{"slug":"magnitudedev-magnitude-formulate-abstractions","name":"formulate-abstractions","description":"Formulate clear semantic abstractions from desired behavior before committing to implementation. Use when designing or revising terminology, entities, boundaries, responsibilities, relationships, high-level architecture, or a plan whose foundational shapes are unclear, disputed, or constrained by the current implementation.","long_description":"---\nname: formulate-abstractions\ndescription: Formulate clear semantic abstractions from desired behavior before committing to implementation. Use when designing or revising terminology, entities, boundaries, responsibilities, relationships, high-level architecture, or a plan whose foundational shapes are unclear, disputed, or constrained by the current implementation.\n---\n\n# Overview\n\nFormulate the broad semantic shapes of a system before designing their implementation. Use this process either within a design conversation or while creating or revising an existing plan; adapt the depth and presentation to the surrounding task.\n\n## Phase 1: Reset the frame\n\nBracket the current implementation and any terminology or structure it suggests. Preserve genuine requirements and constraints, but do not treat existing code, plans, or names as the natural shape of the problem.\n\nStart from what the system must mean and do.\n\n## Phase 2: Formulate the broad shapes\n\nIdentify:\n\n- Core behaviors and guarantees\n- Semantic entities and precise terminology\n- Responsibilities and boundaries\n- Relationships, ownership, and information flow\n- The smallest high-level architecture that makes these concepts coherent\n\nPrefer one meaningful concept over several overlapping ones. Avoid abstractions that merely rename implementation details, introduce indirection, or anticipate cases without evidence.\n\nPresent the proposal at the semantic level first: terminology, behavior, boundaries, and broad architecture. Keep it concise, high-signal, and easy to scan. Do not descend into files, APIs, schemas, classes, or migration details yet.\n\n## Phase 3: Align with the user\n\nSurface ambiguity only when it affects the broad shapes or represents a meaningful product or architectural choice. State the proposed interpretation and its consequences so the user can respond to a concrete model rather than an open-ended question.\n\nWhen the user appears to want a design conversation, pause at natural decision points and offer a compact proposal for feedback. Resolve questions that can be answered through reasoning or research autonomously; reserve user attention for key semantic decisions.\n\nTreat agreement as provisional when important evidence remains unexplored.\n\n## Phase 4: Ground and challenge\n\nOnce the broad shapes are sufficiently aligned, investigate the relevant code, design documents, plans, constraints, and adjacent systems. Work from the proposal into progressively specific aspects, using research to:\n\n- Fill genuine unknowns\n- Test behaviors and boundaries against real integration points\n- Discover missing requirements or constraints\n- Challenge terminology, ownership, and assumptions\n- Determine how the desired model differs from the current state\n\nDo not let implementation friction alone distort a clearer abstraction. Do let real constraints and newly discovered behavior change it.\n\n## Phase 5: Revise and converge\n\nWhen evidence challenges the proposal, revise it at the highest level affected. Step back as far as necessary rather than patching details around a flawed premise. Confer with the user again when the revision changes a key behavior, term, boundary, or architectural choice.\n\nRepeat formulation, alignment, and grounding until the model remains coherent under detailed inspection. Only then translate it into implementation architecture or a concrete plan, preserving an explicit connection from each lower-level choice to the agreed semantic model.\n","tagline":"Formulate clear semantic abstractions from desired behavior before committing to implementation. 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Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"outcome_stats":null,"safety":{"score":67,"level":"review_before_install","label":"Review before install","safety_tier":{"tier":"reviewed","label":"Reviewed with permission notes","badge":"REVIEWED","summary":"Usable candidate, but the agent should surface permission and audit notes before installation.","recommended_action":"Require human approval before installing into a real workspace.","auto_install_policy":"review","reasons":["SKILL.md does not explicitly define input/output artifacts or success criteria for each phase, so an agent may not know when the skill has been fully applied.","67/100 agent safety score"]},"auto_install_allowed":false,"human_review_required":true,"blocked":false,"audit_risk":"safe_to_try","permission_hints":[{"id":"network","label":"Network access","reason":"Skill likely fetches remote pages, APIs, repositories, or external services.","severity":"medium"},{"id":"filesystem","label":"Filesystem access","reason":"Skill may read or write project files, documents, generated artifacts, or local workspace state.","severity":"medium"},{"id":"database","label":"Database access","reason":"Skill