[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill:01M71B513C9735F67PCZXWXCWH":3,"skill-same:01M71B513C9735F67PCZXWXCWH":86},{"skillNo":4,"name":5,"nameZh":6,"description":7,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":16,"sourceHtmlUrl":17,"categories":18,"keywords":19,"publishedAt":40,"linkOnly":41,"markdownContent":42,"markdownBody":43,"frontMatter":44,"refName":47,"commitSha":48,"skillDirectory":49,"forksCount":50,"repositoryHtmlUrl":51,"repositoryHomepageUrl":6,"ownerHtmlUrl":52,"ownerBlogUrl":6,"ownerDescription":6,"updatedAt":53,"install":54,"resources":67},"01M71B513C9735F67PCZXWXCWH","fuzzing-dictionary-current",null,"Create and validate byte-correct fuzzing dictionaries for parsers, protocols and structured formats. Use when a coverage-guided fuzzer needs meaningful tokens, with native syntax checks and controlled campaign comparisons.","strmt7\u002Fai_skills_collection_benchmarked","strmt7","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F28989754?v=4","01M71929P914SWKQ7QJV24NBBY","Stratos","01M71929Q9VGKQ7PWYR95VSQQQ",1,"CC-BY-SA-4.0","https:\u002F\u002Fgithub.com\u002Fstrmt7\u002Fai_skills_collection_benchmarked\u002Fblob\u002Fmain\u002Fincluded\u002Frepaired\u002Fskills\u002Ffuzzing-dictionary-current\u002FLICENSE","https:\u002F\u002Fgithub.com\u002Fstrmt7\u002Fai_skills_collection_benchmarked\u002Fblob\u002Fmain\u002Fincluded\u002Frepaired\u002Fskills\u002Ffuzzing-dictionary-current\u002FSKILL.md",[],[20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39],"fuzzing dictionary current","fuzzing dictionary","dictionary","fuzzing","campaign","dictionaries","for","formats","with","native","tokens","use","coverage","syntax","parsers","correct","coverage-guided","protocols","create","validate","2026-11-10 10:12:30",false,"---\nname: fuzzing-dictionary-current\ndescription: Create and validate byte-correct fuzzing dictionaries for parsers, protocols and structured formats. Use when a coverage-guided fuzzer needs meaningful tokens, with native syntax checks and controlled campaign comparisons.\nlicense: CC-BY-SA-4.0\nmetadata:\n  status: experimental-unbenchmarked\n---\n\n# Fuzzing dictionaries\n\nFollow the collection's [mandatory agent tools](..\u002F..\u002F..\u002F..\u002Fdocs\u002Fagent-tools.md).\nDerive tokens from the target's independently specified input format and actual\nparser comparisons. Keep the input encoding explicit. Dictionaries guide\nmutations; they do not enforce a grammar, replace structured seeds or guarantee\ncoverage gains. Treat generated suggestions as candidates requiring validation.\n\nFor libFuzzer, use one quoted token per line, optionally with `name=` before\nthe opening quote. Blank lines and lines beginning with `#` are comments.\nEscape quotes with `\\\"`, backslashes with `\\\\`, and arbitrary bytes with\nexactly two hexadecimal digits after `\\x`. C escapes such as `\\r`, `\\n` and\n`\\0` are not supported by the qualified libFuzzer dictionary parser.\n\nFor example, the PNG signature is represented as:\n\n```text\npng_magic=\"\\x89PNG\\x0D\\x0A\\x1A\\x0A\"\n```\n\nValidate the complete file with the actual selected fuzzer and retain its\ndiagnostics before starting a campaign. The original mirror's PNG line is\nrejected by LLVM 23.1.4 because it uses `\\r` and `\\n`; the explicit byte form\nabove loads successfully. See [qualification](references\u002Fqualification.md).\nRecheck other fuzzers' accepted syntax and version-specific limits separately.\n\nDo not pipe raw `strings` output or greedy quoted-source matches directly into\na dictionary. Those operations do not escape embedded quotes, backslashes or\nbinary values, and C source literals may need decoding or concatenation first.