Comparison
Agent-Reach vs langchain-chat-websockets
Verdict
Pick Agent-Reach when agent-Reach is primarily Python; langchain-chat-websockets is HTML; pick langchain-chat-websockets when langchain-chat-websockets is primarily HTML; Agent-Reach is Python.
Markdown twin · Agent-Reach alternatives · langchain-chat-websockets alternatives
GraphCanon updated today
vs
Trust & integrity
| Signal | Agent-Reach | langchain-chat-websockets |
|---|---|---|
| Maintenance | Very active (0d since push) As of today · github_public_v1 | Dormant (954d since push) As of today · github_public_v1 |
| Provenance | Not a fork · Personal account As of today · github_public_v1 | Not a fork · Personal account As of today · github_public_v1 |
| Security (OSV) | No MCP manifest As of today · mcp_manifest | 50 low (50 low) As of today · osv@v1 |
Tagline
- Agent-Reach
- Give your AI agent eyes to see the entire internet. Read & search Twitter, Reddit, YouTube, GitHub, Bilibili, XiaoHongShu — one CLI, zero API fees.
- langchain-chat-websockets
- LangChain LLM chat with streaming response over websockets
Stars
- Agent-Reach
- 55k
- langchain-chat-websockets
- 97
Forks
- Agent-Reach
- 4.5k
- langchain-chat-websockets
- 8
Open issues
- Agent-Reach
- 144
- langchain-chat-websockets
- 3
Language
- Agent-Reach
- Python
- langchain-chat-websockets
- HTML
Adopt for
- Agent-Reach
- -
- langchain-chat-websockets
- -
Persona
- Agent-Reach
- -
- langchain-chat-websockets
- -
Runtime
- Agent-Reach
- -
- langchain-chat-websockets
- -
License
- Agent-Reach
- MIT
- langchain-chat-websockets
- Apache-2.0
Last pushed
- Agent-Reach
- Jul 10, 2026
- langchain-chat-websockets
- Nov 30, 2023
Categories
- Agent-Reach
- AI Agents, LLM Frameworks, Developer Tools
- langchain-chat-websockets
- LLM Frameworks, Computer Vision
Trust and health
Maintenance
- Agent-Reach
- Very active (96%)
- langchain-chat-websockets
- Dormant (18%)
Days since push
- Agent-Reach
- 0d
- langchain-chat-websockets
- 954d
Open issues (now)
- Agent-Reach
- 144
- langchain-chat-websockets
- 3
Security scan
- Agent-Reach
- No MCP manifest
- langchain-chat-websockets
- 50 low (50 low)
Full report
- Agent-Reach
- Trust report
- langchain-chat-websockets
- Trust report
Choose Agent-Reach if…
- Agent-Reach is primarily Python; langchain-chat-websockets is HTML.
- License: Agent-Reach is MIT, langchain-chat-websockets is Apache-2.0.
- Tags unique to Agent-Reach: agent-infrastructure, ai-search, bilibili, claude-code.
- Also covers AI Agents, Developer Tools.
When NOT to use Agent-Reach
- AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism.
- LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
- Developer Tools: A gateway is overkill when you're pinned to a single provider and model.
Choose langchain-chat-websockets if…
- langchain-chat-websockets is primarily HTML; Agent-Reach is Python.
- License: langchain-chat-websockets is Apache-2.0, Agent-Reach is MIT.
- Tags unique to langchain-chat-websockets: llm, fastapi, openai, openai-api.
- Also covers Computer Vision.
- langchain-chat-websockets ships Docker support for self-hosted deployment.
When NOT to use langchain-chat-websockets
- Last GitHub push was 955 days ago (dormant maintenance, Nov 30, 2023). Validate activity before betting a new project on langchain-chat-websockets.
- LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (Panniantong/Agent-Reach) · observed Jul 11, 2026
- GitHub forks (Panniantong/Agent-Reach) · observed Jul 11, 2026
- Last push (Panniantong/Agent-Reach) · observed Jul 10, 2026
- License file (MIT) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (pors/langchain-chat-websockets) · observed Jul 11, 2026
- GitHub forks (pors/langchain-chat-websockets) · observed Jul 11, 2026
- Last push (pors/langchain-chat-websockets) · observed Nov 30, 2023
- License file (Apache-2.0) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: Agent-Reach 55k · langchain-chat-websockets 97 (synced Jul 11, 2026).
Common questions
- What is the difference between Agent-Reach and langchain-chat-websockets?
- Agent-Reach: Give your AI agent eyes to see the entire internet. Read & search Twitter, Reddit, YouTube, GitHub, Bilibili, XiaoHongShu — one CLI, zero API fees.. langchain-chat-websockets: LangChain LLM chat with streaming response over websockets. See the comparison table for live GitHub stats and shared categories.
- When should I choose Agent-Reach over langchain-chat-websockets?
- Choose Agent-Reach over langchain-chat-websockets when Agent-Reach is primarily Python; langchain-chat-websockets is HTML; License: Agent-Reach is MIT, langchain-chat-websockets is Apache-2.0; Tags unique to Agent-Reach: agent-infrastructure, ai-search, bilibili, claude-code; Also covers AI Agents, Developer Tools.
- When should I choose langchain-chat-websockets over Agent-Reach?
- Choose langchain-chat-websockets over Agent-Reach when langchain-chat-websockets is primarily HTML; Agent-Reach is Python; License: langchain-chat-websockets is Apache-2.0, Agent-Reach is MIT; Tags unique to langchain-chat-websockets: llm, fastapi, openai, openai-api; Also covers Computer Vision; langchain-chat-websockets ships Docker support for self-hosted deployment.
- When should I avoid Agent-Reach?
- AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. Developer Tools: A gateway is overkill when you're pinned to a single provider and model.
- When should I avoid langchain-chat-websockets?
- Last GitHub push was 955 days ago (dormant maintenance, Nov 30, 2023). Validate activity before betting a new project on langchain-chat-websockets. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
- Is Agent-Reach or langchain-chat-websockets more popular on GitHub?
- Agent-Reach has more GitHub stars (54,715 vs 97). Stars measure visibility, not whether either tool fits your constraints.
- Are Agent-Reach and langchain-chat-websockets open source?
- Yes - both are open-source projects on GitHub (Agent-Reach: MIT, langchain-chat-websockets: Apache-2.0).
- Where can I find alternatives to Agent-Reach or langchain-chat-websockets?
- GraphCanon lists graph-backed alternatives at Agent-Reach alternatives and langchain-chat-websockets alternatives (Agent-Reach markdown twin, langchain-chat-websockets markdown twin), ranked by typed relationship edges rather than popularity votes.
- Is there a machine-readable version of this comparison?
- Yes. The markdown twin at this comparison mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers.
- Which is better maintained, Agent-Reach or langchain-chat-websockets?
- Agent-Reach: Very active. langchain-chat-websockets: Dormant. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance.
- Where are the full trust reports for Agent-Reach and langchain-chat-websockets?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: Agent-Reach trust report; langchain-chat-websockets trust report.