Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
作者提供的说明(英文原文)
Local Go repository call graphs and structural analysis for coding agents over stdio.
这三项永远不会合并成一个分数:意见、测量和人气是不同的东西。
我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。
选择你使用的 AI 应用,然后复制设置。
你用的是哪个应用?
在上方选择你的应用。我们会记住它,下次按钮会显示“安装到 …”。
链接指向作者自己的文件;我们不托管也不重新打包它。打开文件后,Claude Desktop 会进行安装。
在终端中运行这条命令
浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
这个服务器在你的电脑上运行,而 ChatGPT 只能连接互联网上的服务器。请选择其他应用。
你的选择通过 Cookie 保存在这台设备上,无需账户。
这些设置是根据作者在注册中心的条目生成的。如果 README 的写法不同,请以 README 为准。
它在你的电脑上运行;安装后,工具列表会显示在你的 AI 应用中。
我们检查的是任何人都能看到的信息;我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月7日
注册名称已通过 GitHub 账户 ozgurcd 验证,该账户拥有此仓库
我们还没有从 GitHub 读取这个仓库
我们还没有从 GitHub 读取这个仓库
它在你的电脑上运行,没有互联网端点
在你的电脑上运行,改用本地设置
它在你的电脑上运行;我们只能读取互联网端点的工具列表
与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时,星标数才计入。
它在 1 项适用的基础检查中通过了 1 项。我们没有阅读代码。在添加密钥或令牌之前,请先看看这个服务器要求哪些权限,并使用只具备所需权限的密钥。
注册中心没有列出必需的密钥,不过有些服务器会在首次使用时要求你登录。
它在你的电脑上运行。你的 AI 应用会在需要时启动它,数据不会经过作者的服务器(除非它自己调用在线服务)。
GitHub 仓库最后更新于–,最新版本(1.7.18)于前天进入注册中心。
支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。你的电脑上还需要有 MCPB。
同一分类中有:Spec Driven Development, Remote Desktop Commander, FactLot
同一分类中其他作者的服务器,按星标数排序。
如何看卡片:★ GitHub 星标i三大支柱:评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间i
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Cited CRE facts and deterministic calculators for agents: rent, CAM, debt sizing, IRR, parcel IDs.
按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。
Symbol queries accept path/to/file.go:Name, including path/to/file.go:Receiver.Method, or an import-qualified file path when a short name is ambiguous. source prints exact selectors for ambiguous matches. Supported declaration tools and named exceptions are listed in the selector contract. Queries include struct fields; query --no-tests excludes test-file rows. Precise mutation queries recover the type of fields assigned on returned values. Routes retain constant and unresolved path registrations; precise builds resolve constants across packages, including net/http method patterns. tests --transitive --files-only prints unique file paths, matching the files in the MCP transitive report.
Graph-state output and capabilities expose freshness_context: CLI freshness checks use the querying process's Go context, including GOFLAGS; MCP uses its startup context and explicit tags. A context mismatch remains stale, even when source bytes have not changed. No environment values are printed. Precise indexes include package-level constant references in usages and query, including comparisons, switch cases, composite values, and function arguments. Typed enum-like constants retain their declaration identity; local shadows are excluded. query labels these reference sites as usage rows. AST-only graphs do not claim type-resolved constant usages. review uses the same test attribution as context. Rebuild after upgrading.
review --uncommitted includes deleted declarations from changes --git HEAD and explicitly leaves historical callers, tests and risk unevaluated. Other current-graph traversal commands retain their deletion refusal. Builds explain when an enclosing Git repository ignores the requested directory.
Uncommitted plan/review skip blank-identifier declarations such as var _ I = (*T)(nil) during symbol traversal. Review keeps their declaration evidence and names the limit; changes --git HEAD still lists them.
Session audits list invocation errors separately from operational failures and exclude them from compliance scoring. Composability measures the mix of composed and raw query commands; it does not measure answer correctness or token savings.
Give Go coding agents a compiler-aware map for safer refactors.
gograph builds a local structural graph of your Go repository, with optional type-checked CHA/SSA enrichment. Its CLI and MCP workflows help coding agents trace callers and interface implementations, plan change impact, and enforce architecture without embeddings or a hosted code index.
[Explore the interactive no-install demo](https://gograph.identuum.ai/demo/) · [Review the reproducible benchmark](docs/benchmarking.md)
See CLI/MCP query contracts for bounded result pages, snapshot-bound cursors, exact/possible impact, and change-evaluation status.
Companion projects: Scrinium provides repository-owned, evidence-backed knowledge for coding agents, while Rulefloor protects repository-local invariants by binding them to concrete tests and detecting drift. They are independent, optional tools: Scrinium can keep Gograph structural observations and Rulefloor validation results as separate evidence without treating either as proof of unrelated behavior or global project correctness.