\nExtract candidate byte sequences, deduplicate by decoded bytes, serialize with\nthe selected fuzzer's supported escapes, then validate the result. Never execute\nan extracted string. Preserve non-ASCII and NUL bytes according to the target\ncontract; base64 text is a different input unless the target expects base64.\n\nUse `-dict=path` for libFuzzer. Choose input-length and dictionary-entry bounds\nfrom the target and fuzzer implementation. Do not prescribe a universal optimal\ntoken count. Confirm AFL++ `-x`, automatic dictionaries and Rust\u002FGo harness\nintegration against their actual installed versions before using those modes;\nlibFuzzer qualification does not certify them.\n\nEvaluate usefulness with the same target build, instrumentation, seed corpus,\nresource budget and independent coverage collector, using separate output\ndirectories. Repeat paired campaigns with predeclared seeds and alternating\norder; report target coverage, valid-input reach and reproducible unique bugs,\nalongside execution counts and cost. Retain neutral and negative results.\nParsing successfully or replaying a supplied crash proves neither discovery\nrate nor a coding-agent advantage. Any agent comparison needs separate held-out\ntasks and evaluators defined independently of these instructions.\n\nAdapted from Trail of Bits under CC-BY-SA-4.0. See [attribution](NOTICE.md),\nthe complete [licence](LICENSE) and the preserved original under `provenance\u002F`.\n","# Fuzzing dictionaries\n\nFollow the collection's [mandatory agent tools](..\u002F..\u002F..\u002F..\u002Fdocs\u002Fagent-tools.md).\nDerive tokens from the target's independently specified input format and actual\nparser comparisons. Keep the input encoding explicit. Dictionaries guide\nmutations; they do not enforce a grammar, replace structured seeds or guarantee\ncoverage gains. Treat generated suggestions as candidates requiring validation.\n\nFor libFuzzer, use one quoted token per line, optionally with `name=` before\nthe opening quote. Blank lines and lines beginning with `#` are comments.\nEscape quotes with `\\\"`, backslashes with `\\\\`, and arbitrary bytes with\nexactly two hexadecimal digits after `\\x`. C escapes such as `\\r`, `\\n` and\n`\\0` are not supported by the qualified libFuzzer dictionary parser.\n\nFor example, the PNG signature is represented as:\n\n```text\npng_magic=\"\\x89PNG\\x0D\\x0A\\x1A\\x0A\"\n```\n\nValidate the complete file with the actual selected fuzzer and retain its\ndiagnostics before starting a campaign. The original mirror's PNG line is\nrejected by LLVM 23.1.4 because it uses `\\r` and `\\n`; the explicit byte form\nabove loads successfully. See [qualification](references\u002Fqualification.md).\nRecheck other fuzzers' accepted syntax and version-specific limits separately.\n\nDo not pipe raw `strings` output or greedy quoted-source matches directly into\na dictionary. Those operations do not escape embedded quotes, backslashes or\nbinary values, and C source literals may need decoding or concatenation first.\nExtract candidate byte sequences, deduplicate by decoded bytes, serialize with\nthe selected fuzzer's supported escapes, then validate the result. Never execute\nan extracted string. Preserve non-ASCII and NUL bytes according to the target\ncontract; base64 text is a different input unless the target expects base64.\n\nUse `-dict=path` for libFuzzer. Choose input-length and dictionary-entry bounds\nfrom the target and fuzzer implementation. Do not prescribe a universal optimal\ntoken count. Confirm AFL++ `-x`, automatic dictionaries and Rust\u002FGo harness\nintegration against their actual installed versions before using those modes;\nlibFuzzer qualification does not certify them.