aiwg
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Deployment tool and support utility for AI context. Copies agents, skills, commands, rules, and behaviors into the paths each AI platform reads (Claude Code, Codex, Copilot, Cursor, Warp, OpenClaw, and 6 more) so one source of truth works across 10 platfo
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[
{
"id": "weak-verb-001",
"category": "weak-verbs",
"subcategory": "corporate-speak",
"pattern": "\\butilize\\b",
"severity": "medium",
"confidence": 0.87,
"examples": [
"We utilize Redis for caching.",
"The system utilizes microservices."
],
"replacements": [
"We use Redis for caching",
"The system uses microservices",
"Just say 'use'"
],
"context": "Corporate jargon for 'use'",
"frequency": "very-common",
"domains": [
"executive",
"technical"
]
},
{
"id": "weak-verb-002",
"category": "weak-verbs",
"subcategory": "corporate-speak",
"pattern": "\\bleverage\\b",
"severity": "medium",
"confidence": 0.89,
"examples": [
"We leverage cloud infrastructure.",
"Leveraging Kubernetes for orchestration."
],
"replacements": [
"We use AWS ECS for container hosting",
"Using Kubernetes to manage 200+ pods",
"Use 'use' or be more specific"
],
"context": "Business buzzword",
"frequency": "very-common",
"domains": [
"executive",
"technical"
]
},
{
"id": "weak-verb-003",
"category": "weak-verbs",
"subcategory": "corporate-speak",
"pattern": "\\bfacilitate\\b",
"severity": "medium",
"confidence": 0.84,
"examples": [
"This facilitates faster development.",
"APIs facilitate integration."
],
"replacements": [
"This enables 2-day deploy cycles",
"APIs enable integration via REST",
"Use 'enable' or be specific"
],
"context": "Vague enabler verb",
"frequency": "common",
"domains": [
"executive",
"academic"
]
},
{
"id": "weak-verb-004",
"category": "weak-verbs",
"subcategory": "corporate-speak",
"pattern": "\\bendeavor\\b",
"severity": "medium",
"confidence": 0.82,
"examples": [
"We endeavor to improve performance.",
"The team endeavors to deliver quality."
],
"replacements": [
"We aim to reduce latency below 50ms",
"The team targets zero critical bugs",
"Use 'try' or 'aim' with specifics"
],
"context": "Overly formal effort verb",
"frequency": "occasional",
"domains": [
"executive",
"academic"
]
},
{
"id": "weak-verb-005",
"category": "weak-verbs",
"subcategory": "overused-technical",
"pattern": "\\bimplement\\b",
"severity": "low",
"confidence": 0.68,
"examples": [
"We implemented caching.",
"Implementing a new feature."
],
"replacements": [
"We added Redis caching",
"Building a notification system",
"Use more specific verbs when possible"
],
"context": "Overused but acceptable in technical contexts",
"frequency": "very-common",
"domains": [
"technical"
]
},
{
"id": "weak-verb-006",
"category": "weak-verbs",
"subcategory": "vague-action",
"pattern": "\\benhance\\b",
"severity": "medium",
"confidence": 0.81,
"examples": [
"This enhances performance.",
"Enhancements to the UI."
],
"replacements": [
"This cuts load time by 40%",
"Redesigned UI with larger buttons",
"Specify what improved"
],
"context": "Vague improvement verb",
"frequency": "very-common",
"domains": [
"technical",
"executive"
]
},
{
"id": "weak-verb-007",
"category": "weak-verbs",
"subcategory": "vague-action",
"pattern": "\\boptimize\\b",
"severity": "low",
"confidence": 0.65,
"examples": [
"We optimized the database.",
"Optimize for performance."
],
"replacements": [
"We added indexes on user_id and created_at",
"Cache frequently accessed data",
"Specify the optimization"
],
"context": "Vague but acceptable if followed by details",
"frequency": "very-common",
"domains": [
"technical"
]
},
{
"id": "weak-verb-008",
"category": "weak-verbs",
"subcategory": "vague-action",
"pattern": "\\bstreamline\\b",
"severity": "medium",
"confidence": 0.83,
"examples": [
"We streamlined the process.",
"Streamlining workflows."