may inspect schemas, query databases, or work with persistent stores.","severity":"medium"}],"policy_warnings":["SKILL.md does not explicitly define input/output artifacts or success criteria for each phase, so an agent may not know when the skill has been fully applied."],"constraints_applied":{"max_risk":"medium","needs_install_command":true,"min_stars":0}},"safety_gate":{"tier":"reviewed","label":"Reviewed with permission notes","badge":"REVIEWED","auto_install_policy":"review","auto_install_allowed":false,"blocked":false,"human_review_required":true,"recommended_action":"Require human approval before installing into a real workspace.","reasons":["SKILL.md does not explicitly define input/output artifacts or success criteria for each phase, so an agent may not know when the skill has been fully applied.","67/100 agent safety score"]},"eval":{"version":"openagentskill-skill-eval-v1","status":"review","score":81,"risk_level":"medium","decision":{"recommendation":"manual_review","reason":"Require human approval before installing into a real workspace.","auto_install_allowed":false,"policy":"review","human_review_required":true},"blockers":[],"warnings":["Trust score: Good trust signals with a few areas worth checking before rollout.","Agent safety gate: Usable candidate, but the agent should surface permission and audit notes before installation.","SKILL.md does not explicitly define input/output artifacts or success criteria for each phase, so an agent may not know when the skill has been fully applied.","The skill lacks a dedicated limitations section, such as when to stop abstracting or when the process is unnecessary.","No concrete example or template is provided to illustrate the expected semantic-level output."],"validation_plan":["Inspect repository, README/SKILL.md, license, and recent commits before production use.","Install in an isolated workspace or sandbox with no production secrets available.","Run the smallest representative task and record files touched, commands run, network access, and outputs.","Compare the selected skill against at least one alternative when the eval status is review or failed.","Promote only after the agent reports a successful verification result and unresolved warnings are accepted."],"checks":[{"id":"task_fit","label":"Task fit","status":"pass","score":84,"required_for_auto_install":true,"detail":"Task wording matches this skill metadata.","evidence":["Evaluate formulate-abstractions before installing it in an agent workflow","creative","RAG and knowledge workflows; Claude Code teams; teams that value GitHub adoption signals"]},{"id":"install_path","label":"Install path","status":"pass","score":92,"required_for_auto_install":true,"detail":"Install handoff is available.","evidence":["npx skills add magnitudedev/magnitude --skill formulate-abstractions"]},{"id":"install_safety","label":"Install command safety","status":"pass","score":92,"required_for_auto_install":true,"detail":"standard package or runtime install path","evidence":["npx skills add magnitudedev/magnitude --skill formulate-abstractions"]},{"id":"trust_score","label":"Trust score","status":"warn","score":75,"required_for_auto_install":true,"detail":"Good trust signals with a few areas worth checking before rollout.","evidence":["Strong shortlist","2.6K GitHub stars","Apache-2.0"]},{"id":"audit_score","label":"Audit score","status":"pass","score":87,"required_for_auto_install":true,"detail":"Safe to try","evidence":["SKILL.md does not explicitly define input/output artifacts or success criteria for each phase, so an agent may not know when the skill has been fully applied."]},{"id":"agent_safety_gate","label":"Agent safety gate","status":"warn","score":67,"required_for_auto_install":true,"detail":"Usable candidate, but the agent should surface permission and audit notes before installation.","evidence":["Require human approval before installing into a real workspace.","SKILL.md does not explicitly define input/output artifacts or success criteria for each phase, so an agent may not know when the skill has been fully applied."]},{"id":"readme_skillmd_completeness","label":"README/SKILL.md completeness","status":"pass","score":84,"required_for_auto_install":false,"detail":"Metadata includes enough usage and workflow context","evidence":["Strong README/SKILL.md context"]},{"id":"license_clarity","label":"License clarity","status":"pass","score":86,"required_for_auto_install":true,"detail":"Apache-2.0","evidence":["Apache-2.0"]},{"id":"recent_maintenance","label":"Recent maintenance","status":"pass","score":100,"required_for_auto_install":false,"detail":"Pushed today","evidence":["Pushed today"]},{"id":"permission_surface","label":"Permission surface","status":"pass","score":88,"required_for_auto_install":true,"detail":"database access","evidence":["Network access: medium","Filesystem access: medium","Database access: medium"]},{"id":"alternatives","label":"Alternatives available","status":"info","score":55,"required_for_auto_install":false,"detail":"No close alternatives were found in the current shortlist.","evidence":[]}],"endpoints":{"web":"https://www.openagentskill.com/skills/magnitudedev-magnitude-formulate-abstractions/evals","api":"/api/agent/evals?slug=magnitudedev-magnitude-formulate-abstractions","text":"/api/agent/evals?slug=magnitudedev-magnitude-formulate-abstractions&format=text"}},"agent_readable_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"magnitudedev-magnitude-formulate-abstractions","name":"formulate-abstractions","description":"Formulate clear semantic abstractions from desired behavior before committing to implementation. 