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youtube-research-mcp

youtube-research-mcp

by lee-s-dev

YouTube Research MCP

Tests PyPI

πŸ‡ΊπŸ‡Έ English

μœ νŠœλΈŒμ— μžˆλŠ” λͺ¨λ“  정보λ₯Ό β€” μžλ§‰, λŒ“κΈ€, 채널 β€” AI λ¦¬μ„œμΉ˜ μ†ŒμŠ€λ‘œ.

AIμ—κ²Œ μš”μ²­λ§Œ ν•˜λ©΄ β€” μžλ§‰ μˆ˜μ§‘, λŒ“κΈ€ μ—¬λ‘  뢄석, μ—¬λŸ¬ μ˜μƒ λΉ„κ΅κΉŒμ§€ μ „λΆ€ AIκ°€ 직접 μ²˜λ¦¬ν•©λ‹ˆλ‹€. API ν‚€ 없이도 μžλ§‰Β·μ±„λ„ 뢄석을 μ¦‰μ‹œ μ‚¬μš©ν•  수 μžˆμŠ΅λ‹ˆλ‹€.


Related MCP server: mcp-server-youtube

μ–΄λ””μ„œ μ“Έ 수 μžˆλ‚˜μš”?

MCP(Model Context Protocol)λ₯Ό μ§€μ›ν•˜λŠ” AI ν΄λΌμ΄μ–ΈνŠΈλΌλ©΄ μ–΄λ””μ„œλ“  μ‚¬μš©ν•  수 μžˆμŠ΅λ‹ˆλ‹€.

ν΄λΌμ΄μ–ΈνŠΈ

지원 μ—¬λΆ€

Claude Desktop

βœ…

Cursor

βœ…

Windsurf

βœ…

Cline

βœ…

MCP 지원 ν΄λΌμ΄μ–ΈνŠΈ 전체

βœ…


이런 게 λ©λ‹ˆλ‹€

AI μ±„νŒ…μ°½μ— κ·Έλƒ₯ λ§ν•˜λ“―μ΄ μž…λ ₯ν•˜λ©΄ λ©λ‹ˆλ‹€.

API ν‚€ 없이 λ°”λ‘œ

이 μ˜μƒ ν•΅μ‹¬λ§Œ μš”μ•½ν•΄μ€˜: https://www.youtube.com/watch?v=tTw1z10yMCI
@fireship 채널 졜근 μ˜μƒ 5개 λΆ„μ„ν•΄μ„œ μš”μ¦˜ μ–΄λ–€ 기술 주제 λ‹€λ£¨λŠ”μ§€ μ•Œλ €μ€˜
이 3개 μ˜μƒ λΉ„κ΅ν•΄μ„œ 각자 μ–΄λ–€ μ£Όμž₯ ν•˜λŠ”μ§€, 곡톡점·차이점 μ •λ¦¬ν•΄μ€˜:
https://www.youtube.com/watch?v=aaa
https://www.youtube.com/watch?v=bbb
https://www.youtube.com/watch?v=ccc

API ν‚€ 있으면 λŒ“κΈ€ μ—¬λ‘ κΉŒμ§€

였늘 ν•œκ΅­ 주식 닀룬 μœ νŠœλ²„ μ˜μƒ 3개 λŒ“κΈ€κΉŒμ§€ μ‘°μ‚¬ν•΄μ„œ μ‹œμž₯ μ΄μŠˆλž‘ λΆ„μœ„κΈ° μ²΄ν¬ν•΄μ€˜
이 슀마트폰 리뷰 μ˜μƒ β€” 크리에이터 ν‰κ°€λž‘ μ‹€μ œ λŒ“κΈ€ λ°˜μ‘μ΄ μ–Όλ§ˆλ‚˜ λ‹€λ₯Έμ§€ λΉ„κ΅ν•΄μ€˜
"AI μ—μ΄μ „νŠΈ" μ˜μƒ 4개 κ²€μƒ‰ν•΄μ„œ 각자 μ–΄λ–€ μ£Όμž₯인지 λΉ„κ΅ν•˜κ³ , λŒ“κΈ€ λ°˜μ‘λ„ μ •λ¦¬ν•΄μ€˜

μ‹€μ œλ‘œ μ–΄λ–»κ²Œ 닡이 λ‚˜μ˜€λ‚˜μš”?

