Skip to main content
Glama

🤿 Social Dive

CI PyPI version License: MIT

Social Dive is an AI-agent internet-access capability layer for 20+ knowledge sources. It acts as an installer, doctor, config tool, and execution layer that connects AI Agents (Claude Code, Cursor, Windsurf, etc.) with platforms like arXiv, GitHub, YouTube, Wikipedia, PubMed, Semantic Scholar, Hacker News, Stack Overflow, DEV.to, RSS feeds, Crossref DOIs, OpenAlex, Europe PMC, and the broader web.

📖 Want to know how it works under the hood? Read the Project Architecture Summary.

Built with a hybrid Python and Rust architecture, Social Dive features high-performance HTML-to-Markdown parsing and concurrent HTTP fetching without locking the Python GIL.

Features

  • Multi-Source Read & Search: 16+ internet sources natively supported without complex scraping tools.

  • LLM Integration: Seamless integration with NVIDIA NIM (DeepSeek, GLM, MiniMax), OpenAI, and Anthropic.

  • MCP Server Included: Exposes capabilities to any MCP-compatible AI agent.

  • Zero-Config Options: Works out-of-the-box for most sources (no API keys required).

  • High Performance: Rust core for HTML parsing and concurrent fetching.

Related MCP server: Eyes-MCP

Installation

pip install social-dive

(Optional) Install with specific LLM provider support:

pip install "social-dive[anthropic]"

Quick Start

Check system health and available channels:

social-dive doctor

Read content from any supported URL (returns clean Markdown). Pass several URLs to fetch them concurrently:

social-dive read https://arxiv.org/abs/2401.12345
social-dive read https://arxiv.org/abs/2401.12345 https://github.com/psf/requests

Summarize a web page using an LLM:

social-dive summarize https://en.wikipedia.org/wiki/Artificial_intelligence

Search across academic or code sources. The JSON output includes a skipped map explaining why any channel returned nothing (e.g. rate_limited), so you can tell "found nothing" from "couldn't search":

social-dive search "Transformer architecture" --channels=arxiv,semantic_scholar --format=json

Install optional per-channel dependencies and register the agent skill (--dry-run previews, --safe only prints instructions):

social-dive install --dry-run
social-dive skill --install

Configuration

Configure your LLM provider and API keys securely:

# Set LLM provider (nvidia, openai, or anthropic)
social-dive configure llm_provider nvidia

# Set your API keys
social-dive configure nvidia_api_key "nvapi-..."
social-dive configure github_token "ghp_..."

# OpenAlex retired its free "polite pool" in Feb 2026 — a key is now
# recommended (without one the channel still works but is rate-limited).
social-dive configure openalex_api_key "..."

# View current configuration
social-dive configure --list

Configuration is stored securely in ~/.social-dive/config.yaml with strict file permissions (0600).

You can force a specific backend per channel with a <channel>_backend key (e.g. web_backend, doi_resolver_backend).

Responsible web access

The web channel prefers a site's /llms.txt summary when present and respects Cloudflare's Content-Signal ai-input opt-out in robots.txt, declining to fetch content a site has marked off-limits to AI (override with web_ignore_ai_signals true if you have permission).

Model Context Protocol (MCP)

Social Dive includes a built-in MCP server so your AI agent can call its tools directly. Start the server using:

python -m social_dive.integrations.mcp_server

MCP Tools Available:

  • read_url: Read and extract content from any URL.

  • read_many: Read multiple URLs concurrently, returning a JSON array.

  • search: Search across academic, code, and web sources. (Renamed from search_sources in 0.2.0; the old name remains as a deprecated alias for one release — update your MCP client config.)

  • check_health: Report channel availability.

  • summarize_url: Summarize content using the configured LLM.

  • list_channels: List all available knowledge channels.

All tools are annotated readOnlyHint / openWorldHint so MCP hosts (Claude Code, Cursor, …) can auto-approve and parallelize them.

Supported Channels

Channel

Description

Tier

arxiv

Academic preprints

Zero Config

github

Repositories, issues, PRs

Needs Key

youtube

Video transcripts

Zero Config

wikipedia

Encyclopedia articles

Zero Config

semantic_scholar

Academic papers

Needs Key (optional)

pubmed

Biomedical literature

Needs Key

hacker_news

Tech news + discussions

Zero Config

stack_overflow

Programming Q&A

Needs Key (optional)

devto

Developer articles

Zero Config

crossref

DOI metadata

Zero Config

openalex

Scholarly works

Needs Key

europe_pmc

Open-access papers

Needs Key

rss

RSS/Atom feeds

Zero Config

doi_resolver

DOI → full text

Zero Config

web

Catch-all web reader

Zero Config

v2ex

Chinese dev forum

Zero Config

exa_search

Neural web search

Needs Key

Social / login-gated channels (opt-in)

These read login-gated platforms by routing to an external backend — OpenCLI (reuses your already-logged-in Chrome session) or platform CLIs + cookies. There is no zero-config path for any of them.

Channel

Access

Search

twitter

twitter-cli / OpenCLI

reddit

OpenCLI / rdt-cli

facebook instagram linkedin

OpenCLI

bilibili

bili-cli / OpenCLI

xiaohongshu

OpenCLI / xhs-cli

xueqiu xiaoyuzhou

OpenCLI

Setup: run social-dive doctor to see which backend is live per platform, then social-dive configure --from-browser chrome to import cookies for cookie-based platforms.

⚠️ ToS / ban risk. Automated access violates these platforms' terms and can get accounts banned (LinkedIn and the Chinese platforms are especially aggressive). Use throwaway accounts, keep volume low. These channels never access anything on their own — they only run when you invoke read/search, and report a structured "needs setup" result until a backend is configured.

License

This project is licensed under the MIT License. See LICENSE for details.

A
license - permissive license
-
quality - not tested
C
maintenance

Maintenance

Maintainers
Response time
Release cycle
Releases (12mo)
Commit activity

Resources

Unclaimed servers have limited discoverability.

Looking for Admin?

If you are the server author, to access and configure the admin panel.

Latest Blog Posts

MCP directory API

We provide all the information about MCP servers via our MCP API.

curl -X GET 'https://glama.ai/api/mcp/v1/servers/krishddd/social_dive'

If you have feedback or need assistance with the MCP directory API, please join our Discord server