\n\nEvaluate usefulness with the same target build, instrumentation, seed corpus,\nresource budget and independent coverage collector, using separate output\ndirectories. Repeat paired campaigns with predeclared seeds and alternating\norder; report target coverage, valid-input reach and reproducible unique bugs,\nalongside execution counts and cost. Retain neutral and negative results.\nParsing successfully or replaying a supplied crash proves neither discovery\nrate nor a coding-agent advantage. Any agent comparison needs separate held-out\ntasks and evaluators defined independently of these instructions.\n\nAdapted from Trail of Bits under CC-BY-SA-4.0. See [attribution](NOTICE.md),\nthe complete [licence](LICENSE) and the preserved original under `provenance\u002F`.\n",{"name":5,"license":15,"metadata":45,"description":7},{"status":46},"experimental-unbenchmarked","main","5c95bcac4646c5aed06bd9aed5235cfc7985aafc","included\u002Frepaired\u002Fskills\u002Ffuzzing-dictionary-current",0,"https:\u002F\u002Fgithub.com\u002Fstrmt7\u002Fai_skills_collection_benchmarked","https:\u002F\u002Fgithub.com\u002Fstrmt7","2026-11-11 04:18:12",{"source":8,"skillName":5,"commands":55,"prompt":65,"zipAvailable":66},[56,59,62],{"tool":57,"command":58},"npx","npx skills add strmt7\u002Fai_skills_collection_benchmarked --skill fuzzing-dictionary-current",{"tool":60,"command":61},"bunx","bunx skills add strmt7\u002Fai_skills_collection_benchmarked --skill fuzzing-dictionary-current",{"tool":63,"command":64},"pnpm","pnpm dlx skills add strmt7\u002Fai_skills_collection_benchmarked --skill fuzzing-dictionary-current","安装技能，技能地址：https:\u002F\u002Fgithub.com\u002Fstrmt7\u002Fai_skills_collection_benchmarked\u002Fblob\u002Fmain\u002Fincluded\u002Frepaired\u002Fskills\u002Ffuzzing-dictionary-current\u002FSKILL.md",true,[68,72,78,82],{"path":69,"resourceType":69,"resourceTypeDesc":70,"sizeBytes":71,"sourceHtmlUrl":16},"LICENSE","许可证",20131,{"path":73,"resourceType":74,"resourceTypeDesc":75,"sizeBytes":76,"sourceHtmlUrl":77},"NOTICE.md","REFERENCE","参考文档",811,"https:\u002F\u002Fgithub.com\u002Fstrmt7\u002Fai_skills_collection_benchmarked\u002Fblob\u002Fmain\u002Fincluded\u002Frepaired\u002Fskills\u002Ffuzzing-dictionary-current\u002FNOTICE.md",{"path":79,"resourceType":74,"resourceTypeDesc":75,"sizeBytes":80,"sourceHtmlUrl":81},"provenance\u002Foriginal.SKILL.md",9684,"https:\u002F\u002Fgithub.com\u002Fstrmt7\u002Fai_skills_collection_benchmarked\u002Fblob\u002Fmain\u002Fincluded\u002Frepaired\u002Fskills\u002Ffuzzing-dictionary-current\u002Fprovenance\u002Foriginal.SKILL.md",{"path":83,"resourceType":74,"resourceTypeDesc":75,"sizeBytes":84,"sourceHtmlUrl":85},"references\u002Fqualification.md",1763,"https:\u002F\u002Fgithub.com\u002Fstrmt7\u002Fai_skills_collection_benchmarked\u002Fblob\u002Fmain\u002Fincluded\u002Frepaired\u002Fskills\u002Ffuzzing-dictionary-current\u002Freferences\u002Fqualification.md",[87,119,148,174,199,227],{"skillNo":88,"name":89,"nameZh":6,"description":90,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":91,"licenseFileUrl":92,"sourceHtmlUrl":93,"categories":94,"keywords":103,"publishedAt":40},"01M71D4H3T6M57DFKN8HENAWRV","webapp-testing","Toolkit for interacting with and testing local web applications using Playwright. Supports verifying frontend functionality, debugging UI behavior, capturing browser screenshots, and viewing browser