πŸ‘€ μž…λ ₯:

"이 슀마트폰 리뷰 μ˜μƒ 핡심 μž₯단점 μ •λ¦¬ν•˜κ³ , λŒ“κΈ€μ—μ„œ κ°€μž₯ 많이 λ°˜λ³΅λ˜λŠ” 뢈만 3κ°€μ§€ μ•Œλ €μ€˜."

πŸ€– AI 응닡:

"μ˜μƒμ—μ„œ μ œμž‘μžλŠ” 카메라 μ„±λŠ₯κ³Ό 배터리λ₯Ό μ£Όμš” μž₯점으둜 κΌ½μ•˜μŠ΅λ‹ˆλ‹€. κ·ΈλŸ¬λ‚˜ μˆ˜μ§‘λœ λŒ“κΈ€ 뢄석 κ²°κ³Ό μ‹€μ œ μ‚¬μš©μžλ“€μ΄ κ°€μž₯ 많이 μ–ΈκΈ‰ν•œ λΆˆλ§Œμ€ β‘  λ°œμ—΄ 문제, β‘‘ νŠΉμ • μ•±μ—μ„œμ˜ ν”„λ ˆμž„ λ“œλž, β‘’ μΆ©μ „ μ†λ„μ˜€μŠ΅λ‹ˆλ‹€. μ˜μƒμ˜ 긍정적 평가와 μ‹€μ œ μ‚¬μš©μž κ²½ν—˜ 사이에 μ˜¨λ„μ°¨κ°€ μžˆμŠ΅λ‹ˆλ‹€."


κΈ°λŠ₯ μš”μ•½

κΈ°λŠ₯

API ν‚€ 없이

API ν‚€ μžˆμ„ λ•Œ

μ˜μƒ μžλ§‰ μˆ˜μ§‘

βœ…

βœ…

μ˜μƒ 메타데이터 쑰회

βœ… (yt-dlp 경유)

βœ…

채널 μ΅œμ‹  μ˜μƒ 뢄석

βœ… (yt-dlp 경유)

βœ…

ν‚€μ›Œλ“œ 검색

❌

βœ…

λŒ“κΈ€ μˆ˜μ§‘ 및 μ—¬λ‘  뢄석

❌

βœ…

API μ‚¬μš©λŸ‰ 쑰회

❌

βœ…

λŒ“κΈ€Β·κ²€μƒ‰ κΈ°λŠ₯은 YouTube Data API ν‚€κ°€ ν•„μš”ν•©λ‹ˆλ‹€. λ°œκΈ‰μ€ 무료, ν•˜λ£¨ 10,000 μœ λ‹› 제곡.


μ„€μΉ˜

μΆ”μ²œ β€” uvx둜 μ„€μΉ˜ 없이 λ°”λ‘œ μ‚¬μš©

uv만 μ„€μΉ˜ν•˜λ©΄ 별도 ν™˜κ²½ μ„ΈνŒ… 없이 λ°”λ‘œ μ—°κ²°λ©λ‹ˆλ‹€.

# uv μ„€μΉ˜ (아직 μ—†λ‹€λ©΄)
curl -LsSf https://astral.sh/uv/install.sh | sh   # macOS / Linux
# λ˜λŠ”: winget install astral-sh.uv               # Windows

λŒ€μ•ˆ β€” pip으둜 μ„€μΉ˜

pip install youtube-research-mcp

MCP ν΄λΌμ΄μ–ΈνŠΈ μ—°κ²°

Claude Desktop

~/Library/Application Support/Claude/claude_desktop_config.json νŒŒμΌμ— μΆ”κ°€ν•©λ‹ˆλ‹€.

파일이 μ—†μœΌλ©΄ μƒˆλ‘œ λ§Œλ“œμ„Έμš”. Claude Desktop을 λ¨Όμ € ν•œ 번 μ‹€ν–‰ν•΄μ•Ό 폴더가 μƒκΉλ‹ˆλ‹€.

API ν‚€ 없이 (μžλ§‰ + 채널 뢄석)

{
  "mcpServers": {
    "youtube-research": {
      "command": "uvx",
      "args": ["youtube-research-mcp"]
    }
  }
}

API ν‚€ μžˆμ„ λ•Œ (전체 κΈ°λŠ₯)

{
  "mcpServers": {
    "youtube-research": {
      "command": "uvx",
      "args": ["youtube-research-mcp"],
      "env": {
        "YOUTUBE_API_KEY": "AIzaSy..."
      }
    }
  }
}

Cursor / Windsurf / 기타 MCP ν΄λΌμ΄μ–ΈνŠΈ

각 ν΄λΌμ΄μ–ΈνŠΈμ˜ MCP μ„€μ • νŒŒμΌμ— λ™μΌν•œ λ°©μ‹μœΌλ‘œ μΆ”κ°€ν•˜λ©΄ λ©λ‹ˆλ‹€. command와 argsλŠ” λ™μΌν•©λ‹ˆλ‹€.

