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PopNx MCPAI를 쓰는 사람을 위한 MCP 서버 · 쉬운 말로 설명해요

Telcoladder

제작자: gollumw버전 0.4.0i★ –i내 컴퓨터에서 실행
레지스트리 이름io.github.gollumw/telcoladder

설치

개요

제작자가 쓴 설명(영어 원문)

Turn a signalling pcap into per-subscriber call flows: 5G, 4G and IMS, every failure explained

PopNx MCP의 세 기둥

이 세 가지는 절대 하나의 점수로 합치지 않아요. 의견, 측정, 인기는 서로 다른 것이니까요.

할 수 있는 일

이 서버는 아직 쉬운 말로 된 요약을 쓰지 못했어요. 아래는 레지스트리에서 읽어 온 사실이에요.

  • 연결 방식: 내 컴퓨터에서 실행
  • 전송 방식: stdio
  • 카테고리: 기타

설치

쓰고 있는 AI 앱을 고른 다음 설정을 복사하세요.

설치하기 전에

  • 기본 점검: 1개 중 1개 통과
  • 내 컴퓨터에서 내 사용자 계정의 권한(파일, 네트워크, 앱)으로 실행돼요.
  • 레지스트리에 입력해야 할 키가 나와 있지 않아요.

필요한 것

  • PyPIPython의 uv 설치(uvx 명령어용)

어떤 앱을 쓰세요?

위에서 앱을 고르세요. 기억해 두었다가 다음부터는 버튼에 “…에 설치”라고 표시해요.

Claude Desktop → Settings → Developer → Edit Config를 열고 claude_desktop_config.json에 이 내용을 붙여 넣으세요

{
  "mcpServers": {
    "telcoladder": {
      "command": "uvx",
      "args": [
        "telcoladder",
        "mcp"
      ]
    }
  }
}

터미널에서 이 명령어를 실행하세요

claude mcp add telcoladder -- uvx telcoladder mcp

Cursor에서 열기

또는 설정을 직접 복사하기

프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요

{
  "mcpServers": {
    "telcoladder": {
      "command": "uvx",
      "args": [
        "telcoladder",
        "mcp"
      ]
    }
  }
}

브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.

VS Code에서 열기

또는 설정을 직접 복사하기

프로젝트의 .vscode/mcp.json에 붙여 넣으세요

{
  "servers": {
    "telcoladder": {
      "type": "stdio",
      "command": "uvx",
      "args": [
        "telcoladder",
        "mcp"
      ]
    }
  }
}

브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.

이 서버는 내 컴퓨터에서 실행되는데, ChatGPT는 인터넷에 있는 서버에만 연결할 수 있어요. 다른 앱을 고르세요.

선택한 앱은 이 기기의 쿠키에만 저장돼요. 계정은 필요 없어요.

이 설정은 제작자의 레지스트리 정보로 만들었어요. README와 다르면 README를 따르세요.

할 수 있는 일

내 컴퓨터에서 실행돼요. 설치하면 AI 앱에 도구 목록이 나타나요.

기본 점검i

누구나 볼 수 있는 정보를 점검했고, 코드는 읽지 않았어요. 해당하지 않는 항목은 개수에서 뺐어요. · 2026년 11월 7일 점검

  • ✓ 통과

    제작자와 저장소 일치

    레지스트리 이름이 GitHub 계정 gollumw 기준으로 확인되었고, 이 계정이 저장소를 소유하고 있어요

  • … 아직 점검 안 함

    계속 관리되고 있음

    아직 GitHub에서 이 저장소를 읽어 오지 않았어요

  • … 아직 점검 안 함

    라이선스 있음

    아직 GitHub에서 이 저장소를 읽어 오지 않았어요

  • – 해당 없음

    엔드포인트 응답

    내 컴퓨터에서 실행되는 서버라 인터넷 엔드포인트가 없어요

  • – 해당 없음

    OAuth로 로그인

    내 컴퓨터에서 실행되며, 대신 로컬 설정을 사용해요

  • … 아직 점검 안 함

    도구 설명에 숨겨진 지시 없음

    내 컴퓨터에서 실행돼요. 도구 목록은 인터넷 엔드포인트가 있는 서버에서만 읽을 수 있어요

기타 카테고리의 다른 서버와 비교i

  • 이 카테고리의 다른 서버 32558개 중 0%보다 스타가 많아요
  • 이 카테고리의 다른 서버 32558개 중 44%보다 최근에 레지스트리에 공개됐어요
  • 기본 점검 결과가 이 카테고리의 다른 서버 32558개 중 100%와 같거나 더 좋아요

레지스트리에서 이 카테고리의 활성 서버 전체와 비교했어요. 스타는 게시자가 저장소를 소유한 경우에만 세요.

