20:"$Sreact.view_transition" 21:I[9754,["/_next/static/chunks/2t36f5p4pjzlb.js","/_next/static/chunks/1gyqeidjm5eoa.js","/_next/static/chunks/0_fjnxc4tt_l_.js","/_next/static/chunks/1ymt1shyhmu-4.js","/_next/static/chunks/3kv2zf0i7s2wc.js","/_next/static/chunks/1vs_3g_g75zmk.js","/_next/static/chunks/2g4dh802s8oz3.js","/_next/static/chunks/1bc3f0shukf1j.js","/_next/static/chunks/192kgs9v_t14j.js","/_next/static/chunks/0z6pw0v5c_lx5.js","/_next/static/chunks/08r60e6icmtkc.js","/_next/static/chunks/3trx6c0i7_x-3.js","/_next/static/chunks/40sro5bzp9bi_.js","/_next/static/chunks/1wgf3tk38y6cf.js"],"ProjectDetail"] 22:T3991, CS2 VibeSignatures — 用 Agent 技能对齐原始字节

CS2 VibeSignatures

把原始字节对齐成
命名的符号

一个基于 Agent 的自动化工具，用 SKILLS 与 ida-pro-mcp 生成 CS2 签名和偏移量，并自动更新 C++ 头文件。

查看仓库 ↗

OFFSET 0x10 0x0F 0x0E 0x0D

55488BEC5F

··· 原始字节 ···

···

? CBaseEntity::Spawn

FEED Agent SKILLS MATCH ida-pro-mcp EMIT 签名 · 偏移量

从内存到工件，一条流水线

把反汇编得到的字节送入匹配器，对齐到偏移标尺，落成命名的符号——整个过程无需人工干预。

喂入原始字节

用 ida-pro-mcp 分析二进制，取回反汇编的字节与偏移。

对齐匹配

通过 Agent SKILLS 让模式滑向偏移标尺，锁定命名的符号。

自动更新

签名、偏移量与 C++ 头文件随之更新，无需人工干预。

流水线吐出的产物

无需人工干预，自动生成签名、更新 C++ 头文件、产出版本化 gamedata，面向多个受支持项目。

CS2 签名

自动生成的签名与偏移量，供模组与服务器插件引用。

C++ 头文件

同步更新 HL2SDK_CS2 头文件，保持与最新偏移一致。

版本化 gamedata

面向受支持项目产出带版本的 gamedata 数据。

每一个版本都对齐、成册

发布版本 14174b 提供已分析的二进制、生成的签名与 gamedata，以及对应的 SHA-256 校验和。

为目标项目生成的版本化 gamedata，让签名在升级后仍保持可追溯。

14174b

BIN已分析二进制

SIG生成签名

GDDgamedata

SUMSHA-256

CounterStrikeSharp CS2Fixes 以及更多

可核验的来源

校验和是这套自动化可靠性的凭证——每个产物都可以回溯到它所在的版本与出处。

SHA-256

a1b2…f9

每个发布以校验和封装。

Release 14174b

tag 14174b

已核实的发布记录。

MIT

license

宽松许可，便于集成。

Python

primary_lang

以 Python 实现的工具链。

23:T3949, CS2 VibeSignatures — aligning raw bytes to named symbols

CS2 VibeSignatures

Aligning raw bytes to
named symbols

An agent-based automation tool that generates CS2 signatures and offsets with SKILLS and ida-pro-mcp, and keeps C++ headers in sync.

View repository ↗

OFFSET 0x10 0x0F 0x0E 0x0D

55488BEC5F

··· raw bytes ···

···

? CBaseEntity::Spawn

FEED Agent SKILLS MATCH ida-pro-mcp EMIT signatures · offsets

One pipeline from memory to artifact

Disassembled bytes get pushed through a matcher, snapped against the offset ruler, and resolved into named symbols — no manual step in the middle.

Feed raw bytes

Analyze the binary through ida-pro-mcp and pull back disassembled bytes and offsets.

Align a match

Agent SKILLS slide the pattern against the offset scale to lock a named symbol.

Update on its own

Signatures, offsets, and C++ headers refresh without manual intervention.

What the pipeline emits

Signatures, C++ header updates, and versioned gamedata — produced without manual intervention and shared across supported projects.

CS2 signatures

Automated signatures and offsets for mods and server plugins to reference.

C++ headers

HL2SDK_CS2 headers stay aligned with the latest offsets.

Versioned gamedata

Versioned gamedata emitted for each supported project.

Every release, aligned and bound

Release 14174b ships analyzed binaries, generated signatures and gamedata, each paired with a SHA-256 checksum.

Versioned gamedata for target projects keeps every signature traceable as the offsets move.

