DepTime

io.github.cschmertz由 GitHub 账号 cschmertz 发布v0.1.8更新于 Nov 7, 2026

What changed in a Python library, in which release, and what replaces it. Answered locally.

已验证STDIO仅桌面知识与记忆开发者工具

概览

AI 生成的概览

本地 MCP 服务器,让编程助手查清某个 Python 库改了什么、在哪个版本改的、该用什么替代。

可以做什么
  • 解析报错堆栈:定位包、符号和引入破坏性变更的版本,并给出替代方案与回退版本
  • 查询某个符号在各版本间的历史,避免凭记忆使用 API
  • 按指定版本预检符号与关键字参数是否可用
  • 对比两个版本,或对比某个日期以来的全部变更,可限定为实际用到的符号
  • 列出已建立索引的包,每个答案都附带证据与置信度
适用场景
当助手在快速迭代的 Python 库上遇到 ImportError、AttributeError 或意外的关键字参数时,或在规划升级、想知道模型训练截止之后有哪些变化时使用。
运行要求
通过 uvx 以 stdio 在本地运行(需要 uv)。首次启动会从 GitHub Releases 下载预建索引,之后每天最多检查一次更新;设置 DEPTIME_OFFLINE=1 可完全断网。DEPTIME_HOME 指定索引存放位置(默认 ~/.cache/deptime)。无需账号或 API 密钥。
安装前请注意
项目处于 alpha 阶段,索引只覆盖部分快速变化的包,未覆盖时会明确说明而不猜测。默认会访问 GitHub 下载和刷新索引,如需完全离线请设置 DEPTIME_OFFLINE=1。首次启动时 uvx 安装依赖可能超时,尤其在 macOS x86_64 上需要编译 cryptography。

安装

在 SourceWeft 中

  1. 打开 控制台中的 DepTime,将其添加到工作区。
  2. 为需要使用其工具的对话启用该服务。

Desktop only,通过 STDIO。 STDIO 服务会启动本地进程,因此需要 SourceWeft 桌面宿主。

其他 MCP 客户端

参照 仓库 中的启动说明。

README

[DepTime]

An API time machine for Python libraries, built for coding agents.

When an agent hits ImportError, AttributeError or "unexpected keyword argument" in a fast-moving library, one call to DepTime says what changed, in which release, and what to use instead. Answers are computed from static diffs of every indexed release, not from docs or model memory.

Free, open source (MIT), and local: your code and errors never leave your machine.

[How DepTime works. Built nightly on GitHub: new PyPI releases are read statically and diffed release to release; packages are never imported or run. The only thing that crosses to your machine is one file, index.sqlite.xz. Answered on your machine: deptime mcp answers your agent locally, and your code and errors stay there.]

Every night, GitHub Actions reads each new release's public API with griffe, which parses the source without running it, diffs it against the previous release, and publishes the result as one file, index.sqlite.xz, on this repo's Releases. On your machine, deptime mcp checks that file's sha256 and schema before swapping it in, then answers every question locally in milliseconds. The full design is in docs/04-architecture.md, and the decisions are in docs/adr/.

text
TypeError: Client.__init__() got an unexpected keyword argument 'proxies'
json
{  "symbol": "httpx.Client.__init__(proxies)",  "issue": "param_removed",  "installed_version": "0.28.1",  "last_version_with": "0.27.2",  "first_version_without": "0.28.0",  "deprecated_in": "0.26.0",  "replacements": [    {"target": "proxy", "confidence": 0.8, "source": "deprecation_message"},    {"target": "mounts", "confidence": 0.79, "source": "deprecation_message"}  ],  "pin_to_restore": "httpx<=0.27.2",  "confidence": "high"}

That's the real explain_error answer from the published index, trimmed. The full answer also quotes the deprecation message DepTime found in httpx's own source, and adds a one-sentence explanation for your agent to pass on.

Status: alpha. The prebuilt index is rebuilt twice a day. Known gaps are tracked in BACKLOG.md.

How well it works

Each check's right answers were written down before DepTime first ran on it (bench/). Judge DepTime by the first run: the fixes since then were designed from its misses, so the later numbers are flattering.

