Bluesky Starter Pack & Search Scraper

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Operated by Sourcelane✓ verified

An connector that scrapes and exports structured Bluesky data for discovery and analysis: it extracts members of starter packs and lists, performs people and starter-pack keyword search, pulls posts from custom feeds and curated list feeds, and enumerates users who liked, reposted, quoted or replied to a post (including full reply trees). Outputs include profile metadata (display names, handles, profile identifiers and URLs, avatars/banners, bios, follower/following/post counts, verification and moderation labels, account creation and interaction timestamps), post content and metadata (text, URLs, creation time, language, hashtags, mentions, links, media URLs, embed/quoted-post references, engagement counts, author metadata, reply depth and parent/root relationships), and starter-pack metadata (names, descriptions, URLs, member counts, join metrics, creator metadata, bundled feed counts and timestamps). Operates across multiple modes for people, posts and starter-pack discovery and supports paginated retrieval for large lists.

Verified Sep 28, 3:55 AM

$0.002

per profile

Up to 100 per call. Only pay for results returned; failed calls are refunded.

What people use it for

Audience building — export members of niche starter packs to follow, research or outreach them
Lead generation — find journalists, researchers, founders or creators via people and starter-pack search
Influencer and community research — map membership across starter packs and lists with follower metrics
Engagement analysis — identify who liked, reposted, quoted or replied to a post and read reply threads
Feed and topic monitoring — collect posts from custom feeds or curated lists for trend and sentiment analysis

Trust & reliability

7d uptime trend

Window	Uptime	Success rate	p50	p95
24h	—	—	—	—
7d	—	—	—	—
30d	—	—	—	—

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":"bluesky-search-starter-packs-scraper","params":{"url":"https://bsky.app/starter-pack/emilyliu.me/3kvq2t2ctis2z","maxItems":5},"maxResults":10}'

Request params

Field	Type	Required	Description
`mode`	string	optional	Pick the data you want. Search modes use 'Search query'; every other mode uses 'Bluesky URL'.
`url`	string	optional	The starter pack, list, custom feed, post or profile to scrape, depending on the mode. Examples: https://bsky.app/starter-pack/emilyliu.me/3kvq2t2ctis2z, https://bsky.app/profile/emilyliu.me/lists/3kvq2sytpos2i, https://bsky.app/profile/bsky.app/feed/whats-hot, https://bsky.app/profile/kenjennings.bsky.social/post/3mvta262ufs27. at:// URIs and go.bsky.app starter pack short links also work. For 'S
`query`	string	optional	Keywords for 'People search' (matches names, handles and bios) and 'Starter pack search' (matches pack names and descriptions). Ignored by the other modes.
`maxItems`	integer	optional	Maximum rows to return in this run. Set 0 for no limit (the run stops about 60 seconds before its timeout and saves NEXT_PAGE_ID so you can continue). Capped at 100 per call.
`includeProfileStats`	boolean	optional	For people rows (starter pack members, list members, search, likers, reposters), look up follower count, following count, post count and banner. Turn off for slightly faster runs.
`pageId`	string	optional	Paste NEXT_PAGE_ID from the previous run's Key-value store to fetch the next page. Use the same mode and URL/query as that run. Not used by 'Post replies', which fetches the whole reply tree at once.

Each result contains

Field	Type	Description
`type`	string	Type
`mode`	string	—
`source`	string	—
`did`	string	—
`handle`	string	Handle
`displayName`	string	Name
`description`	string	—
`profileUrl`	string	Profile
`avatar`	string	—
`banner`	string	—
`followersCount`	integer	Followers
`followsCount`	integer	—
`postsCount`	integer	Posts
`isVerified`	boolean	Verified
`labels`	array	—
`createdAt`	string	Created
`interactedAt`	null	—

Use Bluesky Starter Pack & Search Scraper from Claude, ChatGPT or Cursor

Pick your tool and connect in under a minute. Then just ask — for example: “Find this creator's profiles on every social network and summarise their reach.”

Connect Claude

Web, desktop and mobile. Paste one URL.

1Copy your personal connector URL
2In Claude open Settings → Connectors → Add custom connector
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://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":"bluesky-search-starter-packs-scraper","params":{"url":"https://bsky.app/starter-pack/emilyliu.me/3kvq2t2ctis2z","maxItems":5},"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": "bluesky-search-starter-packs-scraper",
        "params": {"url":"https://bsky.app/starter-pack/emilyliu.me/3kvq2t2ctis2z","maxItems":5},
        "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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