logs.","Apache-2.0","https:\u002F\u002Fgithub.com\u002Fstrmt7\u002Fai_skills_collection_benchmarked\u002Fblob\u002Fmain\u002Fincluded\u002Fskills\u002Fby-category\u002Ftesting-qa-benchmarking\u002Fofficial-reference\u002Fwebapp-testing\u002FLICENSE.txt","https:\u002F\u002Fgithub.com\u002Fstrmt7\u002Fai_skills_collection_benchmarked\u002Fblob\u002Fmain\u002Fincluded\u002Fskills\u002Fby-category\u002Ftesting-qa-benchmarking\u002Fofficial-reference\u002Fwebapp-testing\u002FSKILL.md",[95,100],{"categoryNo":96,"categoryName":97,"taxonomyType":98,"taxonomyTypeDesc":99},"01JBSEEDCAT000000000000008","测试与质量","SCENARIO","使用场景",{"categoryNo":101,"categoryName":102,"taxonomyType":98,"taxonomyTypeDesc":99},"01JBSEEDCAT000000000000009","前端开发",[104,105,106,26,107,108,109,110,111,112,113,28,114,115,116,117,118],"webapp","testing","webapp testing","applications","local","frontend","debugging","toolkit","logs","browser","playwright","web","behavior","ui","screenshots",{"skillNo":120,"name":121,"nameZh":6,"description":122,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":91,"licenseFileUrl":123,"sourceHtmlUrl":124,"categories":125,"keywords":129,"publishedAt":40},"01M71D4CQR2A2TB7GASCR5ZBG3","skill-creator","Create new skills, modify and improve existing skills, and measure skill performance. Use when users want to create a skill from scratch, edit, or optimize an existing skill, run evals to test a skill, benchmark skill performance with variance analysis, or optimize a skill's description for better triggering accuracy.","https:\u002F\u002Fgithub.com\u002Fstrmt7\u002Fai_skills_collection_benchmarked\u002Fblob\u002Fmain\u002Fincluded\u002Fskills\u002Fby-category\u002Ftesting-qa-benchmarking\u002Fofficial-reference\u002Fskill-creator-anthropics\u002FLICENSE.txt","https:\u002F\u002Fgithub.com\u002Fstrmt7\u002Fai_skills_collection_benchmarked\u002Fblob\u002Fmain\u002Fincluded\u002Fskills\u002Fby-category\u002Ftesting-qa-benchmarking\u002Fofficial-reference\u002Fskill-creator-anthropics\u002FSKILL.md",[126],{"categoryNo":127,"categoryName":128,"taxonomyType":98,"taxonomyTypeDesc":99},"01JBSEEDCAT000000000000023","Skill与智能体开发",[130,131,132,133,134,135,136,137,38,138,139,140,141,142,143,144,145,146,26,147],"skill creator","creator","performance","improve","run evals","new","when","analysis","optimize","variance analysis","run","edit","benchmark","a skill","existing skill","evals","modify","accuracy",{"skillNo":149,"name":150,"nameZh":6,"description":151,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":152,"licenseFileUrl":6,"sourceHtmlUrl":153,"categories":154,"keywords":157,"publishedAt":40},"01M71D488XHEZVXXSXFYP8ENMH","playwright-skill","Complete browser automation with Playwright. Auto-detects dev servers, writes reusable test scripts, and supports screenshots, responsive checks, UX validation, login flows, link checks, and arbitrary browser automation. Use when the user wants to test a website, automate browser interactions, validate web functionality, or perform browser-based testing.","MIT","https:\u002F\u002Fgithub.com\u002Fstrmt7\u002Fai_skills_collection_benchmarked\u002Fblob\u002Fmain\u002Fincluded\u002Fskills\u002Fby-category\u002Ftesting-qa-benchmarking\u002Flatest-release-browser-automation\u002Fplaywright-skill\u002FSKILL.md",[155,156],{"categoryNo":96,"categoryName":97,"taxonomyType":98,"taxonomyTypeDesc":99},{"categoryNo":127,"categoryName":128,"taxonomyType":98,"taxonomyTypeDesc":99},[114,158,159,160,105,161,162,136,163,113,164,165,166,167,168,169,170,171,172,173],"playwright skill","browser automation","flows","auto","access","Bash","website","ux","login","scripts","read","write","node","install","network","responsive",{"skillNo":175,"name":176,"nameZh":6,"description":177,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":91,"licenseFileUrl":178,"sourceHtmlUrl":179,"categories":180,"keywords":182,"publishedAt":40},"01M71CY25GM939M6RES91QSG3T","web-artifacts-builder","Suite of tools for creating elaborate, multi-component claude.ai