CheckCasesFirst runNow
Right package, name and breaking release for a traceback from a GitHub issue, on the holdout of 2026-11-0735, after every fix so far88.6%88.6%
Code that still works after an upgrade, flagged as broken by check_symbols (lower is better)3,600 uses from 292 upgrades of real projects, labelled by running them3.8%3.8%
The same, by diff_versions(used_symbols=...)2,399 it answers0.3%0.3%
Code that breaks, flagged by check_symbols / diff_versions130 uses97.7% / 76.9%97.7% / 76.9%
Right package, name and breaking release for a traceback from a GitHub issue32 collected 2026-11-0568.8%96.9%
The same, on a holdout fixed in advance from TimeMachine-bench2972.4%96.6%
Error kind and package read from the traceback: scripts, pytest, chained exceptions, ExceptionGroup, IPython, Python 3.10–3.14736, holdout fixed in advance93.8%93.8%
Replacement hints at confidence ≥ 0.75 that are righthints for 50 documented migrations11 of 1142 of 45
Documented migrations that get a right hint at ≥ 0.75501142 (32 without hand-checked hints from migration guides)
Names that exist at runtime but read as absent2,428 sampled at runtime from 10 dynamic packages5.1%1.2%

Across all 237 real tracebacks in the benchmark, including the ones fixes were designed from, DepTime names the right package, name and release for 97.9%, and a right replacement is among its first three for 66.7%. CI re-scores them and both holdouts on every code change and every published index, and fails on a drop of more than 2 points (or a false-positive rate up by more than 1).

Install

Requires uv.

bash
# Claude Code. Cursor, Codex, VS Code and Claude Desktop take the same# command (uvx deptime mcp) in their MCP config.claude mcp add deptime -- uvx deptime mcp

On first launch DepTime downloads its prebuilt index (one file from this repo's GitHub Releases) in the background, then checks for a newer one at most once a day. Set DEPTIME_OFFLINE=1 to never touch the network. Each index carries a signed record of the CI run that built it; deptime index pull --verify checks it (SECURITY.md).

Claude Code users can also install the plugin in integrations/claude-code with /plugin marketplace add cschmertz/deptime, then /plugin install deptime@deptime. It adds a skill and a local hook that suggests DepTime when a Python version-change error appears in a command's output.

First launch timing out? uvx installs DepTime the first time a client starts it. On macOS with an x86_64 uv (an Intel Mac, or Intel Homebrew on Apple silicon), one dependency, cryptography, has no prebuilt wheel and is compiled, which can take longer than a client waits for a server to start. Run uvx deptime --help once beforehand.

Client compatibility

Checked 2026-11-05 with deptime 0.1.4 (details):

ClientResult
Claude Code 2.1.318✅
Codex CLI 0.166.0✅
MCP Python SDK clients 1.0–1.30 and TypeScript SDK clients 1.0–1.32 (protocols 2024-11-05 to 2025-11-25), over stdio and against deptime serve✅
Cursor, VS Code, Claude Desktopnot checked yet; they take the same uvx deptime mcp command

Tools

ToolUse it when
explain_error(traceback, installed_versions?, pip_freeze?)An import or call into a library just failed
symbol_history(package, path)Before trusting an API you remember
check_symbols(package, version, symbols[{path, kwargs}])Pre-flight check of the symbols and kwargs you're about to use
diff_versions(package, from_version | date, to_version?, used_symbols?)Upgrading, or "what changed since my training cutoff?"
coverage()What's indexed (53 fast-moving packages: AI/agent stack + libraries with known breaking changes; list)

Every answer carries evidence and a confidence level. If a package isn't covered, DepTime says so instead of guessing. The contracts are in docs/03-product-spec.md.

CLI

bash
uvx deptime explain --installed httpx==0.28.1 < traceback.txtuvx deptime history httpx Client.__init__uvx deptime check httpx 0.28.1 'httpx.Client:proxies,proxy'uvx deptime diff httpx 0.27.2 0.28.1uvx deptime diff pydantic 2024-06-01              # everything since a dateuvx deptime index status | pull

Hosting (optional)

Local mode covers coding agents. For web clients that only accept a URL, run deptime serve (MCP at /mcp, JSON at /v1/*) on any container host. The repo includes a Dockerfile and fly.toml, and the server applies anonymous rate limits. See docs/05-self-hosting.md.

Prior art and credits

  • griffe does the static analysis.
  • since-cutoff diffs your pinned dependencies against a model's training cutoff, locally and on demand. DepTime differs by shipping a prebuilt cross-version index and starting from a traceback.
  • Context7 and Ref serve version-specific docs. DepTime answers symbol-level "when and what replaced it" questions.

Contributing

The most useful contributions are wrong-answer reports, which become benchmark cases. See CONTRIBUTING.md. Development setup:

bash
uv sync && uv run pytest# build a small local index from real PyPI wheelsuv run deptime ingest httpx --versions 0.27.2 0.28.1

Docs

Product spec · Architecture · Self-hosting · Risks & spikes · Privacy & security · Changelog

License

MIT

来源:README.md,提交 03b52ce

工具

0
SourceWeft 曾在隔离沙箱中以无凭据方式启动该软件包一次,以列出其工具,但未能完成:软件包安装失败。

版本历史

5
  1. v0.1.8最新Nov 7, 2026
  2. v0.1.6Nov 6, 2026
  3. v0.1.5Nov 6, 2026
  4. v0.1.4Nov 3, 2026
  5. v0.1.3Oct 29, 2026

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