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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: Formulate clear semantic abstractions from desired behavior before committing to implementation. Use when designing or revising terminology, entities, boundaries, responsibilities, relationships, high-level architecture, or a plan whose foundational shapes are unclear, disputed, or constrained by the current implementation. 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\":\"magnitudedev-magnitude-formulate-abstractions\",\"task\":\"Install formulate-abstractions\",\"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."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"formulate-abstractions\" as a Claude Code skill from https://github.com/magnitudedev/magnitude/tree/main/.agents/skills/formulate-abstractions. 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: Formulate clear semantic abstractions from desired behavior before committing to implementation. Use when designing or revising terminology, entities, boundaries, responsibilities, relationships, high-level architecture, or a plan whose foundational shapes are unclear, disputed, or constrained by the current implementation. 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\":\"magnitudedev-magnitude-formulate-abstractions\",\"task\":\"Install formulate-abstractions\",\"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."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"formulate-abstractions\" from https://github.com/magnitudedev/magnitude/tree/main/.agents/skills/formulate-abstractions 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: Formulate clear semantic abstractions from desired behavior before committing to implementation. Use when designing or revising terminology, entities, boundaries, responsibilities, relationships, high-level architecture, or a plan whose foundational shapes are unclear, disputed, or constrained by the current implementation. 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\":\"magnitudedev-magnitude-formulate-abstractions\",\"task\":\"Install formulate-abstractions\",\"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."}],"handoff_url":"https://www.openagentskill.com/api/skills/magnitudedev-magnitude-formulate-abstractions/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/magnitudedev-magnitude-formulate-abstractions"},"trust":{"score":75,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"2.6K GitHub stars","repoActivity":"2.6K stars, 191 forks","lastPushed":"Pushed today","license":"Apache-2.0","repository":"https://github.com/magnitudedev/magnitude/tree/main/.agents/skills/formulate-abstractions","install":"npx skills add magnitudedev/magnitude --skill formulate-abstractions","installSafety":"standard package or runtime install path","permissionSurface":"database access","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"successes":0,"failures":0,"not_relevant":0,"success_rate":null,"recent_success_rate":null,"recent_failure_rate":null,"install_attempts":0,"install_success_rate":null,"risk_blocked":0,"setup_required":0,"avg_output_quality":null,"production_outcomes":0,"last_outcome_at":null,"label":"No agent outcome data yet"},"auto_install":{"allowed":false,"sandbox_required":true,"reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["creative","architecture","system-design","planning","coding-agents","agent-skill"],"known_risks":["SKILL.md does not explicitly define input/output artifacts or success criteria for each phase, so an agent may not know when the skill has been fully applied."]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. 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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: Formulate clear semantic abstractions from desired behavior before committing to implementation. Use when designing or revising terminology, entities, boundaries, responsibilities, relationships, high-level architecture, or a plan whose foundational shapes are unclear, disputed, or constrained by the current implementation. 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\":\"magnitudedev-magnitude-formulate-abstractions\",\"task\":\"Install formulate-abstractions\",\"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."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"formulate-abstractions\" as a Claude Code skill from https://github.com/magnitudedev/magnitude/tree/main/.agents/skills/formulate-abstractions. 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: Formulate clear semantic abstractions from desired behavior before committing to implementation. Use when designing or revising terminology, entities, boundaries, responsibilities, relationships, high-level architecture, or a plan whose foundational shapes are unclear, disputed, or constrained by the current implementation. 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\":\"magnitudedev-magnitude-formulate-abstractions\",\"task\":\"Install formulate-abstractions\",\"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."