GitHub
Connect AI assistants to GitHub - manage repos, issues, PRs, and workflows through natural language.
作者提供的说明(英文原文)
Codebase understanding with exact evidence, qualified on every read and re-aligned on change.
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。
你需要
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 …”。
打开 Claude Desktop → Settings → Developer → Edit Config,把下面的内容粘贴到 claude_desktop_config.json
{
"mcpServers": {
"span": {
"command": "uvx",
"args": [
"span-mcp"
]
}
}
}在终端中运行这条命令
claude mcp add span -- uvx span-mcp粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"span": {
"command": "uvx",
"args": [
"span-mcp"
]
}
}
}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。
粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"span": {
"type": "stdio",
"command": "uvx",
"args": [
"span-mcp"
]
}
}
}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6日
注册名称已通过 GitHub 账户 pontivus-com 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(0.9.4)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 Python (uv)。
同一分类中有:GitHub, Desktop Commander, Cloudflare 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
Connect AI assistants to GitHub - manage repos, issues, PRs, and workflows through natural language.
MCP server for terminal commands, file operations, and process management
Cloudflare MCP servers
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。
Carry useful investigations into the next coding session.
Span keeps the explanations your coding agent worked out, the evidence behind them, and what needs another look when that evidence changes.
Quick start · How it works · Docs
A coding agent traces a request across services, checks the tests, finds the contract, and explains why the boundary exists. The next session should be able to find that explanation and see whether its support still holds.
Span makes that investigation reusable. It is a local MCP server where agents record coherent explanations with exact source support, explicit gaps, and version history. Later agents can discover the explanation through an ordinary engineering question, then inspect what is current, disputed, or changed.
The coding agent does the thinking. Span keeps the record and checks its support.
Three tools — ask, record, reconsider — carry one lifecycle: find current understanding, retain a supported conclusion, and re-align after change.
One explanation can span code, tests, CSS, configuration, and contracts. The agent decides what is worth recording; a file inventory does not become a mandatory documentation campaign.
Illustrative tool sequence, not literal request JSON. The installed schemas and MCP reference own the wire grammar.
ask: "How does checkout decide whether to charge?"
→ Gap: exact evidence, a context, and an explicit question
agent investigates; record admits the source it just read
record(kind="understanding", conclusion, locator) → committed receipt, understanding version 1, support qualification
fresh session asks the same question about the same surface → Answer with current conclusions, evidence, and surface status ask(selector=UnderstandingSnapshotSelector) → recorded explanation, live support, gaps, and challenges
supporting source changes reconsider(changed_paths) → every affected surface, with containment, direct, and indirect reasons, and per-conclusion support state
agent investigates and records a correction against the expected version → version 2; version 1 remains history
A query names the surface; saved understanding is matched by that surface and the recorded question. Wording is not treated as semantic equivalence, and a returned conclusion is a starting point for judgment.
| Qualification | What the agent can conclude |
|---|---|
CURRENT | The declared support still passes its checks. Applicability and semantic correctness still need judgment. |
REASSESSMENT_REQUIRED | Source, authority, premise, or recorded membership support changed. Revisit the affected explanation. |
UNVERIFIABLE | Required support cannot be established. The limitation stays explicit. |
Gaps and challenges remain visible independently of support currency. Matching bytes do not settle a dispute, and test existence does not establish a pass. Independent verification records the observations or evidence actually tested and preserves failures as failures.
Recording is atomic and returns a receipt. The caller preserves identity before sending; retrying the same identity and content recovers the retained receipt after a lost response or process restart. A committed receipt and a present support qualification answer different questions.
The verified installation path is Linux with Python 3.12+, Node.js, and npm. From a checkout containing the current candidate:
python3 scripts/install-span.py --repo /path/to/your/repo
For a published package release, install span-mcp with your Python package manager and run span-install --repo /path/to/your/repo. See install and connect for registration, verification, and the offline store transition.
The installer provisions the managed structural indexer, runtime, skills, and host integration. With the default global OpenCode scope, it registers the Span lifecycle plugin and MCP server in the same global OpenCode configuration. Repeat installs use the receipt's absolute MCP path unless --opencode-config explicitly relocates it. Reconnect your coding agent after upgrade so it receives the new tools and instructions. Verify operational setup with:
span-install --verify-only
Setup creates no understanding. Begin with a question from your actual task; see using Span.
| Host | Current scope |
|---|---|
| Codex | Supported; three-tool delivery captured with hooks disabled. The flat-create re-capture is pending (account quota). |
| OpenCode | Supported; three-tool and flat-create delivery captured. The installer plugin puts the first ask before the first source read in 5/5 measured runs. |
| Claude Code | Supported managed host; registration/health and installer behavior are covered. Authenticated model-delivery grammar and caller identity remain UNVERIFIED. |
| Other MCP hosts | Manual stdio connection is available; model-delivery behavior needs host-specific verification. |
Registration, hook configuration, and model-delivered behavior are distinct. Optional hooks provide notices; retrieval and recording still check support when hooks are absent. See host integration.
Span runs locally over stdio and keeps state outside target repositories. Your agent uses its own model, tools, edits, and test runner. Span does not invoke a model or store provider credentials. Structural search helps investigation; recorded conclusions retain the agent's interpretation and declared support.
The intended benefit is continuity between sessions and a focused review of changed support. Recording and host delivery have costs. Measured cost is class-specific: repeated reuse of a covered surface breaks even at two uses on the tested tasks, while single-use implementation is currently more expensive than reading. This beta makes no universal time/token-saving claim or completed comparative product-fitness ACCEPT claim. See acceptance.
This checkout describes 0.9.4: three lifecycle tools (ask, record, reconsider), schema-11 storage, surface-scoped answers, explicit store transition, and live support qualification. 0.9.4 is a bug-fix release over 0.9.2: it shares the selected OpenCode configuration between MCP registration and global plugin wiring, makes verification and uninstall receipt-backed, including receipt-bound repositories during bare verification, restores Claude Code as a supported managed host, and removes superseded MCP, receipt, target-plugin, host-contract, and structural-indexer compatibility paths. --no-hooks disables lifecycle hook and plugin wiring without disabling MCP registration; current receipts fail closed and foreign host state remains untouched. The 0.9.2 release history is recorded in the changelog; its migration behavior is not a current 0.9.4 implementation promise. The current installer preserves the selected OpenCode configuration and does not perform obsolete target-plugin compatibility migration. Host delivery is captured for the three-tool surface on Codex and OpenCode; Claude registration/health and installer behavior are covered, while its authenticated model-delivery grammar and caller identity remain UNVERIFIED. The flat-create re-capture passes on OpenCode and is pending on Codex (account quota). Comparative fitness remains class-scoped (FD-53, FG-7). macOS and Windows installation paths remain unverified. Publication and product acceptance are separate from the implementation version.
Older acceptance evidence retains its historical protocol and does not certify the rebuilt API or comparative value.
See contributing. Preserve the central contract: useful understanding stays attached to its support, noncurrent or uncertain state stays explicit, and corrections preserve history. Security reports go through SECURITY.md; support expectations are in SUPPORT.md.
Official MCP Registry entry: io.github.pontivus-com/span
mcp-name: io.github.pontivus-com/span
Span is licensed under Apache License 2.0 (Apache-2.0). See LICENSE.