Sourcelane

YouTube Content Gap Finder

YouTube

Operated by Sourcelane✓ verified

A YouTube-focused competitor-analysis connector that discovers content topics your channel does not cover by clustering recent videos from a target channel and multiple competitor channels, ranking those uncovered topics by a computed opportunity score based on view performance, recency, and competitor validation; for each topic it returns a descriptive topic label, a concise explanation of what videos on that topic contain, whether your channel already covers it, quantitative signals comparing competitor performance to your channel median (counts, aggregates, ratios and recency), example and top-performing videos with titles/URLs and view counts, channels covering the topic, and multiple suggested video titles to act on.

Verified Sep 28, 12:10 AM

$0.05

per channel

Up to 20 per call. Only pay for results returned; failed calls are refunded.

What people use it for

Trust & reliability

7d uptime trend
WindowUptimeSuccess ratep50p95Calls
24h————0
7d————0
30d————0

Calling contract

Call it through Sourcelane's gateway or MCP server. We run the connector, apply your agent's spend guardrails, and bill only the results returned.

Call it via Sourcelane

curl -X POST https://cool-puffin-608.convex.site/v1/call \
  -H "Authorization: Bearer sl_live_your_agent_key" \
  -H "Content-Type: application/json" \
  -d '{"listing":"youtube-content-gap-finder","params":{"competitorChannels":["@t3dotgg","@FireshipIO"]},"maxResults":10}'

Request params

FieldTypeRequiredDescription
myChannelstringoptionalThe channel to find gaps for - a @handle, channel URL or UC… channel ID. Leave empty to simply map what the competitors cover.
competitorChannelsarrayrequiredUp to 5 competitor channels, one per line, as @handles, channel URLs or UC… IDs.
maxVideosPerChannelintegeroptionalHow many recent uploads to read from each channel. More videos means a broader picture and a slightly slower run.
includeShortsbooleanoptionalAlso read each channel's Shorts tab. Useful when your competitors publish mainly short-form video.
includeCoveredTopicsbooleanoptionalReturn every topic found, not only the gaps. Handy for a full content map of your niche.
maxTopicsintegeroptionalMaximum number of topic rows to return.
modelstringoptionalLanguage model used to cluster the videos into topics.

Each result contains

FieldTypeDescription
topicstringTopic
descriptionstringDescription
whyItWorksstringWhy It Works
audienceIntentstringAudience Intent
coveredByYoubooleanCovered By You
opportunityScoreintegerOpportunity Score
competitorVideoCountintegerCompetitor Video Count
competitorTotalViewsintegerCompetitor Total Views
competitorAvgViewsintegerCompetitor Avg Views
competitorMedianViewsintegerCompetitor Median Views
viewsVsYourMediannumberViews Vs Your Median
coveringChannelsarrayCovering Channels
newestVideoDaysAgointeger—
topVideoTitlestring—
topVideoUrlstring—
topVideoViewsinteger—
exampleVideosarray—
yourVideosOnTopicarray—
suggestedTitlesarray—
yourChannelstring—
yourChannelMedianViewsinteger—
competitorChannelsarray—
modelstring—
analyzedAtstring—

Use YouTube Content Gap Finder from Claude, ChatGPT or Cursor

Pick your tool and connect in under a minute. Then just ask — for example: “Get the transcript of this video and turn it into a blog outline: <url>”

Connect Claude

Web, desktop and mobile. Paste one URL.

  1. 1Copy your personal connector URL
  2. 2In Claude open Settings → Connectors → Add custom connector
  3. 3Paste the URL and click Add — done
Manual setup (config files, REST, Python) +

Claude Code

Adds the Sourcelane MCP server with your key as a header.

terminal
claude mcp add --transport http sourcelane https://cool-puffin-608.convex.site/mcp \
  --header "Authorization: Bearer sl_live_your_agent_key"

Claude Desktop (config file)

Alternative to the connector URL: add to claude_desktop_config.json, then restart Claude.

claude_desktop_config.json
{
  "mcpServers": {
    "sourcelane": {
      "command": "npx",
      "args": [
        "-y",
        "mcp-remote",
        "https://cool-puffin-608.convex.site/mcp",
        "--header",
        "Authorization:${AUTH_HEADER}"
      ],
      "env": {
        "AUTH_HEADER": "Bearer sl_live_your_agent_key"
      }
    }
  }
}

Cursor & Windsurf

Add to ~/.cursor/mcp.json (or Windsurf's mcp_config.json).

mcp.json
{
  "mcpServers": {
    "sourcelane": {
      "url": "https://cool-puffin-608.convex.site/mcp",
      "headers": {
        "Authorization": "Bearer sl_live_your_agent_key"
      }
    }
  }
}

VS Code

Save as .vscode/mcp.json. VS Code prompts for your key once.

.vscode/mcp.json
{
  "servers": {
    "sourcelane": {
      "type": "http",
      "url": "https://cool-puffin-608.convex.site/mcp",
      "headers": {
        "Authorization": "Bearer ${input:sourcelane-key}"
      }
    }
  },
  "inputs": [
    {
      "type": "promptString",
      "id": "sourcelane-key",
      "description": "Sourcelane agent key",
      "password": true
    }
  ]
}

ChatGPT Custom GPT (Actions)

Create a GPT → Actions → Import from URL, then Authentication: API Key, Bearer.

OpenAPI schema URL
https://sourcelane-amber.vercel.app/openapi.json

REST

One POST. Pass maxResults to cap cost.

curl
curl -X POST https://cool-puffin-608.convex.site/v1/call \
  -H "Authorization: Bearer sl_live_your_agent_key" \
  -H "Content-Type: application/json" \
  -d '{"listing":"youtube-content-gap-finder","params":{"competitorChannels":["@t3dotgg","@FireshipIO"]},"maxResults":10}'

Python, LangChain, CrewAI, OpenAI Agents SDK…

Wrap the REST call as a tool, or point an MCP client at the endpoint.

python
import requests

res = requests.post(
    "https://cool-puffin-608.convex.site/v1/call",
    headers={"Authorization": "Bearer sl_live_your_agent_key"},
    json={
        "listing": "youtube-content-gap-finder",
        "params": {"competitorChannels":["@t3dotgg","@FireshipIO"]},
        "maxResults": 10,
    },
    timeout=300,
)
body = res.json()
print(body["receipt"]["chargedMicros"], "micro-USD for", body["receipt"]["results"], "results")
print(body["data"])

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