Entra News Podcast

io.github.darrenjrobinson由 GitHub 帳號 darrenjrobinson 發布v0.3.0更新於 Oct 28, 2026

Search Entra.Chat podcast transcripts — Merill Fernando's Microsoft Entra podcast on YouTube

已驗證STDIO僅桌面知識與記憶媒體與設計

概覽

AI 產生的概覽

搜尋 Entra.Chat 微軟 Entra 播客的逐字稿,回傳單集、來賓資訊以及帶時間戳的 YouTube 連結。

可以做什麼
  • 以關鍵字、語意或混合模式檢索各集逐字稿,並提供帶時間戳的 YouTube 深層連結
  • 依影片 ID 或發布日期讀取整集內容,包含來賓、章節與完整逐字稿
  • 依年份、月份或來賓篩選瀏覽節目資料庫
  • 列出嘉賓名錄,並查看某位來賓的個人連結與其參與過的所有單集
  • 找出節目中提到的社群工具與開源專案,並連結到相關討論片段
適用情境
適合讓助理回答 Microsoft Entra ID、身分相關主題或社群工具在 Entra.Chat 播客中如何被討論的問題,也適合找出某個主題出現在哪一集、哪個時間點,或查詢某位來賓上過哪些節目。
執行需求
透過 npx 在本機執行,需要 Node.js 22 以上版本。首次執行時會從 GitHub Releases 下載 SQLite 逐字稿資料庫並快取在使用者主目錄,之後每週檢查更新。OPENAI_API_KEY 為選用項目,僅用於啟用語意/混合搜尋;未設定時使用關鍵字搜尋。可用 ENTRA_PODCAST_DB_PATH 指定本機資料庫檔案。
安裝前請注意
選用的 OPENAI_API_KEY 會存放在用戶端設定中,並用於對搜尋查詢產生向量,這表示查詢內容會傳送給 OpenAI 並產生少量費用。伺服器首次執行會從 GitHub Releases 下載並快取資料庫,並每週檢查更新。它只讀取播客資料,未描述寫入或刪除操作。

安裝

在 SourceWeft 中

  1. 開啟 儀表板中的 Entra News Podcast,將其新增到工作區。
  2. 為需要使用其工具的對話啟用該服務。

Desktop only,透過 STDIO。 STDIO 服務會啟動本機處理程序,因此需要 SourceWeft 桌面主機。

其他 MCP 客戶端

參照 儲存庫 中的啟動說明。

README

Entra.Chat Podcast MCP Server

[npm version] [npm downloads] [MIT License]

An MCP (Model Context Protocol) server for searching transcripts of Entra.Chat — Merill Fernando's Microsoft Entra podcast on YouTube. Ask your AI assistant about Entra ID features, community tools, and identity topics discussed on the show, and get answers with timestamped YouTube links that jump straight to the relevant moment.

Companion to entra-news-mcp (the written Entra.News newsletter archive) and microsoft-ai-roundup-mcp.

How it works

  • Zero per-user infrastructure. Install via NPX; the transcript database (SQLite) is downloaded automatically from this repo's GitHub Releases on first run and cached locally (~/.entra-news-podcast-mcp/). Updates are checked weekly.
  • Hybrid retrieval. BM25 keyword search (in-memory inverted index with Porter stemming — ideal for exact names like "PIM for Groups" or "Maester" in messy spoken-word transcripts) fused with OpenAI semantic vector search via Reciprocal Rank Fusion. No API key? Keyword search works out of the box.
  • Timestamped deep links. Every search result links to youtube.com/watch?v=...&t=... so you can hear the discussion in context.
  • Guest knowledge. Guests are extracted per episode with their profile links (LinkedIn, Twitter/X, GitHub, Bluesky) — ask "which episodes was X on?" or "who has been on the show?".
  • Fresh weekly. A GitHub Action re-ingests the playlist every week and publishes an updated database release.

Installation

Requires Node.js 22+ (uses the built-in node:sqlite — no native dependencies).

Claude Desktop

Add to claude_desktop_config.json:

json
{  "mcpServers": {    "entra-podcasts": {      "command": "npx",      "args": ["-y", "entra-news-podcast-mcp"],      "env": {        "OPENAI_API_KEY": "sk-..."      }    }  }}

The OPENAI_API_KEY is optional — it enables semantic/hybrid search (embedding the query costs a fraction of a cent). Without it, BM25 keyword search is used.