14174b

BINanalyzed binaries

SIGgenerated signatures

GDDgamedata

SUMSHA-256

CounterStrikeSharp CS2Fixes and beyond

Verifiable provenance

A checksum is the token of this automation's reliability — every artifact can be traced back to the release that produced it.

SHA-256

a1b2…f9

Each release is sealed with checksums.

Release 14174b

tag 14174b

A verified release record.

MIT

license

Permissive license for integration.

Python

primary_lang

A toolchain written in Python.

24:T461,Both localized pages faithfully implement the selected 'vibesignature-align-rail' brief: a graphite-ink-on-warm-paper surface with tabular monospace, a horizontal byte-pattern stream card resolving raw bytes against a left offset ruler into a named symbol, the acid sodium-green accent reserved for the resolved match and CTA, and the full section sequence (offset-ruler, pattern-matching-feed, emitted-artifacts, versioned-gamedata, provenance-integrity). Facts shown (release 14174b, SHA-256, CounterStrikeSharp/CS2Fixes targets, Python, MIT, C++ header updates, versioned gamedata, no-manual-intervention) are all grounded in material.json; the byte stream and checksum monogram are sanctioned derived visualizations. Locale pairs are equivalent and natural. No generic hero, card wall, device shell, gradient glow, or fabricated screenshot; no interactive fake controls. Two non-blocking fidelity caveats: the hero's concrete symbol name/byte bytes are un-evidenced illustrative exemplars, and the mobile rail hides the named-symbol column rather than recomposing the match top-to-bottom per the brief's mobile model.a:[["$","$20",null,{"enter":{"secondary-forward":"secondary-forward","secondary-back":"secondary-back-enter","default":"none"},"exit":{"secondary-forward":"secondary-forward","secondary-back":"secondary-back-exit","default":"none"},"update":{"secondary-forward":"secondary-forward","secondary-back":"secondary-back-update","default":"none"},"default":"none","children":["$","$L21","cmt2zh0hc00q26271kh7c7vuz:zh-CN:beautified",{"project":{"id":"cmt2zh0hc00q26271kh7c7vuz","slug":"hlnd2t-cs2-vibesignatures","name":"cs2_vibesignatures","description":"通过 Agent SKILLS 和 MCP 自动生成 CS2 签名与偏移量","authorName":"hlnd2t","authorVerification":{"verified":false,"verifiedAt":null},"category":"development_tools","subcategory":"data_ai_tools","experienceUrl":null,"qualityScore":51,"featured":false,"officialSite":null,"views":{"original":{"available":true},"official":{"available":false,"reason":"disabled_by_policy"},"beautified":{"available":true,"reason":null},"defaultView":"beautified"},"beautifiedView":{"revisionId":"cmt2zh0i100qe6271da21m0m0","kind":"artifact","artifact":{"schemaVersion":"localized-static-html-v4","kind":"static_html","locales":["zh-CN","en"],"defaultLocale":"zh-CN","documents":{"zh-CN":"$22","en":"$23"},"designDirections":{"schemaVersion":"dodot-design-directions-v1","directions":[{"id":"vibesignature-align-rail","name":"Alignment Rail — Byte-Pattern Feeder","projectMetaphor":"An alignment rail that feeds raw disassembled bytes through a matcher and emits named, versioned symbols; the page reads as a pipeline from memory to artifact.","signatureVisual":"A horizontal byte-pattern stream card: a run of hexadecimal byte cells that, when 'matched', slides horizontally to land against a vertical offset ruler, snapping the pattern to a named symbol label on the right. The tension is between raw bytes on the left and a resolved identifier on the right, split by an offset scale.","heroGeometry":"Left-aligned offset ruler column + central continuously flowing byte strips + right reserved symbol-name column, all on one baseline; the CTA sits where the pattern resolves.","sectionSequence":["offset-ruler","pattern-matching-feed","emitted-artifacts","versioned-gamedata","provenance-integrity"],"surfaceModel":"Matte data surface with hard 1px monospace rules and hairline dividers; byte cells are flat chips with tabular numerals; no texture beyond captured byte-noise.","palette":"Graphite ink on warm paper, one acid signal accent (sodium green) reserved strictly for the resolved match and CTA; offsets gray, symbols ink.","typography":"Tabular monospace for bytes/offsets/hashes; neutral grotesk for narrative; measure kept short to keep scanning speed high.","desktopComposition":"Wide rail across hero; byte stream flows left-to-right, sections pinned to the same rail axis with the offset ruler persistent as a left sticky column.","mobileTransformation":"Rail collapses to a vertical spine: offset ruler becomes a left margin strip, byte cells stack into one run per line, and the match resolves top-to-bottom instead of left-to-right.","mediaStrategy":"No local media exists; the byte-pattern stream is a derived visualization of the verified match relationship, not a product screenshot.","forbiddenPatterns":["three-metric-cards","function-card-wall","terminal-or-editor-shell"],"compositionFingerprint":"persistent offset-ruler-left | flowing-hex-byte-strips | match-snap-to-named-symbol"},{"id":"binary-cuneiform-ledger","name":"Binary Cuneiform — Disassembly Ledger","projectMetaphor":"IDA Pro's linear disassembly listing as an etched vertical ledger: each line is an address, its machine bytes, and the mnemonic that names intent; the page reads like reading a listing downward.","signatureVisual":"A towering fixed-width monospaced ledger column whose rows are 'ADDRESS · HEX · SYMBOL' triads; one column is a discrete vertical landmark marking the function currently being resolved, with a cross-reference edge linking it to a manifest.","heroGeometry":"A full-height vertical monospaced listing filling the left two-thirds while a single resolved symbol column holds the right; the hero height is the ledger's depth.","sectionSequence":["disassembly-listing","mnemonic-intent","function-resolution","emitted-artifacts","multi-project-targets"],"surfaceModel":"Etched vertical ledger with layered page-depth; alternating line rules create a reading rhythm; a single resolving marker glows through depth, not decoration.","palette":"Deep oxford ink field with bone letterforms for ASCII/mnemonics, sepia for raw bytes, one citrine accent for the actively resolving symbol marker.","typography":"Strict fixed-width monospace throughout; narrative set in a complementary mono-humanist pairing; tabular alignment on every address column.","desktopComposition":"The listing column dominates, acting as the page's spine; cross-reference edges draw the eye from listing rows to the artifact segments on the right third.","mobileTransformation":"The vertical ledger thins to a single readable row of 'address-symbol' pairs; the resolution marker compresses from a column to a left-aligned caret; depth becomes indentation.","mediaStrategy":"No local media exists; the disassembly listing is a derived layout encoding the real relationship between offset, bytes, and symbol, not a captured editor.","forbiddenPatterns":["marketing-hero-with-cta-band","three-metric-cards","feature-card-wall"],"compositionFingerprint":"full-height-monospaced-ledger | address-byte-symbol-rows | cross-reference-edge-to-manifest"},{"id":"fingerprint-stamp-ledger","name":"Fingerprint Stamp — Integrity Ledger","projectMetaphor":"A signed, checksummed release record: each generated signature is a fingerprint that is stamped with a version and bound by SHA-256; the page reads like a notarized release manifest.","signatureVisual":"A SHA-256 fingerprint rendered as a dense gridded monogram of ink cells, stamped with a rotated version badge '14174b'; repeated smaller stamps form the release ledger row.","heroGeometry":"A large fingerprint monogram centered as a seal, flanked by a stamped version and a rotating record of signature identifiers, framed as a notarized document.","sectionSequence":["release-seal","signature-fingerprints","sha256-integrity","versioned-gamedata","multi-project-targets"],"surfaceModel":"Notarial paper plane with evident stamping pressure; grid cells pressed into the surface; watermarked depth with a signed border seal rather than shadows.","palette":"Bone/paper field, ink black stamps, cyan for seal impressions, a single red-oxide accent for the active version stamp.","typography":"Serif for notarial matter and versioning; small-caps for release records; fixed-width labels for hashes and identifiers.","desktopComposition":"A two-page spread: the seal page leads and the release ledger rows describe versions right of it; the stamp angle suggests imprints, not floating cards.","mobileTransformation":"The seal shrinks to a top mark; the ledger rows rotate to portrait stamp list; the SHA-256 monogram reflows to a wrapping width-bounded strip.","mediaStrategy":"No local media exists; the SHA-256 monogram is a derived checksum motif representing the verified integrity relationship, not a real hash or screenshot.","forbiddenPatterns":["glow-or-particle-backdrop","three-metric-cards","browser-phone-terminal-shell"],"compositionFingerprint":"grid-fingerprint-seal | rotated-version-stamp | release-ledger-rows-bound-by-sha256"}],"selectedDirectionId":"vibesignature-align-rail","selectionRationale":"The align-rail direction most directly expresses the project's core mechanism: raw disassembled bytes are fed through a matcher and resolved against an offset scale to produce named symbols and versioned artifacts. Its left-offset-ruler-to-right-symbol axis is an honest visual for 'offset matched to identifier', requires no shell or grid crutch, and scales to the hero, the pipeline, and the artifacts sections. Binary-cuneiform-ledger is a credible second, close to the IDA provenance, but its fixed ledger needs more invented reading-order than our facts support; the fingerprint-stamp-ledger communicates integrity well but under-represents the feed/match mechanism that defines this project. The align-rail direction also keeps a persistent signature visual across desktop's horizontal rail and the 390px vertical spine without template language."