio-Spectrum-Analyzer-in-Python","version":"1.0.0","license":"Unknown","updated_at":"2026-08-18T17:22:21.819119+00:00","canonical_key":"markjay4k/audio-spectrum-analyzer-in-python","recommendation_reasons":["Useful GitHub adoption: 581 stars","Install handoff is available","Repository freshness signal is available"],"urls":{"web":"https://www.openagentskill.com/skills/markjay4k-audio-spectrum-analyzer-in-python","api":"https://www.openagentskill.com/api/agent/skills/markjay4k-audio-spectrum-analyzer-in-python","install_api":"https://www.openagentskill.com/api/skills/markjay4k-audio-spectrum-analyzer-in-python/install","audit":"https://www.openagentskill.com/skills/markjay4k-audio-spectrum-analyzer-in-python/audit","repository":"https://github.com/markjay4k/Audio-Spectrum-Analyzer-in-Python"},"meta":{"endpoint":"/api/registry/manifest/{slug}","canonical_agent_endpoint":"/api/agent/skills/markjay4k-audio-spectrum-analyzer-in-python","agent_friendly":true,"api_version":"1.0","generated_at":"2026-08-23T00:57:15.945Z"}}