],
"replacements": [
"We reduced steps from 7 to 3",
"Automated 4 manual approval steps",
"Describe the actual simplification"
],
"context": "Business jargon for simplification",
"frequency": "common",
"domains": [
"executive"
]
},
{
"id": "weak-verb-009",
"category": "weak-verbs",
"subcategory": "passive-constructions",
"pattern": "\\bis (being )?(used|utilized|employed|deployed)",
"severity": "medium",
"confidence": 0.78,
"examples": [
"Redis is being used for caching.",
"Microservices are employed."
],
"replacements": [
"We use Redis for caching",
"We built microservices",
"Use active voice"
],
"context": "Passive voice weakens technical writing",
"frequency": "very-common",
"domains": [
"technical",
"academic"
]
},
{
"id": "weak-verb-010",
"category": "weak-verbs",
"subcategory": "passive-constructions",
"pattern": "can be (achieved|accomplished|done)",
"severity": "medium",
"confidence": 0.76,
"examples": [
"This can be achieved with caching.",
"Performance can be accomplished via optimization."
],
"replacements": [
"Caching achieves this",
"We achieve performance via indexing",
"Make subject active"
],
"context": "Passive possibility",
"frequency": "common",
"domains": [
"technical",
"academic"
]
},
{
"id": "weak-verb-011",
"category": "weak-verbs",
"subcategory": "helps-family",
"pattern": "\\bhelps? to\\b",
"severity": "low",
"confidence": 0.7,
"examples": [
"Caching helps to improve speed.",
"This helps to reduce latency."
],
"replacements": [
"Caching improves speed",
"This reduces latency",
"Remove 'to' or rewrite actively"
],
"context": "Wordy helper verb",
"frequency": "very-common",
"domains": [
"technical"
]
},
{
"id": "weak-verb-012",
"category": "weak-verbs",
"subcategory": "helps-family",
"pattern": "\\bserves? to\\b",
"severity": "medium",
"confidence": 0.77,
"examples": [
"This serves to demonstrate the point.",
"Caching serves to improve performance."
],
"replacements": [
"This demonstrates the point",
"Caching improves performance",
"Use direct verb"
],
"context": "Formal wordiness",
"frequency": "common",
"domains": [
"academic"
]
},
{
"id": "weak-verb-013",
"category": "weak-verbs",
"subcategory": "allows-enables",
"pattern": "\\ballows? (for|us to)\\b",
"severity": "low",
"confidence": 0.67,
"examples": [
"This allows for better scaling.",
"APIs allow us to integrate easily."
],
"replacements": [
"This enables better scaling",
"APIs let us integrate via REST",
"Use 'enables' or 'lets'"
],
"context": "Wordy enabler",
"frequency": "very-common",
"domains": [
"technical"
]
},
{
"id": "weak-verb-014",
"category": "weak-verbs",
"subcategory": "allows-enables",
"pattern": "\\benables? (for|us to)\\b",
"severity": "low",
"confidence": 0.66,
"examples": [
"This enables for rapid deployment.",
"Automation enables us to deploy fast."
],
"replacements": [
"This enables rapid deployment",
"Automation lets us deploy in 5 minutes",
"Remove 'for' or 'us to'"
],
"context": "Slightly wordy but acceptable",
"frequency": "very-common",
"domains": [
"technical"
]
},
{
"id": "weak-verb-015",
"category": "weak-verbs",
"subcategory": "provision-family",
"pattern": "\\bprovision\\b",
"severity": "low",
"confidence": 0.64,
"examples": [
"We provision cloud resources.",
"Provisioning new servers."
],
"replacements": [
"We create EC2 instances via IaC",
"Spinning up new Kubernetes nodes",
"Use specific technical term"
],
"context": "DevOps jargon - acceptable but consider specifics",
"frequency": "common",
"domains": [
"technical"
]
},
{
"id": "weak-verb-016",
"category": "weak-verbs",
"subcategory": "impact-family",
"pattern": "\\bimpact\\b",
"severity": "medium",
"confidence": 0.79,
"examples": [
"This impacts performance.",
"Changes impact users."
],
"replacements": [
"This slows queries by 200ms",
"Changes affect 10k users",
"Specify the impact"
],
"context": "Vague effect verb",
"frequency": "very-common",
"domains": [
"executive",
"technical"
]
},
{
"id": "weak-verb-017",
"category": "weak-verbs",
"subcategory": "process-family",
"pattern": "\\bprocess\\b",
"severity": "low",
"confidence": 0.63,
"examples": [
"We process requests quickly.",
"Processing 1M events per day."