HTML artifacts using modern frontend web technologies (React, Tailwind CSS, shadcn\u002Fui). Use for complex artifacts requiring state management, routing, or shadcn\u002Fui components - not for simple single-file HTML\u002FJSX artifacts.","https:\u002F\u002Fgithub.com\u002Fstrmt7\u002Fai_skills_collection_benchmarked\u002Fblob\u002Fmain\u002Fincluded\u002Fskills\u002Fby-category\u002Fsearch-retrieval-web-automation\u002Fofficial-reference\u002Fweb-artifacts-builder\u002FLICENSE.txt","https:\u002F\u002Fgithub.com\u002Fstrmt7\u002Fai_skills_collection_benchmarked\u002Fblob\u002Fmain\u002Fincluded\u002Fskills\u002Fby-category\u002Fsearch-retrieval-web-automation\u002Fofficial-reference\u002Fweb-artifacts-builder\u002FSKILL.md",[181],{"categoryNo":101,"categoryName":102,"taxonomyType":98,"taxonomyTypeDesc":99},[183,184,185,115,186,187,188,26,189,190,109,191,31,192,193,194,195,196,197,198],"builder","artifacts builder","artifacts","web artifacts builder","single-file","css","Tailwind","ui components","single","file","components","react","multi","state","routing","state management",{"skillNo":200,"name":201,"nameZh":6,"description":202,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":91,"licenseFileUrl":203,"sourceHtmlUrl":204,"categories":205,"keywords":215,"publishedAt":40},"01M71CXZB60QJJ1H4S3NN94WMZ","frontend-design","Create distinctive, production-grade frontend interfaces with high design quality. Use this skill when the user asks to build web components, pages, artifacts, posters, or applications (examples include websites, landing pages, dashboards, React components, HTML\u002FCSS layouts, or when styling\u002Fbeautifying any web UI). Generates creative, polished code and UI design that avoids generic AI aesthetics.","https:\u002F\u002Fgithub.com\u002Fstrmt7\u002Fai_skills_collection_benchmarked\u002Fblob\u002Fmain\u002Fincluded\u002Fskills\u002Fby-category\u002Fsearch-retrieval-web-automation\u002Fofficial-reference\u002Ffrontend-design\u002FLICENSE.txt","https:\u002F\u002Fgithub.com\u002Fstrmt7\u002Fai_skills_collection_benchmarked\u002Fblob\u002Fmain\u002Fincluded\u002Fskills\u002Fby-category\u002Fsearch-retrieval-web-automation\u002Fofficial-reference\u002Ffrontend-design\u002FSKILL.md",[206,207,210],{"categoryNo":101,"categoryName":102,"taxonomyType":98,"taxonomyTypeDesc":99},{"categoryNo":208,"categoryName":209,"taxonomyType":98,"taxonomyTypeDesc":99},"01JBSEEDCAT000000000000015","视觉设计",{"categoryNo":211,"categoryName":212,"taxonomyType":213,"taxonomyTypeDesc":214},"01JBSEEDCAT000000000000032","设计师","PROFESSION","适用职业",[109,216,217,188,218,219,220,107,221,222,31,136,185,223,193,224,194,225,226,28],"design","frontend design","ui design","generic","aesthetics","landing","pages","code","web ui","react components","examples",{"skillNo":228,"name":229,"nameZh":6,"description":230,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":152,"licenseFileUrl":6,"sourceHtmlUrl":231,"categories":232,"keywords":233,"publishedAt":40},"01M71CVZ54WFBTVA7R16PFY1ZE","zarr-python","Chunked N-D arrays for cloud storage. Compressed arrays, parallel I\u002FO, S3\u002FGCS integration, NumPy\u002FDask\u002FXarray compatible, for large-scale scientific computing pipelines.","https:\u002F\u002Fgithub.com\u002Fstrmt7\u002Fai_skills_collection_benchmarked\u002Fblob\u002Fmain\u002Fincluded\u002Fskills\u002Fby-category\u002Fscience-research-data-analysis\u002Flatest-release-community\u002Fzarr-python\u002FSKILL.md",[],[234,235,236,237,238,239,240,241,242,26,243,244,245,246,247,248,249,250],"zarr python","python","zarr","arrays","Cloud Storage","scientific","storage","parallel","dask","numpy","gcs","s3","integration","scientific computing","cloud","scale","pipelines"]