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"formulate-abstractions\" from https://github.com/magnitudedev/magnitude/tree/main/.agents/skills/formulate-abstractions 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: Formulate clear semantic abstractions from desired behavior before committing to implementation. Use when designing or revising terminology, entities, boundaries, responsibilities, relationships, high-level architecture, or a plan whose foundational shapes are unclear, disputed, or constrained by the current implementation. 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\":\"magnitudedev-magnitude-formulate-abstractions\",\"task\":\"Install formulate-abstractions\",\"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."}],"handoff_url":"https://www.openagentskill.com/api/skills/magnitudedev-magnitude-formulate-abstractions/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/magnitudedev-magnitude-formulate-abstractions"},"trust":{"score":75,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"2.6K GitHub stars","repoActivity":"2.6K stars, 191 forks","lastPushed":"Pushed today","license":"Apache-2.0","repository":"https://github.com/magnitudedev/magnitude/tree/main/.agents/skills/formulate-abstractions","install":"npx skills add magnitudedev/magnitude --skill formulate-abstractions","installSafety":"standard package or runtime install path","permissionSurface":"database access","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"successes":0,"failures":0,"not_relevant":0,"success_rate":null,"recent_success_rate":null,"recent_failure_rate":null,"install_attempts":0,"install_success_rate":null,"risk_blocked":0,"setup_required":0,"avg_output_quality":null,"production_outcomes":0,"last_outcome_at":null,"label":"No agent outcome data yet"},"auto_install":{"allowed":false,"sandbox_required":true,"reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["creative","architecture","system-design","planning","coding-agents","agent-skill"],"known_risks":["SKILL.md does not explicitly define input/output artifacts or success criteria for each phase, so an agent may not know when the skill has been fully applied."]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"score":87,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":["SKILL.md does not explicitly define input/output artifacts or success criteria for each phase, so an agent may not know when the skill has been fully applied.","The skill lacks a dedicated limitations section, such as when to stop abstracting or when the process is unnecessary.","No concrete example or template is provided to illustrate the expected semantic-level 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irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"],"agent_contract":{"task_input":"Use formulate-abstractions in an agent workflow","recommended_action":"Require human approval before installing into a real workspace.","install_policy":"review","minimum_review_before_use":["Trust: 75/100 Strong shortlist","Audit: 87/100 Safe to try","Safety: 67/100 Review before install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"magnitudedev-magnitude-formulate-abstractions (formulate-abstractions)","install_command":"npx skills add magnitudedev/magnitude --skill formulate-abstractions","risk_summary":"Safe to try; Reviewed with permission notes; 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":"magnitudedev-magnitude-formulate-abstractions","task":"Use formulate-abstractions 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/magnitudedev-magnitude-formulate-abstractions","api":"https://www.openagentskill.com/api/agent/skills/magnitudedev-magnitude-formulate-abstractions","audit":"https://www.openagentskill.com/skills/magnitudedev-magnitude-formulate-abstractions/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=magnitudedev-magnitude-formulate-abstractions&task=Use%20formulate-abstractions%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20formulate-abstractions%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20formulate-abstractions%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/magnitudedev-magnitude-formulate-abstractions/install","manifest":"https://www.openagentskill.com/api/registry/manifest/magnitudedev-magnitude-formulate-abstractions"}},"supply_profile":{"track":{"slug":"coding","label":"Coding and developer agents","shortLabel":"Coding","description":"Code review, repo analysis, testing, CI, GitHub, DevOps, and developer workflow skills."},"scenario":{"label":"Coding agents","description":"I need a coding agent that can understand a repository, edit code, and review pull requests.","useCases":[{"slug":"rag-knowledge","title":"RAG and knowledge"},{"slug":"browser-automation","title":"Browser automation"},{"slug":"workflow-automation","title":"Workflow automation"}]},"applicableAgents":["Claude Code","CLI","Codex","Cursor"],"install":{"ready":true,"command":"npx skills add magnitudedev/magnitude --skill formulate-abstractions","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":2642,"starsLabel":"2.6K","forks":191,"license":"Apache-2.0","qualityScore":93,"trustScore":75,"auditScore":87},"maintenance":{"status":"fresh","label":"Pushed today","daysSincePush":0,"lastPushedAt":"2026-09-05T02:54:10+00:00"},"risk":{"level":"safe_to_try","label":"Safe to try","requiresReview":true,"notes":["SKILL.md does not explicitly define input/output artifacts or success criteria for each phase, so an agent may not know when the skill has been fully applied.","The skill lacks a dedicated limitations section, such as when to stop abstracting or when the process is unnecessary.","No concrete example or template is provided to illustrate the expected semantic-level output."]