μ„€μ • μ €μž₯ ν›„ ν΄λΌμ΄μ–ΈνŠΈλ₯Ό μ™„μ „νžˆ μ’…λ£Œν•˜κ³  μž¬μ‹œμž‘ν•˜λ©΄ μ μš©λ©λ‹ˆλ‹€.

pip으둜 μ„€μΉ˜ν–ˆλ‹€λ©΄ "command": "youtube-research-mcp", "args": []둜 μ„€μ •ν•˜μ„Έμš”.


YouTube API ν‚€ λ°œκΈ‰ (선택 사항)

κ²€μƒ‰Β·λŒ“κΈ€ κΈ°λŠ₯에 ν•„μš”ν•©λ‹ˆλ‹€. 무료이며 ν•˜λ£¨ 10,000 μœ λ‹› β€” 일반 μ‚¬μš©μœΌλ‘œλŠ” μ†Œμ§„λ˜μ§€ μ•ŠμŠ΅λ‹ˆλ‹€.

  1. Google Cloud Console 접속

  2. μƒˆ ν”„λ‘œμ νŠΈ 생성

  3. APIs & Services β†’ Library β†’ YouTube Data API v3 검색 β†’ Enable

  4. APIs & Services β†’ Credentials β†’ + Create Credentials β†’ API key

  5. μƒμ„±λœ ν‚€ 볡사

λ³΄μ•ˆ μ„€μ • ꢌμž₯: Edit API key β†’ API restrictions β†’ YouTube Data API v3만 ν—ˆμš©


μ„€μΉ˜ν•΄λ„ μ•ˆμ „ν•œκ°€μš”?

ν•œ 쀄 μš”μ•½: λ„€, μ•ˆμ „ν•©λ‹ˆλ‹€.

이 μ„œλ²„κ°€ ν•˜λŠ” 일

βœ…

YouTubeμ—μ„œ μžλ§‰κ³Ό 메타데이터λ₯Ό κ°€μ Έμ˜΅λ‹ˆλ‹€

βœ…

결과물을 λ‚΄ μ»΄ν“¨ν„°μ˜ 둜컬 SQLite νŒŒμΌμ— μΊμ‹œν•©λ‹ˆλ‹€

βœ…

API ν‚€λ₯Ό μ œκ³΅ν•œ κ²½μš°μ—λ§Œ YouTube Data API v3λ₯Ό ν˜ΈμΆœν•©λ‹ˆλ‹€

❌

μˆ˜μ§‘ν•œ 데이터λ₯Ό μ™ΈλΆ€ μ„œλ²„λ‘œ μ „μ†‘ν•˜μ§€ μ•ŠμŠ΅λ‹ˆλ‹€

❌

LLMΒ·AI APIλ₯Ό ν˜ΈμΆœν•˜μ§€ μ•ŠμŠ΅λ‹ˆλ‹€

❌

μΊμ‹œ 디렉토리 μ™Έμ˜ 둜컬 νŒŒμΌμ— μ ‘κ·Όν•˜μ§€ μ•ŠμŠ΅λ‹ˆλ‹€

❌

μ…Έ λͺ…λ Ήμ–΄ μ‹€ν–‰μ΄λ‚˜ μ‹œμŠ€ν…œ 접근을 ν•˜μ§€ μ•ŠμŠ΅λ‹ˆλ‹€

μžλ§‰κ³Ό λŒ“κΈ€μ—λŠ” safety_notice ν•„λ“œκ°€ ν¬ν•¨λ˜μ–΄ ν”„λ‘¬ν”„νŠΈ μΈμ μ…˜μ„ λ°©μ§€ν•©λ‹ˆλ‹€. 전체 μ†ŒμŠ€ μ½”λ“œλŠ” GitHub에 κ³΅κ°œλ˜μ–΄ μžˆμŠ΅λ‹ˆλ‹€.