],
"replacements": [
"We handle requests in <50ms",
"Ingesting 1M events per day",
"Use domain-specific verb"
],
"context": "Generic but acceptable in data contexts",
"frequency": "very-common",
"domains": [
"technical"
]
},
{
"id": "weak-verb-018",
"category": "weak-verbs",
"subcategory": "transform-family",
"pattern": "\\btransform\\b",
"severity": "low",
"confidence": 0.69,
"examples": [
"We transform the data.",
"Transforming JSON to CSV."
],
"replacements": [
"We normalize timestamps to UTC",
"Converting JSON to CSV via pandas",
"Specify the transformation"
],
"context": "Acceptable if followed by details",
"frequency": "common",
"domains": [
"technical"
]
},
{
"id": "weak-verb-019",
"category": "weak-verbs",
"subcategory": "ensure-family",
"pattern": "\\bensure\\b",
"severity": "low",
"confidence": 0.68,
"examples": [
"We ensure data consistency.",
"Ensuring security."
],
"replacements": [
"We use transactions for ACID guarantees",
"We enforce HTTPS and rate limiting",
"Specify how you ensure"
],
"context": "Promise without method",
"frequency": "very-common",
"domains": [
"technical",
"executive"
]
},
{
"id": "weak-verb-020",
"category": "weak-verbs",
"subcategory": "provide-family",
"pattern": "\\bprovide\\b",
"severity": "low",
"confidence": 0.66,
"examples": [
"We provide caching.",
"Provides authentication."
],
"replacements": [
"We cache frequently accessed queries",
"Supports OAuth2 and API keys",
"Say what, not just 'provide'"
],
"context": "Vague offering verb",
"frequency": "very-common",
"domains": [
"technical",
"executive"
]
},
{
"id": "weak-verb-021",
"category": "weak-verbs",
"subcategory": "vague-action",
"pattern": "\\baddress\\b",
"severity": "low",
"confidence": 0.65,
"examples": [
"Example using \\baddress\\b",
"Another example with \\baddress\\b"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Often vague",
"frequency": "occasional",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "weak-verb-022",
"category": "weak-verbs",
"subcategory": "metaphor-verbs",
"pattern": "\\bdrive\\b",
"severity": "medium",
"confidence": 0.75,
"examples": [
"Example using \\bdrive\\b",
"Another example with \\bdrive\\b"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Often vague cause",
"frequency": "occasional",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "weak-verb-023",
"category": "weak-verbs",
"subcategory": "metaphor-verbs",
"pattern": "\\bfuel\\b",
"severity": "medium",
"confidence": 0.74,
"examples": [
"Example using \\bfuel\\b",
"Another example with \\bfuel\\b"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Metaphorical cause",
"frequency": "occasional",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "weak-verb-024",
"category": "weak-verbs",
"subcategory": "metaphor-verbs",
"pattern": "\\bpower\\b",
"severity": "medium",
"confidence": 0.73,
"examples": [
"Example using \\bpower\\b",
"Another example with \\bpower\\b"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Metaphorical enable",
"frequency": "occasional",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "weak-verb-025",
"category": "weak-verbs",
"subcategory": "corporate-speak",
"pattern": "\\bempower\\b",
"severity": "high",
"confidence": 0.84,
"examples": [
"Example using \\bempower\\b",
"Another example with \\bempower\\b"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Corporate buzzword",
"frequency": "common",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "weak-verb-026",
"category": "weak-verbs",
"subcategory": "enabler-verbs",
"pattern": "\\benable\\b",
"severity": "low",
"confidence": 0.66,
"examples": [
"Example using \\benable\\b",
"Another example with \\benable\\b"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Often vague",
"frequency": "occasional",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "weak-verb-027",
"category": "weak-verbs",
"subcategory": "vague-action",
"pattern": "\\bsupport\\b",
"severity": "low",
"confidence": 0.64,
"examples": [
"Example using \\bsupport\\b",
"Another example with \\bsupport\\b"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Vague assistance",
"frequency": "occasional",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "weak-verb-028",
"category": "weak-verbs",
"subcategory": "speed-verbs",
"pattern": "\\baccelerate\\b",
"severity": "medium",
"confidence": 0.76,
"examples": [
"Example using \\baccelerate\\b",
"Another example with \\baccelerate\\b"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Speed without metrics",
"frequency": "occasional",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "weak-verb-029",
"category": "weak-verbs",
"subcategory": "increase-verbs",
"pattern": "\\bboost\\b",
"severity": "medium",
"confidence": 0.75,
"examples": [
"Example using \\bboost\\b",
"Another example with \\bboost\\b"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Increase without metrics",