자주 묻는 질문

Telcoladder, 안전한가요?

해당하는 기본 점검 1개 중 1개를 통과했어요. 코드는 읽지 않았어요. 키나 토큰을 넣기 전에 서버가 어떤 권한을 요구하는지 확인하고, 꼭 필요한 권한만 있는 키를 쓰세요.

어떤 키나 코드가 필요한가요?

레지스트리에 필수 키가 나와 있지 않아요. 다만 처음 쓸 때 로그인을 요구하는 서버도 있어요.

내 컴퓨터에서 실행되나요, 클라우드에서 실행되나요?

내 컴퓨터에서 실행돼요. AI 앱이 필요할 때 실행하고, 데이터는 제작자의 서버를 거치지 않아요(서버 자체가 온라인 서비스를 호출하는 경우는 제외).

아직 관리되고 있나요?

GitHub 저장소는 마지막으로 – 변경됐고, 최신 버전(0.4.0)은 2개월 전 레지스트리에 올라왔어요.

어떤 앱에서 쓸 수 있나요?

Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. 내 컴퓨터에 Python (uv)도 있어야 해요.

대신 쓸 수 있는 건 뭐가 있나요?

같은 카테고리에는: Spec Driven Development, Remote Desktop Commander, FactLot

대안

같은 카테고리에서 다른 제작자가 만든 서버예요. 스타 순으로 정렬했어요.

카드 보는 법:★ GitHub 스타i세 기둥: 리뷰 · 점검 · 사용 정도i업데이트 = 최신 버전을 레지스트리에 공개한 날i

Spec Driven Development

제작자: formulahendry

MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.

내 컴퓨터에서 실행★ 440MIT14개월 전 업데이트
설치

Remote Desktop Commander

제작자: desktop-commander

Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.

클라우드에서 실행★ 211어제 업데이트
설치

FactLot

제작자: 9mp96ygnbk-alt

Cited CRE facts and deterministic calculators for agents: rent, CAM, debt sizing, IRR, parcel IDs.

컴퓨터 또는 클라우드오늘 업데이트
설치

제작자의 README

README 열기

제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.

TelcoLadder

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

What you get

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.

What it reads

GenerationProtocolsCause explanations
5G coreNGAP, NAS-5GS, HTTP/2 SBI, PFCP, GTP-U206
4G / EPCS1AP, NAS-EPS, GTPv2-C (S11, S5/S8, N26), SGsAP (SGs)236
IMSSIP (calls, KPIs), Diameter, H.248/MEGACO333

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.

The pain, and what replaces it

TodayWith TelcoLadder
Copying UE IDs by hand between windows to follow one subscriberOne 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 upN2, 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 S1APOne 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 spec775 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 contextEvery 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 reasonThe 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 ESPNULL-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 dialogsLegs 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 buildingA command on your machine: no network listener beyond 127.0.0.1, no telemetry, no cloud, no model

Quickstart: five ways in

Windows without Python? Skip pip and 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

2. Browser — drop a capture, or paste a path for anything large

telcoladder serve # http://127.0.0.1:3005

3. AI agent — the same facts as MCP tools over stdio

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.

  1. Download and unzip. Get TelcoLadder-Windows-x64.zip (about 10 MB) from the Releases page.
  2. Double-click `check-environment.cmd`. It finds tshark.exe in Wireshark's default install location under Program Files — or wherever TELCOLADDER_TSHARK points — and checks the dissectors.
  3. Run it from that folder.
   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.

Five things it does that a decoder does not

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.

Three scenarios from the test captures

Each of these is a fixture in tests/fixtures/ you can run yourself.

  1. A key mismatch that does not look like one — 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.pcap
  2. A context released 6.000 s after an unanswered Authentication request — 5gc-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.
  3. A 5GS → EPS handover the target eNB refuses — 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.

What it does today

  • Reads all three generations from one `pcap` / `pcapng` via tshark.
  • Names the network functions and shows the IP when the evidence is ambiguous rather than guessing. Relays — a 5G SCP, a Diameter DRA, a SIP proxy — keep their own lane and are never credited with the services behind them.
  • Correlates one subscriber across identifiers and across protocols, with the scopes described above. On a production trace with TLS on SBI and ECIES-protected SUCIs the N2 side still forms its own per-UE flow; what could not be read is counted and reported, not silently dropped.
  • Splits a subscriber's traffic into scenarios — registration, att

앞부분만 보여 드려요. 나머지는 저장소에서 읽어 보세요

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