Claude Code

bash
claude mcp add entra-podcasts -- npx -y entra-news-podcast-mcp

VS Code (GitHub Copilot)

json
{  "servers": {    "entra-podcasts": {      "command": "npx",      "args": ["-y", "entra-news-podcast-mcp"]    }  }}

Cursor

json
{  "mcpServers": {    "entra-podcasts": {      "command": "npx",      "args": ["-y", "entra-news-podcast-mcp"]    }  }}

Tools

ToolDescription
search_entra_podcastsSearch all episode transcripts. Modes: hybrid (default, BM25 + semantic via RRF), semantic, keyword. Results include episode, guests, and timestamped YouTube links.
get_episodeFull episode by video_id or date — metadata, guests with profile links, chapters with timestamped links, and the complete transcript with [mm:ss] markers.
list_episodesBrowse the archive; filter by year, month, and/or guest name.
list_guestsDirectory of all podcast guests with profile links, appearance counts, and latest appearance.
get_guestOne guest by name: profile links and every episode they appeared on.
find_tool_mentionsCommunity tools discussed on the show, with timestamped links to hear the discussion.

Example prompts

  • "What did Merill and his guests say about PIM for Groups?"
  • "Which episodes has Jane Doe been on? What's her LinkedIn?"
  • "Find where Maester was discussed and give me the YouTube timestamp."
  • "List the Entra.Chat episodes from March 2026."

Data & freshness

SourceEntra.Chat playlist on YouTube (@merillx)
TranscriptsYouTube captions (uploaded captions preferred, auto-generated otherwise)
RefreshWeekly GitHub Action → new db-* release
Local cache~/.entra-news-podcast-mcp/ (%USERPROFILE%\.entra-news-podcast-mcp\ on Windows) — update check at most every 7 days; delete the folder to force a fresh download
Runtime overrideSet ENTRA_PODCAST_DB_PATH to use a local database file instead

Development

bash
npm installnpm run build
# Ingest (requires yt-dlp on PATH: pipx install yt-dlp / winget install yt-dlp)node dist/scripts/ingest.js --limit 2        # test with 2 videosnode dist/scripts/ingest.js                  # full playlist backfillnode dist/scripts/ingest.js --incremental    # only new videosnode dist/scripts/ingest.js --video <id>     # one video (re-ingests)node dist/scripts/ingest.js --reextract      # rebuild guests + tool mentions from stored                                             # data (no network) — after editing                                             # guest-overrides.json or known-tools.tsnode dist/scripts/ingest.js --embed-missing  # embed chunks that have no embedding yet                                             # (needs OPENAI_API_KEY; no YouTube access)
# Run the server against a local DBENTRA_PODCAST_DB_PATH=./entra-news-podcasts.db npx @modelcontextprotocol/inspector node dist/src/index.js

Set OPENAI_API_KEY during ingest to generate embeddings (semantic search); without it the ingest still completes and BM25 keyword search works.

Guest extraction overrides

Guests are extracted heuristically from video titles/descriptions. Episodes the heuristics miss are listed at the end of each ingest run — correct them in scripts/lib/guest-overrides.json (keyed by video_id, entries fully replace extraction for that video) and apply with node dist/scripts/ingest.js --reextract (no re-download needed).

PO token provider (yt-dlp caption downloads)

YouTube's caption/timedtext endpoint returning 429 has (at least) two distinct, unrelated causes — the ingest log's CAPTION_RATE_LIMITED error can't tell you which from the message text alone:

  1. No PO (Proof-of-Origin) token supplied for the web/web_safari clients yt-dlp uses by default — see the yt-dlp PO Token Guide.
  2. The video has multiple audio/dub tracks and resolved to the translated caption bucket rather than a native <lang>-orig transcript — see pickCaptionLanguage in scripts/lib/ytdlp.ts. Confirmed 2026-09-09: this still 429s even with a working PO token provider.

Regardless of source IP — confirmed 2026-09-09 by reproducing the identical failure from four different exit IPs (two IPRoyal residential identities in two countries, plus a clean home residential IP with no proxy at all). A proxy does not fix either cause.

CI sets up the PO token provider automatically (.github/workflows/weekly-update.yml, "Set up PO token provider" step, version-pinned — see that step's comment). For local ingest runs, set it up once:

