mcpscraper-memory-sdk (Python)
Official Python clients for the unified mcpscraper.dev MCP catalog. The direct Memory manifest remains checked for runtime compatibility.
This is a thin JSON-RPC client generated against ../../contracts/memory.tools.json, the public contract for the hosted API. It contains no product source — only typed request/response plumbing.
Install
pip install mcpscraper-memory-sdk
Usage
import os
from mcpscraper_memory import MemoryClient, MemoryApiError
client = MemoryClient(api_key=os.environ["MCP_SCRAPER_API_KEY"])
try:
result = client.memory.search(query="competitor pricing pages")
for hit in result.results or []:
print(hit["source"], hit["score"])
except MemoryApiError as err:
print(f"memory call failed: {err}")
Namespaces
client.access, client.capture, client.channels, client.crm, client.facts, client.files, client.graph, client.library, client.memory, client.recall, client.research, client.artifacts, client.storage, client.tables, client.tags, client.vaults, client.video, client.webhooks — one method per tool, snake_case, typed with generated Pydantic models. Use Research for sourced knowledge and CRM for an actual relationship; counterpart operations link records without copying fields. External CRM providers remain unavailable, with no setup or write wrapper. Original Gmail attachment bytes saved to Memory are available through client.files.file_asset_save(...) and client.files.file_asset_get(...).
Use the same key with McpToolsClient for all unified scraper and Memory tools.
Use client.call_tool_result(name, args) for native MCP image, audio, or resource blocks. The existing call_tool method keeps returning the parsed structured/text value.
The unified MCP client accepts pages=2 on
client.other.harvest_paa_start(...). It keeps one page as the default, adds
page-two organic results when available, and expands PAA only on the preserved
first page. Poll the same job with harvest_paa_status; pagination remains
nullable for results saved under older contracts.
Authentication
Set MCP_SCRAPER_API_KEY once. MemoryClient, McpToolsClient, and the scraper SDK all use that
same customer credential against https://mcpscraper.dev/mcp.
Regenerating models
src/mcpscraper_memory/models/ and _generated_client.py are generated from ../../contracts/memory.tools.json. After editing the manifest, regenerate with:
python scripts/generate_models.py
See also
Repo README (multi-language examples with real sample output) · mcpscraper-memory-sdk on npm (Node) · mcpscraper-sdk on PyPI (also reaches these Memory tools via a scraper key) · mcpscraper-cli
Release changes: SDK 0.55.0 release notes.
Client attribution and full results
Clients accept client_attribution={"install_channel": ..., "ai_client": ..., "ai_model": ...} and default to calling surface sdk. Set only known caller labels; unspecified labels stay unknown. on_response receives a metadata dictionary with request_id and status per response, and errors keep their own request_id. These options also apply to McpToolsClient and MemoryClient; labels are reporting declarations, not authorization.
Generated output unions return the matching model directly, preserving attributes such as transcript_text. Use pydantic.TypeAdapter(Output) when independently validating an output union. Large outputs may have delivery, scope and recovery instead of inline data. Preserve them, then use tools.artifacts.describe, read_retained (follow next_offset to None), or download with the artifact ID. The legacy artifacts.read method remains the report reader. call_tool_result preserves native content/resource links. Download URL expiry differs from retention; renew through download without rerunning acquisition. Use the returned capability for binary files.
Artifact delivery may include optional delivery.availableExports handles. Use the
export artifact ID with artifact_download, artifact_read or artifact_describe
to generate Markdown from retained JSON without repeating acquisition. The
on-demand export example
shows the complete flow and preserves a retry key for uncertain search responses.
1 maintainer
Metadata
1 maintainer
Release files for mcpscraper-memory-sdk 0.50.0
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