},"designBrief":{"schemaVersion":"dodot-design-brief-v1","selectedDirectionId":"vibesignature-align-rail","projectMetaphor":"An alignment rail that feeds raw disassembled bytes through a matcher and emits named, versioned symbols; the page reads as a pipeline from memory to artifact.","signatureVisual":"A horizontal byte-pattern stream card: a run of hexadecimal byte cells that, when 'matched', slides horizontally to land against a vertical offset ruler, snapping the pattern to a named symbol label on the right. 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The byte-pattern stream and checksum monogram are derived visualizations of the verified match/integrity relationship per brief mediaStrategy and evidencePlan; 'a1b2…f9' is an explicit motif placeholder, not a claimed real hash. No invented metrics or screenshots."},"signatureVisual":{"passed":true,"evidence":"The horizontal byte-pattern stream card exists and dominates the hero: a left vertical offset ruler, a run of flat hex byte chips (55 48 8B EC 5F) plus dashed span rows, a right symbol column resolving '?' to a fixed 'CBaseEntity::Spawn', and a snap line (.draw .snap) plus FEED/MATCH/EMIT meta row. This matches the brief's 'raw bytes on the left, resolved identifier on the right, split by an offset scale'."},"mobileTransformation":{"passed":true,"evidence":"Responsive layout genuinely re-architects at 390px: media(max-width:820px) collapses hero/feed/gamedata/artifact-list/prov grids to a single column and @media(max-width:460px) reflows .stream to 'auto 1fr' keeping the offset ruler as a left margin strip while byte rows scroll on one line. This is a real vertical reflow (mobile scrollHeight 3649 vs desktop 2503), not a downscaled desktop. Caveat recorded in issues: the named-symbol column is hidden (display:none) rather than resolving the match top-to-bottom as the brief's mobile model prescribes."},"localeParity":{"passed":true,"evidence":"zh-CN and en pages carry the same five sections in the same order, structurally identical DOM, equivalent headings/captions, and mirror the two verified slogans and overview claims at natural per-language density. Mobile versions keep the same reflow. No untranslated or diverging content between locales."},"antiTemplate":{"passed":true,"evidence":"No generic marketing hero, three-metric-card row, function-card-wall, browser/terminal/editor shell, or fabricated product screenshot. The three 'artifact' cells map to the emitted-artifacts section's sanctioned deliverables (CS2 signatures / C++ headers / versioned gamedata), not a generic card wall. Background is a faint hairline byte-noise grid (repeating 1px hairlines at 0.5 opacity), not a decorative gradient/particle backdrop."},"noFakeUi":{"passed":true,"evidence":"The only control is the hero CTA linking to the real repository (https://github.com/HLND2T/CS2_VibeSignatures). FEED/MATCH/EMIT, OFFSET, box glyphs, and the snap draw are text/decorative elements (aria-hidden where decorative). QA report records fakeControlCount 0, emptyLinkCount 0, brokenImageCount 0 for both locales across desktop and mobile."}},"issues":[{"code":"unesupported_named_symbol_edge","severity":"warning","locale":"all","description":"The hero resolves the byte stream to a concrete symbol name 'CBaseEntity::Spawn' with byte pattern 55 48 8B EC 5F and offsets 0x10..0x0D. material.json contains no such signature; these are illustrative exemplars required by the align-rail metaphor (brief mediaStrategy sanctions the byte stream as a derived visualization, not a screenshot).","repairInstruction":"Optional: keep as clearly illustrative sample, or render the named-symbol slot with a generic/placeholder token (e.g. 'resolved symbol') to avoid implying a specific verified CS2 signature."},{"code":"mobile_symbol_recomposition","severity":"warning","locale":"all","description":"At 390px the .sym-col (named-symbol column) is hidden with display:none, so the signature visual does not recompose the match as a top-to-bottom resolution along a vertical spine, which the brief's mobileTransformation prescribes (offset left strip retained, but the symbol resolution is dropped rather than resolved on the spine).","repairInstruction":"Optional: on <=460px place the resolved symbol label under the byte run on the vertical spine instead of hiding it, so the match visibly resolves 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把原始字节对齐成命名的符号

从内存到工件，一条流水线

喂入原始字节

对齐匹配

自动更新

流水线吐出的产物

CS2 签名

C++ 头文件

版本化 gamedata

每一个版本都对齐、成册

可核验的来源

SHA-256

Release 14174b

MIT

Python

Aligning raw bytes tonamed symbols

One pipeline from memory to artifact

Feed raw bytes

Align a match

Update on its own

What the pipeline emits

CS2 signatures

C++ headers

Versioned gamedata

Every release, aligned and bound

Verifiable provenance

SHA-256

Release 14174b

MIT

Python

把原始字节对齐成
命名的符号

Aligning raw bytes to
named symbols