섀계 원칙

  • LLM 호좜 μ—†μŒ β€” 데이터 μˆ˜μ§‘λ§Œ λ‹΄λ‹Ήν•©λ‹ˆλ‹€. λΆ„μ„Β·μš”μ•½Β·νŒλ‹¨μ€ AI μ–΄μ‹œμŠ€ν„΄νŠΈκ°€ ν•©λ‹ˆλ‹€.

  • ν”„λ‘¬ν”„νŠΈ μΈμ μ…˜ λ°©μ–΄ β€” μžλ§‰κ³Ό λŒ“κΈ€μ— safety_noticeλ₯Ό 포함해 μ™ΈλΆ€ μ½˜ν…μΈ μž„μ„ λͺ…μ‹œν•©λ‹ˆλ‹€.

  • API μš”κΈˆ 폭탄 μ—†μŒ β€” μžλ§‰Β·λŒ“κΈ€Β·κ²€μƒ‰ κ²°κ³Όλ₯Ό SQLite에 μΊμ‹œν•΄ 쀑볡 ν˜ΈμΆœμ„ μ°¨λ‹¨ν•©λ‹ˆλ‹€.

  • ν‚€ 없어도 핡심 κΈ°λŠ₯ μ‚¬μš© β€” μžλ§‰ μˆ˜μ§‘κ³Ό 채널 뢄석은 yt-dlp둜 API ν‚€ 없이 λ™μž‘ν•©λ‹ˆλ‹€.


도ꡬ λͺ©λ‘

API ν‚€ 없이 μ‚¬μš© κ°€λŠ₯

get_transcript β€” μ˜μƒ μžλ§‰ κ°€μ Έμ˜€κΈ°

이 μ˜μƒ 핡심 λ‚΄μš©λ§Œ μš”μ•½ν•΄μ€˜:
https://www.youtube.com/watch?v=tTw1z10yMCI

νŒŒλΌλ―Έν„°

μ„€λͺ…

κΈ°λ³Έκ°’

url_or_video_id

YouTube URL λ˜λŠ” video ID

ν•„μˆ˜

languages

μžλ§‰ μ–Έμ–΄ μš°μ„ μˆœμœ„ (예: ["ko", "en"])

μžλ™ 선택


analyze_videos β€” μ—¬λŸ¬ μ˜μƒ ν•œ λ²ˆμ— 뢄석

URL λͺ©λ‘μ„ μ£Όλ©΄ μžλ§‰Β·λ©”νƒ€λ°μ΄ν„°λ₯Ό 병렬 μˆ˜μ§‘ν•©λ‹ˆλ‹€. API ν‚€κ°€ 있으면 λŒ“κΈ€λ„ ν•¨κ»˜ μˆ˜μ§‘ν•©λ‹ˆλ‹€.

이 3개 μ˜μƒ λΆ„μ„ν•΄μ„œ 각자 μ–΄λ–€ μ£Όμž₯인지, 곡톡점과 차이점 μ •λ¦¬ν•΄μ€˜:
https://www.youtube.com/watch?v=aaa
https://www.youtube.com/watch?v=bbb
https://www.youtube.com/watch?v=ccc

νŒŒλΌλ―Έν„°

μ„€λͺ…

κΈ°λ³Έκ°’

urls_or_video_ids

URL λ˜λŠ” video ID λͺ©λ‘

ν•„μˆ˜

languages

μžλ§‰ μ–Έμ–΄ μš°μ„ μˆœμœ„

μžλ™ 선택

include_comments

λŒ“κΈ€ 포함 μ—¬λΆ€ (⚠️ API ν‚€ ν•„μš”)

true

max_comments_per_video

μ˜μƒλ‹Ή μ΅œλŒ€ λŒ“κΈ€ 수

25

max_transcript_chars

μžλ§‰ μ΅œλŒ€ κΈ€μž 수 (0 = μ œν•œ μ—†μŒ)

8000


analyze_channel β€” 채널 뢄석

채널 ν•Έλ“€(@채널λͺ…) λ˜λŠ” 채널 ID둜 μ΅œμ‹  μ˜μƒ N개λ₯Ό μˆ˜μ§‘Β·λΆ„μ„ν•©λ‹ˆλ‹€.