},"coverageTags":["Coding","Coding agents","creative","architecture","system-design","planning","coding-agents","agent-skill"]},"audit":{"audit_score":87,"risk_level":"safe_to_try","risk_label":"Safe to try","quality_score":93,"trust_score":75,"maintenance_score":100,"security_score":82,"install_score":92,"warnings":["SKILL.md does not explicitly define input/output artifacts or success criteria for each phase, so an agent may not know when the skill has been fully applied.","The skill lacks a dedicated limitations section, such as when to stop abstracting or when the process is unnecessary.","No concrete example or template is provided to illustrate the expected semantic-level output."]},"quality_signals":{"model":"v2","star_score":23.95,"usage_score":0,"review_score":13.5,"metadata_score":7,"freshness_score":15},"platforms":["Claude Code"],"use_cases":[{"slug":"rag-knowledge","title":"RAG and knowledge","url":"https://www.openagentskill.com/use-cases/rag-knowledge"},{"slug":"browser-automation","title":"Browser automation","url":"https://www.openagentskill.com/use-cases/browser-automation"},{"slug":"workflow-automation","title":"Workflow automation","url":"https://www.openagentskill.com/use-cases/workflow-automation"},{"slug":"design-creative","title":"Design and creative","url":"https://www.openagentskill.com/use-cases/design-creative"}],"stacks":[{"slug":"browser-qa-agent","title":"Browser QA agent","url":"https://www.openagentskill.com/collections/browser-qa-agent"},{"slug":"frontend-product-ui","title":"Frontend and UI","url":"https://www.openagentskill.com/collections/frontend-product-ui"},{"slug":"rag-knowledge-base","title":"RAG knowledge base","url":"https://www.openagentskill.com/collections/rag-knowledge-base"}],"install":"npx skills add magnitudedev/magnitude --skill formulate-abstractions","install_targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add magnitudedev-magnitude-formulate-abstractions","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 \"formulate-abstractions\" agent skill from https://github.com/magnitudedev/magnitude/tree/main/.agents/skills/formulate-abstractions. 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: Formulate clear semantic abstractions from desired behavior before committing to implementation. Use when designing or revising terminology, entities, boundaries, responsibilities, relationships, high-level architecture, or a plan whose foundational shapes are unclear, disputed, or constrained by the current implementation. 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\":\"magnitudedev-magnitude-formulate-abstractions\",\"task\":\"Install formulate-abstractions\",\"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 \"formulate-abstractions\" as a Claude Code skill from https://github.com/magnitudedev/magnitude/tree/main/.agents/skills/formulate-abstractions. 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: Formulate clear semantic abstractions from desired behavior before committing to implementation. Use when designing or revising terminology, entities, boundaries, responsibilities, relationships, high-level architecture, or a plan whose foundational shapes are unclear, disputed, or constrained by the current implementation. 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\":\"magnitudedev-magnitude-formulate-abstractions\",\"task\":\"Install formulate-abstractions\",\"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 \"formulate-abstractions\" from https://github.com/magnitudedev/magnitude/tree/main/.agents/skills/formulate-abstractions 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: Formulate clear semantic abstractions from desired behavior before committing to implementation. Use when designing or revising terminology, entities, boundaries, responsibilities, relationships, high-level architecture, or a plan whose foundational shapes are unclear, disputed, or constrained by the current implementation. 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\":\"magnitudedev-magnitude-formulate-abstractions\",\"task\":\"Install formulate-abstractions\",\"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/magnitudedev/magnitude/tree/main/.agents/skills/formulate-abstractions","github_repo":"magnitudedev/magnitude","version":"1.0.0","license":"Apache-2.0","urls":{"web":"https://www.openagentskill.com/skills/magnitudedev-magnitude-formulate-abstractions","repository":"https://github.com/magnitudedev/magnitude/tree/main/.agents/skills/formulate-abstractions","api":"/api/agent/skills/magnitudedev-magnitude-formulate-abstractions","install_api":"/api/skills/magnitudedev-magnitude-formulate-abstractions/install"},"meta":{"created_at":"2026-09-04T01:08:46.019664+00:00","updated_at":"2026-09-05T06:05:30.969843+00:00","agent_friendly":true}}