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)
The Graph-Native Intelligence Layer for Code.
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。
作者没有在注册中心列出安装信息。请查看下方作者的 README。
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 Anandb71 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(1.0.0)于10个月前进入注册中心。
支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。
同一分类中有:Spec Driven Development, Remote Desktop Commander, Intervals MCP
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.
Remote MCP server for intervals.icu run data and analysis
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。
Code context for people and agents.
Find a function’s callers. Trace the path through your code.
Know what breaks before you break it.
arbor retirements finds direct OpenAI, Anthropic and Google SDK calls in Python code that use a retired or retiring model, and says what has to change.
OpenAI shuts down the dated gpt-4o and gpt-4.1 snapshots on 14 January 2027. Shutdown list
Simulated replay — the arbor commands and their output are real (tokio @ 178k LOC). Methodology: BENCHMARKS.md
v3.1.1 · A fix release. The
arbor retirementsdata was read again on 28 October 2026 and now lists the baregpt-5ando3, which OpenAI's deprecations page gives 11 December 2026.npx @anandb71/arbor-cliruns on npm 12, and Arbor no longer takes your home folder as the project because~/.arborexists. Release notes
Most AI coding tools treat code as text. Arbor builds a semantic dependency graph — functions, classes, and modules as nodes; calls, imports, and inheritance as edges — then answers execution-aware questions with deterministic precision:
| Question | Arbor answer |
|---|---|
| *If I change this symbol, what breaks?* | Blast radius with depth, confidence, and risk level |
| *Who calls this — directly and transitively?* | Caller/callee traversal on the call graph |
| *What's the shortest path between A and B?* | A* path through real dependencies |
| *Is this PR too risky to merge?* | CI gate on blast-radius thresholds |
No keyword guessing. No embedding hallucinations. One graph, every interface.
Where the graph is *unsure*, it says so — edges carry a confidence, and ambiguous resolutions are labelled rather than hidden. An honest unknown beats a confident wrong answer.
A fix release. No breaking changes; as after every upgrade, a saved graph is rebuilt once on first use.
| Fix | What was wrong |
|---|---|
| Bare `gpt-5` and `o3` | OpenAI's deprecations page started listing bare IDs next to the dated snapshots after 3.1.0 was built, so model="gpt-5" or model="o3" was not listed at all. Both are listed now (11 December 2026, to GPT-5.6), with the 13 other IDs the page added. |
| Data read again on 28 October 2026 | Every provider page behind the bundled data was read and checked again. OpenAI's deprecations page lists the five dated gpt-4o, gpt-4o-mini, gpt-4.1 and gpt-4.1-mini snapshots for 14 January 2027; for the bare aliases the report now cites OpenAI's API reference ("Deprecated. Announced shutdown date: 2027-01-14") and its models API. A call moving to claude-haiku-4-5-20251001 with temperature now gets a check line: Anthropic's API version 2026-10-21 rejects it on every model. |
| `(no change)` next to arguments that need reasoning off | For a call whose client Arbor could not resolve, temperature, tools or max_tokens went unchecked and "let the model reason" read (no change). They are checked now. When Arbor cannot read some of a call's arguments (**kwargs, extra_body) or a check line names one of them, each option says so instead of no change. |
| `npx` on npm 12 | npm 12 skips install scripts, so the binary was never downloaded. The wrapper now downloads it on first run and checks it against the release's SHA256SUMS. |
| The home folder as the project | ~/.arbor holds the global config (and, on Windows, the installed binary), so a folder under home with no nearer project marker resolved to the whole home folder, and arbor index . indexed all of it. The search now stops at the home folder. |
| Code graph: aliased imports and bare calls | After from m import f as g, a call to g() now reaches f (also for import { f as g } in TypeScript and JavaScript). In Python, JavaScript, TypeScript and Go, a bare call to a function in another file counts only when the calling file can see it (in Python, when it imports the name); other languages are unchanged. |
When the terminal report of arbor retirements lists a call to a retired or retiring model, it now ends with an offer of a paid readiness review. The link carries three values from the run: how many calls are listed, how many are already retired and the next shutdown date. Arbor sends nothing. The offer is not printed with --json, --markdown, --annotations or --quiet, or when the CI environment variable is set (GitHub Actions sets it), and the GitHub Action does not show it. Release notes
v3.1.0 ( arbor retirements and arbor usages )
Two commands for Python code that calls AI model APIs. Both run locally, with no account, API key or telemetry.