"frequency": "occasional",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "weak-verb-030",
"category": "weak-verbs",
"subcategory": "optimization-verbs",
"pattern": "\\bmaximize\\b",
"severity": "medium",
"confidence": 0.77,
"examples": [
"Example using \\bmaximize\\b",
"Another example with \\bmaximize\\b"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Optimization claim",
"frequency": "occasional",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "weak-verb-031",
"category": "weak-verbs",
"subcategory": "optimization-verbs",
"pattern": "\\bminimize\\b",
"severity": "medium",
"confidence": 0.76,
"examples": [
"Example using \\bminimize\\b",
"Another example with \\bminimize\\b"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Reduction claim",
"frequency": "occasional",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "weak-verb-032",
"category": "weak-verbs",
"subcategory": "corporate-speak",
"pattern": "\\bmitigate\\b",
"severity": "medium",
"confidence": 0.78,
"examples": [
"Example using \\bmitigate\\b",
"Another example with \\bmitigate\\b"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Risk jargon",
"frequency": "occasional",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "weak-verb-033",
"category": "weak-verbs",
"subcategory": "process-verbs",
"pattern": "\\bprioritize\\b",
"severity": "low",
"confidence": 0.67,
"examples": [
"Example using \\bprioritize\\b",
"Another example with \\bprioritize\\b"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Process term",
"frequency": "occasional",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "weak-verb-034",
"category": "weak-verbs",
"subcategory": "process-verbs",
"pattern": "\\bsync\\b",
"severity": "low",
"confidence": 0.65,
"examples": [
"Example using \\bsync\\b",
"Another example with \\bsync\\b"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Process term",
"frequency": "occasional",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "weak-verb-035",
"category": "weak-verbs",
"subcategory": "corporate-speak",
"pattern": "\\balign\\b",
"severity": "medium",
"confidence": 0.79,
"examples": [
"Example using \\balign\\b",
"Another example with \\balign\\b"
],
"replacements": [
"Use specific language instead",
"Be more direct",
"Provide concrete details"
],
"context": "Corporate alignment",
"frequency": "occasional",
"domains": [
"technical",
"executive",
"academic"
]
},
{
"id": "weak-verb-036",
"category": "weak-verbs",
"subcategory": "passive-constructions",
"pattern": "is utilized by",
"severity": "info",
"confidence": 0.75,
"examples": [
"The system is utilized by data processing."
],
"replacements": [
"Use active voice with specific action verb"
],
"context": "Weak verbs dilute meaning and are common in AI-generated text",
"frequency": "common",
"domains": [
"technical",
"academic"
]
},
{
"id": "weak-verb-037",
"category": "weak-verbs",
"subcategory": "passive-constructions",
"pattern": "was employed to",
"severity": "info",
"confidence": 0.75,
"examples": [
"The system was employed to data processing."
],
"replacements": [
"Use active voice with specific action verb"
],
"context": "Weak verbs dilute meaning and are common in AI-generated text",
"frequency": "common",
"domains": [
"technical",
"academic"
]
},
{
"id": "weak-verb-038",
"category": "weak-verbs",
"subcategory": "passive-constructions",
"pattern": "has been noted",
"severity": "info",
"confidence": 0.75,
"examples": [
"The system has been noted data processing."
],
"replacements": [
"Use active voice with specific action verb"
],
"context": "Weak verbs dilute meaning and are common in AI-generated text",
"frequency": "common",
"domains": [
"technical",
"academic"
]
},
{
"id": "weak-verb-039",
"category": "weak-verbs",
"subcategory": "passive-constructions",
"pattern": "can be observed",
"severity": "info",
"confidence": 0.75,
"examples": [
"The system can be observed data processing."
],
"replacements": [
"Use active voice with specific action verb"
],
"context": "Weak verbs dilute meaning and are common in AI-generated text",
"frequency": "common",
"domains": [
"technical",
"academic"
]
},
{
"id": "weak-verb-040",
"category": "weak-verbs",
"subcategory": "vague-verbs",
"pattern": "appears to indicate",
"severity": "info",
"confidence": 0.75,
"examples": [
"The system appears to indicate data processing."
],
"replacements": [
"Use active voice with specific action verb"
],
"context": "Weak verbs dilute meaning and are common in AI-generated text",
"frequency": "common",
"domains": [
"technical",
"academic"
]
},
{
"id": "weak-verb-041",
"category": "weak-verbs",
"subcategory": "vague-verbs",
"pattern": "seems to suggest",
"severity": "info",
"confidence": 0.75,
"examples": [
"The system seems to suggest data processing."
