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)
Turn a signalling pcap into per-subscriber call flows: 5G, 4G and IMS, every failure explained
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": {
"telcoladder": {
"command": "uvx",
"args": [
"telcoladder",
"mcp"
]
}
}
}在终端中运行这条命令
claude mcp add telcoladder -- uvx telcoladder mcp粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"telcoladder": {
"command": "uvx",
"args": [
"telcoladder",
"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": {
"telcoladder": {
"type": "stdio",
"command": "uvx",
"args": [
"telcoladder",
"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7日
注册名称已通过 GitHub 账户 gollumw 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(0.4.0)于2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。你的电脑上还需要有 Python (uv)。
同一分类中有:Spec Driven Development, Remote Desktop Commander, Starreel
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.
Turn a script into a finished, downloadable short-drama episode — via MCP or REST.
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。
Deterministic 5G / 4G / IMS signalling analyzer and call-flow correlator. The correlation and root-cause layer on top of tshark: one subscriber across every interface, every failure explained from a verified cause table, and nothing generated.
For core-network SRE and R&D, RAN/core interoperability test, and third-line troubleshooting at vendors and operators. It assumes you already read signalling for a living.
pip install telcoladder
telcoladder check # verifies tshark and its dissectors telcoladder summarize failed_attach.pcapng # one page of facts, every failure cited
Two outputs from one analysis. Mermaid you can paste into a ticket:
sequenceDiagram
autonumber participant gNB participant AMF Note over gNB,AMF: SUPI 001011234567895 gNB->>AMF: #35;7 InitialUEMessage ▸ Registration request AMF->>gNB: #35;8 DownlinkNASTransport ▸ Authentication request rect rgb(255, 226, 226) gNB->>AMF: #35;9 UplinkNASTransport ▸ Authentication failure Note over AMF: Synch failure (#35;21) — 3GPP TS 24.501 §9.11.3.2 end rect rgb(255, 226, 226) AMF->>gNB: #35;10 DownlinkNASTransport ▸ Registration reject Note over gNB: Protocol error, unspecified (#35;111) — 3GPP TS 24.501 §9.11.3.2 end
That is real output from tests/fixtures/ki-mismatch, not an illustration: a UE provisioned with the wrong key, captured on a local Open5GS testbed. It is not the MAC failure you would expect — a UE whose K does not match computes an AUTS the network cannot resynchronise from, so you get #21 and then a bare #111. The cause table says so because we ran it, not because it sounded right.
And the same capture in the browser: a packet list driven by real tshark display filters, per-frame decode tree and bytes, the ladder with the initiator and the cause on every failing event, and a per-PDU-session matrix where every cell cites the frame it came from.
| Generation | Protocols | Cause explanations |
|---|---|---|
| 5G core | NGAP, NAS-5GS, HTTP/2 SBI, PFCP, GTP-U | 206 |
| 4G / EPC | S1AP, NAS-EPS, GTPv2-C (S11, S5/S8, N26), SGsAP (SGs) | 236 |
| IMS | SIP (calls, KPIs), Diameter, H.248/MEGACO | 333 |
Every cause code is resolved through a hand-verified table to the specification it comes from, what it means in plain language, and the root causes that actually produce it in the field — 775 of them, every name taken verbatim from tshark and re-checked against it by a test. Nothing is generated: a cause the table does not carry is reported as not catalogued, and a clause number is printed only where a person transcribed it. Every network function is named rather than shown as an IP, with the evidence for that name on hover.
| Today | With TelcoLadder |
|---|---|
| Copying UE IDs by hand between windows to follow one subscriber | One subscriber's whole lifetime in one flow: SUPI, 5G-S-TMSI, NGAP and S1AP UE IDs, TEIDs, Call-ID — with keys that are recycled treated as recycled |
| N2 and SBI in separate captures that never line up | N2, SBI and N4 stitched on one timeline; N4 joins through the GTP-U tunnel endpoint the UPF allocated and NGAP relayed |
| An N26 handover spread across NGAP, N26, S11 and S1AP | One segment across all four, joined through the S1-U SGW F-TEID the MME copies from Create Session Response into HandoverRequest |
| A bare cause number and a trip to the spec | 775 causes with the specification named, plain language and field root causes; clauses where a person checked them |
| RAN and core blaming each other for a dropped context | Every UE context release marked requested by the RAN or ordered by the core — a wire fact, not an opinion |
| A procedure that stalls for no visible reason | The gap named when it matches a NAS timer's default (T3560, T3460 …), and failures counted by TAC, cell, DNN and core element |
| VoLTE Gm signalling hidden inside IPsec ESP | NULL-encrypted ESP is detected and decoded, so the SIP and SDP inside join the subscriber's ladder. ESP that is really encrypted stays unreadable and is counted, not guessed |
| A B2BUA (an AS, or an SBC that keeps the charging ID) changes the Call-ID, so one call shows up as unrelated dialogs | Legs that share a charging ID (ICID) and overlap in time are one call, end to end — H.248, HSS, charging and ENUM attached only where evidence ties them to that call |
| Customer captures that must never leave the building | A command on your machine: no network listener beyond 127.0.0.1, no telemetry, no cloud, no model |