Static analysis; no target-code execution. Default indexing parses Go source locally and does not call application services. Linked directories and linked/special files for extensions recognized by
go/buildare excluded; unrelated regular-file or dangling links with non-Go extensions are not Go tool inputs and do not block precise analysis. Graph-directed source reads remain confined to regular files beneath the analyzed repository, and linked/non-regular Go tool metadata (go.mod,go.sum,go.work,go.work.sum, andvendor/modules.txt) is rejected before toolchain invocation; an explicitly symlinked repository root remains supported. Applicablego.work usemembers may be sibling modules beneath the nearest real Git checkout; without that boundary they remain confined beneath the workspace directory. Each member directory,go.mod, and optionalgo.sumis validated beforecmd/gostarts. Gograph also reads project metadata such as.gitignore, graph/config JSON, and Git state. Indexing asks the installed Go toolchain for the effective build/module context; precise mode additionally performs package type loading, anddocrunsgo doc. Those operations follow your configured module/cache/network policy. Before repository package loading orgo doc, applicable local module/workspace source trees are preflighted for links thatcmd/gomay inspect;.gitand.gographsubtrees are excluded. Session telemetry is local under.gograph/sessions/; nothing is sent to gograph services.
# Install
brew install --cask ozgurcd/tap/gograph
gograph doctor --json
gograph build . --precise gograph stats
gograph build . --precise --strict
gograph build . --precise --memory-mode=low --max-memory=1GiB
gograph build . --precise --tags=integration
gograph build . --precise --strict --exclude-dirs=legacy,examples/broken
gograph summary gograph hotspot --top 5 gograph flow --no-tests
Homebrew and go install install the normal gograph CLI. MCP clients that support MCP Bundles can instead discover the local stdio server in the official MCP Registry as io.github.ozgurcd/gograph. Registry/MCPB installation is a separate distribution path; it does not install the Homebrew cask or configure the Claude Code marketplace plugin. The Registry is currently in preview. See Official MCP Registry and MCPB installation for client support, target selection, and current limitations.
Choose a real function or method shown by summary, hotspot, or gograph complexity, then substitute its name below:
gograph explore "YourSymbol" --compact # low-token discovery, identity/role, and complete evidence counts
gograph explore "YourSymbol" # standard source + callers/callees + tests + exact identity impact gograph explore "YourSymbol" --deep # standard response + depth-3 exact evidence, package context, explanation gograph context "YourSymbol" # source + callers + callees + tests
gograph build . --precise gograph plan "YourSymbol"
Build artifacts are written under the target .gograph/ directory. gograph adds .gograph/ to the enclosing Git repository root .gitignore when available, falls back to the build target .gitignore outside Git, and exits without replacing artifacts if no Go files are found or no source file parses successfully. The update accepts only an absent or regular .gitignore; a repository-provided link is refused and its target is not modified. Go build constraints, explicit comma-separated --tags (or inherited GOFLAGS when the flag is absent), cmd/go package-directory rules, generated sources, module-mode ignore directives, and Git ignores use the same scanner policy for building, freshness checks, and change detection. Linked .go files, linked directories, and other non-regular recognized Go inputs are reported and excluded. Unrelated regular-file and dangling links with non-Go extensions (for example YAML configuration or TSV fixtures) are ignored by Go-tool preflight; linked/non-regular go.mod, go.sum, go.work, go.work.sum, and vendor/modules.txt entries are rejected before gograph or the Go toolchain reads them. Applicable go.work use members may be sibling modules beneath the nearest real Git checkout. Non-Git layouts retain workspace-directory confinement, nested Git boundaries are not crossed, and every member directory, go.mod, and optional go.sum is validated before cmd/go starts. .gograph itself must be a real directory, and graph.json must be a regular repository-confined file. Graphs with a missing or unsupported confinement policy marker must be rebuilt with the current binary before graph-backed commands use them. Older binaries do not enforce this boundary and should not be used to analyze untrusted repositories.
Each indexed source file stores a SHA-256 content digest. Rebuilds reparse all selected files in a changed package together and reuse parser records for unchanged packages; stats reports reused_files and rebuilt_packages. Precise builds reuse that AST work but still recompute repository-wide type/CHA/SSA enrichment so cross-package dispatch remains correct.
Low-memory mode preserves those graph semantics while using more aggressive garbage collection, reclaiming memory between production and test analysis, and avoiding a full JSON copy of the AST graph. --max-memory accepts integer byte sizes such as 1GB or 1GiB and requires --memory-mode=low. It is a soft Go-runtime memory target—not a hard RSS cap—so memory-mapped files, the executable, and Go toolchain subprocesses can make process memory exceed the requested value. Aggressive GC can increase CPU time, and a target that is too low may make the build much slower or fail; Gograph never silently reduces precision to meet it.
Precise fallback continues to exit zero by default for compatibility and is recorded in graph metadata. Add --strict with --precise when fallback must fail CI; Gograph still publishes or retains the diagnostic artifact before returning non-zero.
For precise builds blocked by unrelated directories, see directory exclusions. Use the same --exclude-dirs selection on gograph mcp startup; imported dependencies must still type-check. For symlinked skills, v1.7.2 supports --exclude-dirs=.claude/skills: directory links beneath that real directory are hidden from Go loading, without following their targets. Linked Go inputs and metadata remain protected. See the Codex MCP setup guide for registration and verification.
External consumers can validate one closed structural predicate without parsing human CLI output:
gograph version --json
gograph validate --repo /work/project --binding-json '{"schema_version":"gograph.binding.v1","predicate":"symbol_exists","subject":{"language":"go","kind":"symbol","id":"example.com/project/internal/auth::Authorize"},"required_precision":"ast"}' --json
The version and result schemas are gograph.version.v1 and gograph.validation.v1; bindings use gograph.binding.v1. V1 supports only symbol_exists, package_imports, call_edge_exists, and type_implements. Validation is read-only and ne
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