| New | What it does |
|---|---|
| `arbor retirements` | Lists the direct openai, anthropic and Google SDK calls that use a model its provider has retired or is retiring: the date, the replacement the provider lists, the arguments that change with it and the choices your repo makes first. OpenAI's deprecations page lists the dated gpt-4o, gpt-4o-mini, gpt-4.1 and gpt-4.1-mini snapshots for shutdown on 14 January 2027; OpenAI's API reference and models API give the bare aliases the same date. More below |
| GitHub Action `mode: retirements` | The same check in CI: a job summary of the affected calls it finds, and warnings on the most urgent lines. It warns by default and fails the build only when you set retirements-fail-on, or when the check cannot run. |
| `arbor usages` and `find_api_usages` | The OpenAI, Anthropic and Gemini SDK calls Arbor finds, with their file and line, client routing (direct, Azure, custom base_url, Bedrock, Vertex) and model IDs, for people and agents. A value is confirmed only inside a small supported grammar; everything else carries a typed gap. What a report confirms |
Python only for now. Release notes
v3.0.3 (Rust calls through paths and macros, per-symbol diff, --base )
A fix release. Every item below was a wrong answer, not a missing feature, and each ships with a regression test.
| Fix | What was wrong |
|---|---|
| Rust calls resolve | crate::jobs::enqueue(), Type::new(), self.helper() and calls inside assert!/format! produced no edge, so heavily used Rust functions reported no callers. Paths now resolve through the module tree, and macro arguments are read as code. |
| Per-symbol `arbor diff` | Every symbol in a touched file counted as changed, so adding a function to a busy file reported that file's whole blast radius. New symbols now carry none; only modified ones do. Tests that call the change are listed as worth running, not counted as impact. |
| `--base` and `--staged` | arbor diff, check and summary saw only uncommitted edits unless ARBOR_DIFF_BASE was set. --base origin/main compares against the merge base, which is what a pull request shows; --staged checks just what is staged. |
| Languages stay apart | A TypeScript enqueue could be reported as a caller of a Rust enqueue. Resolution stays within a language family, and callers/callees list each same-named definition separately. |
| No stale graphs | After a branch switch, answers came from the old branch's graph when no remaining file was newer than it. The graph now records the commit it was built from and refreshes when HEAD moves. |
| Inheritance edges | class Middle(Base) produced no edge, so changing a base class showed zero blast radius. extends/implements edges are emitted and inherited methods stay reachable. |
| Call cycles rank as one | A closed ring of functions filled the top of every centrality ranking. Cycles are condensed before PageRank. |
| HTTP bridge hardening | arbor bridge --http accepted cross-origin and DNS-rebinding requests. It now checks Origin/Host and requires JSON bodies. |
| Quieter bridge | The bridge re-indexed ignored build directories in a busy loop. |
Also new: arbor receipt. After each coding-agent turn it explains, in plain English, what changed and what was touched that you didn't ask for, with arbor receipt undo to put a turn back.
Cached graphs from 3.0.0 are rebuilt automatically on first use.
v3.0.0 — The Right Node (symbol resolution consults the importing file)
One fix, measured.
Symbol resolution consults the importing file. When a bare name matched definitions in several modules, resolve_ref fell through to SameDir and attached the edge to whichever definition sat in the caller's own directory — not a dropped edge, a confidently misrouted one, stamped at 0.55 confidence.
GraphBuilder already kept a per-file import map, but only apply_import_validation read it, and that scores an edge *after* one has been chosen. It never saw the references going to the wrong node. Consulting it between the same-file and same-directory checks keeps a local definition shadowing an import, while letting a written import beat mere adjacency. Resolution::ViaImport scores 0.93, above SameDir's 0.55.
A fixture of 260 modules across 10 layers, each layer defining the same 26 function names. Ground truth is derived from the generator's own edge list, so the expected answer is exact rather than estimated.
| True downstream | v2.6.0 | v3.0.0 |
|---|---|---|
| 179 | 0 | 163 |
| 178 | 0 | 161 |
| 161 | 0 | 133 |
| 143 | 22 | 133 |
| 122 | 22 | 119 |
| 36 | 22 | 61 |
| 16 | 22 | 46 |
Previously flat at about 22 regardless of the real answer. Now it tracks. Risk on the largest hub moves from LOW to CRITICAL.
Total edge count barely moves (1335 → 1334). That is the signature of misrouting rather than loss: the edges were always there, pointing at the wrong nodes.
Resolution gains a ViaImport variant — an exha只显示了开头部分;其余内容请在仓库中阅读