@ycombinator 채널 졜근 μ˜μƒ 5개 보고 μ–΄λ–€ μŠ€νƒ€νŠΈμ—… νŠΈλ Œλ“œ λ‹€λ£¨λŠ”μ§€ λΆ„μ„ν•΄μ€˜

νŒŒλΌλ―Έν„°

μ„€λͺ…

κΈ°λ³Έκ°’

channel_id_or_handle

채널 ν•Έλ“€ λ˜λŠ” ID

ν•„μˆ˜

max_videos

μˆ˜μ§‘ν•  μ˜μƒ 수 (μ΅œλŒ€ 8)

5

min_duration_seconds

μ΅œμ†Œ μ˜μƒ 길이 (초)

120

max_duration_seconds

μ΅œλŒ€ μ˜μƒ 길이 (초)

7200

include_comments

λŒ“κΈ€ 포함 μ—¬λΆ€ (⚠️ API ν‚€ ν•„μš”)

true


get_capabilities β€” ν˜„μž¬ μ‚¬μš© κ°€λŠ₯ν•œ κΈ°λŠ₯ 확인

μ§€κΈˆ μ–΄λ–€ κΈ°λŠ₯을 μ“Έ 수 μžˆμ–΄?

API ν‚€ ν•„μš”

search_videos β€” ν‚€μ›Œλ“œλ‘œ μ˜μƒ 검색

"AI agent" κ΄€λ ¨ μ΅œμ‹  μ˜μƒ 5개 κ²€μƒ‰ν•΄μ€˜

νŒŒλΌλ―Έν„°

μ„€λͺ…

κΈ°λ³Έκ°’

query

검색어

ν•„μˆ˜

max_results

μ΅œλŒ€ κ²°κ³Ό 수

5

published_after

이후 λ‚ μ§œ (YYYY-MM-DD)

μ—†μŒ

published_before

이전 λ‚ μ§œ (YYYY-MM-DD)

μ—†μŒ

exclude_shorts

μ‡ΌμΈ  μ œμ™Έ μ—¬λΆ€

false


get_video_comments β€” λŒ“κΈ€ μˆ˜μ§‘

νŒŒλΌλ―Έν„°

μ„€λͺ…

κΈ°λ³Έκ°’

url_or_video_id

YouTube URL λ˜λŠ” video ID

ν•„μˆ˜

max_comments

μ΅œλŒ€ λŒ“κΈ€ 수

50

order

μ •λ ¬ 방식 (relevance / time)

relevance

include_replies

λŒ€λŒ“κΈ€ 포함 μ—¬λΆ€

false


collect_video_discussion β€” μžλ§‰ + λŒ“κΈ€ ν•œ λ²ˆμ—

크리에이터 μ£Όμž₯κ³Ό μ‹œμ²­μž λ°˜μ‘μ„ ν•œ λ²ˆμ— 비ꡐ할 λ•Œ μœ μš©ν•©λ‹ˆλ‹€.

이 μ˜μƒ λ‚΄μš©μ΄λž‘ λŒ“κΈ€ λ°˜μ‘ 같이 λΆ„μ„ν•΄μ€˜:
https://www.youtube.com/watch?v=tTw1z10yMCI

collect_research_sources β€” 검색 β†’ μžλ§‰ 묢음 μˆ˜μ§‘

"러슀트 vs κ³  비ꡐ" μ˜μƒ 5개 κ²€μƒ‰ν•΄μ„œ 각 μ˜μƒμ΄ μ–΄λ–€ κ²°λ‘  λ‚΄λ¦¬λŠ”μ§€ μ •λ¦¬ν•΄μ€˜

νŒŒλΌλ―Έν„°

μ„€λͺ…

κΈ°λ³Έκ°’

query

검색어

ν•„μˆ˜

max_videos

μˆ˜μ§‘ν•  μ˜μƒ 수 (μ΅œλŒ€ 8)

5

min_duration_seconds

μ΅œμ†Œ μ˜μƒ 길이 (초)

120

exclude_shorts

μ‡ΌμΈ  μ œμ™Έ μ—¬λΆ€

true

min_view_count

μ΅œμ†Œ 쑰회수

0


collect_research_discussions β€” 검색 β†’ μžλ§‰ + λŒ“κΈ€ 묢음 μˆ˜μ§‘

κ°€μž₯ κ°•λ ₯ν•œ λ¦¬μ„œμΉ˜ 도ꡬ. κ²€μƒ‰Β·μžλ§‰Β·λŒ“κΈ€μ„ ν•œ λ²ˆμ— 병렬 μˆ˜μ§‘ν•©λ‹ˆλ‹€.