bash
# 1. Provider (script mode — spawns per request, no persistent server needed).#    The server (git tag) and plugin (PyPI package, step 2) are separately#    versioned and must match — check the pinned version in#    .github/workflows/weekly-update.yml ($BGUTIL_VERSION) rather than#    grabbing "latest" for one and not the other.git clone --single-branch --branch 2.0.0 \  https://github.com/Brainicism/bgutil-ytdlp-pot-provider.git \  ~/bgutil-ytdlp-pot-provider   # %USERPROFILE%\bgutil-ytdlp-pot-provider on Windows — this exact path, yt-dlp looks here by defaultcd ~/bgutil-ytdlp-pot-provider/servernpm cinpx tsc
# 2. Plugin — install into the SAME Python env yt-dlp itself runs under#    (check with `python -c "import sys; print(sys.executable)"` vs `yt-dlp` on#    PATH — a mismatch here is a common trap and yt-dlp will silently not see#    the plugin). If yt-dlp was installed via pipx: `pipx inject yt-dlp bgutil-ytdlp-pot-provider==2.0.0`python3 -m pip install -U bgutil-ytdlp-pot-provider==2.0.0
# Verify a WORKING provider — not just a listed one. yt-dlp lists an entry# even when it's unusable, suffixed "(external, unavailable)"; a real one# reads "(external)" with nothing else in the parens.yt-dlp -v --skip-download --simulate "https://www.youtube.com/watch?v=jNQXAC9IVRw" 2>&1 \  | grep -E "bgutil:script-(node|deno)-[0-9.]+ \(external\)"

Manual database refresh (if YouTube blocks CI)

YouTube sometimes blocks general page/API requests from datacenter IPs (BOT_BLOCKED in the workflow log — distinct from CAPTION_RATE_LIMITED above, which is captions-specific and not IP-related). Consumers are unaffected either way — the last-good release stays latest.

Mitigations built in before falling back to a manual refresh:

  • CI installs Deno, which yt-dlp requires as a JS runtime to solve YouTube's player challenges — without it, requests are far more likely to be flagged as bot traffic.
  • The YTDLP_PROXY repository secret (set since 2026-07-21 to a residential proxy URL in http://user:pass@host:port form — note IPRoyal's dashboard shows host:port:user:pass, which must be rewritten, and geo-targeting modifiers like _country-au_city-hurstville are appended to the password, not the username) routes all yt-dlp traffic through that proxy. The same env var works for local ingest runs. This only helps with BOT_BLOCKED, not CAPTION_RATE_LIMITED.

If CI is still blocked, refresh manually from a residential IP (set up the PO token provider above first):

bash
node dist/scripts/ingest.js --incrementalgh release create "db-$(date -u +%Y.%m.%d)-9999" \  --repo darrenjrobinson/EntraNewsPodcastMCPServer \  --title "Database Update (manual)" --latest \  ./entra-news-podcasts.db

Release process (maintainer)

Code releases (v* tags) publish to npm (Trusted Publishing / OIDC, no tokens) and the MCP Registry (io.github.darrenjrobinson/entra-news-podcast) via .github/workflows/publish-mcp.yml:

  1. Bump version in package.json and both version fields in server.json (CI enforces lockstep).
  2. Commit, then git tag v0.x.y && git push origin main v0.x.y.

Database releases (db-* tags) are produced by the weekly workflow and never trigger an npm publish.

License

MIT © Darren Robinson

來源:README.md,提交 5af496d

工具

6

search_entra_podcasts

Search transcripts of the Entra.Chat podcast (Merill Fernando's Microsoft Entra podcast on YouTube) using natural language or keywords. Returns transcript excerpts with episode metadata, guest names, and timestamped YouTube deep links that start playback at the relevant moment. Hybrid mode fuses BM25 keyword search with semantic vector search via Reciprocal Rank Fusion (semantic requires OPENAI_API_KEY; keyword works with no configuration).

輸入參數modelimitquery必填

get_episode

Retrieve a specific Entra.Chat episode by YouTube video ID or publication date. Returns full metadata (guests with profile links, chapters with timestamped links) and the complete transcript with [mm:ss] time markers.

輸入參數datevideo_id

list_episodes

Browse the Entra.Chat episode archive with optional year/month/guest filtering. Returns title, date, duration, guests, and URL. Use this to discover what episodes exist before using get_episode or search_entra_podcasts.

輸入參數yearguestlimitmonthoffset

list_guests

Browse the directory of Entra.Chat podcast guests. Returns each guest with profile links (LinkedIn, Twitter/X, GitHub, Bluesky, website), how many episodes they appeared on, and their latest appearance date. Use get_guest for a full per-guest episode list.

輸入參數limitqueryoffset

get_guest

Get a specific Entra.Chat guest by name: their profile links (LinkedIn, Twitter/X, GitHub, Bluesky, website) and every episode they appeared on, enumerated with episode number, title, date, and URL. Partial names match; returning guests show all their appearances.

輸入參數name必填

find_tool_mentions

Find community tools and open-source projects discussed on Entra.Chat episodes. Returns tool names, the episodes where they were discussed, and timestamped YouTube links to hear the discussion. Optionally filter by keyword.

輸入參數limitquery

版本歷史

2
  1. v0.3.0最新Oct 26, 2026
  2. v0.2.0Sep 16, 2026

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