],
"replacements": [
"Use active voice with specific action verb"
],
"context": "Weak verbs dilute meaning and are common in AI-generated text",
"frequency": "common",
"domains": [
"technical",
"academic"
]
},
{
"id": "weak-verb-042",
"category": "weak-verbs",
"subcategory": "vague-verbs",
"pattern": "tends to demonstrate",
"severity": "info",
"confidence": 0.75,
"examples": [
"The system tends to demonstrate data processing."
],
"replacements": [
"Use active voice with specific action verb"
],
"context": "Weak verbs dilute meaning and are common in AI-generated text",
"frequency": "common",
"domains": [
"technical",
"academic"
]
},
{
"id": "weak-verb-043",
"category": "weak-verbs",
"subcategory": "vague-verbs",
"pattern": "serves to highlight",
"severity": "info",
"confidence": 0.75,
"examples": [
"The system serves to highlight data processing."
],
"replacements": [
"Use active voice with specific action verb"
],
"context": "Weak verbs dilute meaning and are common in AI-generated text",
"frequency": "common",
"domains": [
"technical",
"academic"
]
},
{
"id": "weak-verb-044",
"category": "weak-verbs",
"subcategory": "vague-verbs",
"pattern": "functions as a",
"severity": "info",
"confidence": 0.75,
"examples": [
"The system functions as a data processing."
],
"replacements": [
"Use active voice with specific action verb"
],
"context": "Weak verbs dilute meaning and are common in AI-generated text",
"frequency": "common",
"domains": [
"technical",
"academic"
]
},
{
"id": "weak-verb-045",
"category": "weak-verbs",
"subcategory": "vague-verbs",
"pattern": "operates to provide",
"severity": "info",
"confidence": 0.75,
"examples": [
"The system operates to provide data processing."
],
"replacements": [
"Use active voice with specific action verb"
],
"context": "Weak verbs dilute meaning and are common in AI-generated text",
"frequency": "common",
"domains": [
"technical",
"academic"
]
},
{
"id": "weak-verb-046",
"category": "weak-verbs",
"subcategory": "vague-verbs",
"pattern": "works to ensure",
"severity": "info",
"confidence": 0.75,
"examples": [
"The system works to ensure data processing."
],
"replacements": [
"Use active voice with specific action verb"
],
"context": "Weak verbs dilute meaning and are common in AI-generated text",
"frequency": "common",
"domains": [
"technical",
"academic"
]
},
{
"id": "weak-verb-047",
"category": "weak-verbs",
"subcategory": "vague-verbs",
"pattern": "acts to facilitate",
"severity": "info",
"confidence": 0.75,
"examples": [
"The system acts to facilitate data processing."
],
"replacements": [
"Use active voice with specific action verb"
],
"context": "Weak verbs dilute meaning and are common in AI-generated text",
"frequency": "common",
"domains": [
"technical",
"academic"
]
},
{
"id": "weak-verb-048",
"category": "weak-verbs",
"subcategory": "vague-verbs",
"pattern": "helps to enable",
"severity": "info",
"confidence": 0.75,
"examples": [
"The system helps to enable data processing."
],
"replacements": [
"Use active voice with specific action verb"
],
"context": "Weak verbs dilute meaning and are common in AI-generated text",
"frequency": "common",
"domains": [
"technical",
"academic"
]
},
{
"id": "weak-verb-049",
"category": "weak-verbs",
"subcategory": "vague-verbs",
"pattern": "contributes to enhancing",
"severity": "info",
"confidence": 0.75,
"examples": [
"The system contributes to enhancing data processing."
],
"replacements": [
"Use active voice with specific action verb"
],
"context": "Weak verbs dilute meaning and are common in AI-generated text",
"frequency": "common",
"domains": [
"technical",
"academic"
]
},
{
"id": "weak-verb-050",
"category": "weak-verbs",
"subcategory": "vague-verbs",
"pattern": "aids in improving",
"severity": "info",
"confidence": 0.75,
"examples": [
"The system aids in improving data processing."
],
"replacements": [
"Use active voice with specific action verb"
],
"context": "Weak verbs dilute meaning and are common in AI-generated text",
"frequency": "common",
"domains": [
"technical",
"academic"
]
}
]