Sourcelane

TikTok Engagement Rate Calculator

TikTok

Operated by Sourcelane✓ verified

Calculate TikTok engagement rate, median views, posting frequency, an A+ to F grade and red flags for creators in bulk. Vet influencers before you pay them.

Read full description

A bulk TikTok influencer audit that computes real engagement and reach metrics per creator for vetting and analysis. The connector extracts public profile and recent-video data to produce per-creator audits including engagement rate measured by views and by followers, median and average views, reach-to-follower ratios, per-video interaction averages (likes, comments, shares, saves), posting cadence and recency, top and viral video identification, counts of promoted/paid partnership content, a consistency score based on view dispersion, and a relative engagement grade against follower-tier benchmarks. Technical capabilities include analyzing up to the most recent videos, skipping pinned and ad-boosted videos from average calculations, excluding very fresh videos from averages, computing engagement-by-views as average interactions divided by views, computing engagement-by-followers as average interactions divided by followers, using median views to represent typical post reach, flagging viral videos as those exceeding three times the median, scoring view consistency via the standard deviation of log10 views scaled to 0–100, and assigning letter grades by comparing engagement-to-tier benchmarks across follower tiers (nano, micro, mid, macro, mega). The audit also produces structured red-flag signals for low reach, inactivity, unusually high or low engagement, like spikes, comment-heavy activity, one-hit dependence, and small sample sizes, and can include an optional per-video breakdown with individual video metrics.

Verified Oct 25, 10:11 PM

$0.035

per creator report

Up to 28 per call. Only pay for results returned; failed calls are refunded.

What people use it for

You give it

  • TikTok usernames or profile URLsrequired

    Creators to audit, one per line.

Optional settings

Recent videos to analyzeInclude per-video breakdown

You get back

People & accounts
UsernameNicknameVerified
Numbers & stats
FollowersTotal likesPaid partnership countEngagement rate by followersAvg viewsMedian viewsAvg likesViews to followers ratio+1 more
Dates
Last posted atAnalyzed at
Links & media
Profile URLVideo countBio linkAvatar URLVideos analyzedPromoted video countTop videoViral video count
Other details
MessageFollowingBioEngagement rateAvg commentsAvg sharesAvg savesPosts per week+5 more

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://api.usesourcelane.com/v1/call \
  -H "Authorization: Bearer sl_live_your_agent_key" \
  -H "Content-Type: application/json" \
  -d '{"listing":"tiktok-engagement-rate-calculator","params":{"usernames":["khaby.lame","dylan.page","moneymoveswithlydia"]},"maxResults":10}'

Request params

FieldTypeRequiredDescription
usernamesarrayrequiredCreators to audit, one per line (up to 500 per run). Accepts usernames with or without @, or profile URLs such as https://www.tiktok.com/@name.
videosToAnalyzeintegeroptionalHow many of the creator's most recent videos to base the metrics on (3-35). Pinned videos are skipped; ad-boosted videos and videos posted in the last 24 hours are left out of the engagement averages.
includeVideosbooleanoptionalAdd a recentVideos array to each report with every video's URL, date, views, likes, comments, shares, saves and engagement rate. Same price.

Each result contains

FieldTypeDescription
usernamestringUsername
statusstringStatus
messagestring—
nicknamenull—
profileUrlstring—
verifiednull—
followersnullFollowers
followingnull—
totalLikesnull—
videoCountnull—
bionull—
bioLinknull—
avatarUrlnull—
videosAnalyzednull—
promotedVideoCountnull—
paidPartnershipCountnull—
engagementRatenullER by views (%)
engagementRateByFollowersnullER by followers (%)
avgViewsnull—
medianViewsnullMedian views
avgLikesnull—
avgCommentsnull—
avgSharesnull—
avgSavesnull—
viewsToFollowersRationullViews / followers
postsPerWeeknullPosts / week
lastPostedAtnull—
daysSinceLastPostnullDays since last post
topVideonull—
viralVideoCountnull—
consistencyScorenull—
followerTiernull—
tierBenchmarkEngagementRatenull—
engagementGradenullGrade
redFlagsnullRed flags
analyzedAtstring—

Use TikTok Engagement Rate Calculator from Claude, ChatGPT or Cursor

Pick your tool and connect in under a minute. Then just ask — for example: “What are the top 25 TikTok videos for 'protein coffee' this week, and what hooks do they use?”

Connect Claude

Web, desktop and mobile. One click, then confirm.

  1. 1Click Add to Claude — claude.ai opens with Sourcelane filled in
  2. 2Click Continue to confirm — it then works in Claude desktop and mobile too
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://api.usesourcelane.com/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://api.usesourcelane.com/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://api.usesourcelane.com/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://api.usesourcelane.com/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://usesourcelane.com/openapi.json

REST

One POST. Pass maxResults to cap cost.

curl
curl -X POST https://api.usesourcelane.com/v1/call \
  -H "Authorization: Bearer sl_live_your_agent_key" \
  -H "Content-Type: application/json" \
  -d '{"listing":"tiktok-engagement-rate-calculator","params":{"usernames":["khaby.lame","dylan.page","moneymoveswithlydia"]},"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://api.usesourcelane.com/v1/call",
    headers={"Authorization": "Bearer sl_live_your_agent_key"},
    json={
        "listing": "tiktok-engagement-rate-calculator",
        "params": {"usernames":["khaby.lame","dylan.page","moneymoveswithlydia"]},
        "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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