"LLM νŒŒμΈνŠœλ‹" μ˜μƒ 3개 κ²€μƒ‰ν•΄μ„œ
크리에이터듀이 κ³΅ν†΅μœΌλ‘œ κ°•μ‘°ν•˜λŠ” 것, μ„œλ‘œ λ‹€λ₯Έ 의견, λŒ“κΈ€μ—μ„œ λ°˜λ³΅λ˜λŠ” 질문 μ •λ¦¬ν•΄μ€˜

get_quota_usage β€” API μ‚¬μš©λŸ‰ 쑰회

였늘 μ‚¬μš©ν•œ YouTube API 쿼터와 남은 양을 ν™•μΈν•©λ‹ˆλ‹€.


μΊμ‹œ λ™μž‘ 방식

같은 μ˜μƒμ„ μ—¬λŸ¬ 번 뢄석해도 μΆ”κ°€ API μΏΌν„°κ°€ μ†ŒλΉ„λ˜μ§€ μ•ŠμŠ΅λ‹ˆλ‹€.

데이터

μΊμ‹œ 유효 κΈ°κ°„

μžλ§‰

30일

λŒ“κΈ€

6μ‹œκ°„

검색 κ²°κ³Ό

2μ‹œκ°„

μ˜μƒ 메타데이터

영ꡬ

μΊμ‹œ μœ„μΉ˜ (OS μžλ™ 선택, YOUTUBE_RESEARCH_CACHE_DB ν™˜κ²½ λ³€μˆ˜λ‘œ λ³€κ²½ κ°€λŠ₯):

  • macOS: ~/Library/Application Support/youtube-research-mcp/cache.db

  • Windows: %APPDATA%\youtube-research-mcp\cache.db

  • Linux: ~/.local/share/youtube-research-mcp/cache.db


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MIT

Available Tools

10 tools
analyze_channelC

Collect transcripts and comments from a specific YouTube channel's recent videos.

Inputs: channel_id_or_handle (required), max_videos, max_comments_per_video, languages, +12 more. Returns: object

analyze_videosC

Collect transcripts, metadata, and optional comments for specific videos.

Inputs: urls_or_video_ids (required), languages, max_comments_per_video, comment_order, +7 more. Returns: object

collect_research_discussionsC

Search YouTube and collect transcript plus comments for each usable video.

Inputs: query (required), max_videos, max_comments_per_video, min_duration_seconds, +15 more. Returns: object

collect_research_sourcesC

Search YouTube and collect transcript-ready sources for analysis.

Inputs: query (required), max_videos, min_duration_seconds, max_duration_seconds, +10 more. Returns: object

collect_video_discussionC

Collect one video's transcript plus comments for discussion analysis.

Inputs: url_or_video_id (required), languages, max_comments, comment_order, +6 more. Returns: object

get_capabilitiesA

Return which tools are available based on current configuration.

Inputs: no named parameters. Returns: object

get_quota_usageA

Return today's YouTube Data API quota usage and remaining estimate.

Inputs: no named parameters. Returns: object

get_transcriptC

Fetch a YouTube transcript by URL or video ID.

Inputs: url_or_video_id (required), languages, preserve_formatting, force_refresh. Returns: object

get_video_commentsC

Fetch top-level YouTube comments for one video.

Inputs: url_or_video_id (required), max_comments, order, include_replies, +3 more. Returns: result

search_videosC

Search YouTube videos and return structured metadata.

Inputs: query (required), max_results, published_after, published_before, +3 more. Returns: result

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

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    TDQS

    C2.9/5.0

    Scored across 10 tools

    Disambiguation3/5

    Several tools have overlapping purposes, such as analyze_channel, analyze_videos, collect_research_discussions, collect_research_sources, and collect_video_discussion, all dealing with transcripts and comments. This could confuse an agent about which tool to use.

    Naming Consistency3/5

    Tool names use a mix of verbs (analyze, collect, get, search) and the verb_noun pattern is not consistently applied. For example, 'analyze_channel' and 'analyze_videos' are similar but 'get_capabilities' and 'search_videos' follow a different pattern.

    Tool Count4/5

    With 10 tools, the server covers a reasonable scope for YouTube research without being overly complex. The count is appropriate for the domain.

    Completeness4/5

    The tool set covers the core workflow of searching, fetching transcripts and comments, and analyzing channels. Minor gaps exist, such as missing direct channel metadata retrieval or playlist support, but overall it is fairly complete.

    Maintenance

    ActivityInactive
    ResponsivenessNo recent community issues

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