Entra News Podcast

io.github.darrenjrobinson由 GitHub 账号 darrenjrobinson 发布v0.3.0更新于 Oct 28, 2026

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

已验证STDIO仅桌面知识与记忆媒体与设计

概览

AI 生成的概览

搜索 Entra.Chat 微软 Entra 播客的文字稿,返回单集、嘉宾信息以及带时间戳的 YouTube 链接。

可以做什么
  • 以关键词、语义或混合模式检索各集文字稿,并给出带时间戳的 YouTube 深链
  • 按视频 ID 或发布日期读取整集内容,包括嘉宾、章节和完整文字稿
  • 按年份、月份或嘉宾筛选浏览播客档案
  • 列出嘉宾目录,并查看某位嘉宾的资料链接及其参加过的所有单集
  • 查找节目中提到的社区工具和开源项目,并链接到相关讨论片段
适用场景
适合让助手回答关于 Microsoft Entra ID、身份相关话题或社区工具在 Entra.Chat 播客中如何被讨论的问题,也适合定位某个话题出现在哪一集、哪个时间点,或查询某位嘉宾上过哪些节目。
运行要求
通过 npx 在本地运行,需要 Node.js 22 或更高版本。首次运行时会从 GitHub Releases 下载 SQLite 文字稿数据库并缓存到用户主目录,之后每周检查更新。OPENAI_API_KEY 为可选项,仅用于启用语义/混合搜索;不设置时使用关键词搜索。可通过 ENTRA_PODCAST_DB_PATH 指定本地数据库文件。
安装前请注意
可选的 OPENAI_API_KEY 会保存在客户端配置中,并用于对搜索查询生成向量,这意味着查询内容会发送给 OpenAI 并产生少量费用。服务器首次运行会从 GitHub Releases 下载并缓存数据库,并每周检查更新。它只读取播客数据,未描述写入或删除操作。

安装

在 SourceWeft 中

  1. 打开 控制台中的 Entra News Podcast,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

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

来源: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).

输入参数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.

输入参数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.

输入参数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.

输入参数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.

输入参数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.

输入参数limitquery

版本历史

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

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