Windows without Python? Skip
pipand jump to
4. Windows, no install — the only prerequisite is Wireshark.
# 1. CLI — one page of deterministic facts, Markdown or JSON
telcoladder summarize capture.pcapng telcoladder analyze capture.pcapng -o flow.mmd # Mermaid, byte-for-byte reproducible
telcoladder serve # http://127.0.0.1:3005
claude mcp add telcoladder -- telcoladder mcp
4. Windows, no install. A standalone executable in a portable zip, built by CI from the tagged source. Nothing is installed and no registry key is written; it needs Wireshark 4.0 or newer on the machine, nothing else.
TelcoLadder-Windows-x64.zip (about 10 MB) from the Releases page.tshark.exe in Wireshark's default install location under Program Files — or wherever TELCOLADDER_TSHARK points — and checks the dissectors. telcoladder.exe summarize capture.pcapng
telcoladder.exe serve
`serve` listens on `http://127.0.0.1:3005`: open it in your browser, drop a
capture (up to 1 GB), or paste a path for anything larger.
5. Hand a capture to someone else. telcoladder anonymize in.pcap out.pcap rewrites subscriber identities, addresses, hostnames, PLMN and cell identifiers into keyed pseudonyms of the *same length* — TBCD, ASCII, JSON and HPACK-Huffman alike — recomputes every checksum, then re-reads its own output and refuses to keep it if any original value is still visible. The output walks the same pipeline to the same procedures, roles and failures; only the names differ. Same key, same pseudonyms across captures; the key is printed once and never written down. Compressed HTTP/2 bodies cannot be rewritten in place and are refused unless --blank-opaque-bodies.
Requires Python 3.11+ and tshark (Wireshark 4.0 or newer) for the pip route. Neither the macOS nor the Windows installer puts tshark on your PATH; TelcoLadder looks in the standard install directories and finds it anyway, or takes TELCOLADDER_TSHARK. The venv-by-venv Windows walkthrough is in the user guide.
Cross-interface correlation. A subscriber is a union of identity keys, each with the right scope: NGAP and S1AP UE IDs are unique only within one association, TEIDs and TMSIs are reallocated and treated as episodes, and the GTP-U tunnel endpoint is one definition shared by NGAP, PFCP, GTP-U and now S1AP. The failure mode of a wrong key is two people in one flow with a ladder that still renders, so the key shapes are tested against captures built to provoke exactly that.
775 verified causes. Names from tshark -G values, re-checked by tests on every CI platform; two Diameter number spaces kept apart; NGAP and S1AP cause groups looked up in the group the message selected. Ordered-sequence rules written by people — #21 followed by #111 is a key mismatch, not a sequence problem — are matched and reported with the frames.
Fault attribution. UEContextReleaseRequest is only ever sent by the RAN and the release Command only by the core; the ladder, the procedure list and the xDR say which one started it. The reason still comes from the cause table; there is no second verdict string.
Timer match and blast radius. An unanswered network request followed by a release or reject a timer's default later is reported as *consistent with* that timer — never as a proven timeout, because the capture shows timing and not the AMF's state. With several subscribers, failures are counted by TAC, cell, DNN and core-side element; an unknown location is a null row, not a dropped one.
Air-gapped by construction. serve binds 127.0.0.1 and checks the Host header; the MCP server is stdio only; the browser bundle ships in the package and loads nothing from the network; there is no telemetry and no model. What the tool could not read — ciphered NAS, ECIES-protected SUCIs, TLS on SBI, frames no dissector claimed — is counted and stated before any conclusion.
Each of these is a fixture in tests/fixtures/ you can run yourself.
ki-mismatch. Synch failure (#21) then a bare protocol error (#111). The sequence rule in the cause table names the real cause and says what does *not* fix it: resetting the SQN. telcoladder summarize tests/fixtures/ki-mismatch/capture.pcap5gc-context-release. The release is marked as ordered by the core, and the gap is reported as consistent with T3560's default. The second subscriber in the same file is released at the gNB's request after the radio link was lost, and is marked as such.n26-handover. Five elements on one ladder; the failure appears three times on the wire (S1AP HandoverFailure, the N26 Forward Relocation Response, the NGAP HandoverPreparationFailure) and is explained once, from the S1AP table, with the specification named and no clause invented.tshark.只显示了开头部分;其余内容请在仓库中阅读