Comparison
Agent-Reach vs upgini
Verdict
Pick Agent-Reach when license: Agent-Reach is MIT, upgini is BSD-3-Clause; pick upgini when license: upgini is BSD-3-Clause, Agent-Reach is MIT.
Markdown twin · Agent-Reach alternatives · upgini alternatives
GraphCanon updated today
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Trust & integrity
| Signal | Agent-Reach | upgini |
|---|---|---|
| Maintenance | Very active (0d since push) As of today · github_public_v1 | Very active (4d since push) As of today · github_public_v1 |
| Provenance | Not a fork · Personal account As of today · github_public_v1 | Not a fork · Organization account As of today · github_public_v1 |
| Security (OSV) | No MCP manifest As of today · mcp_manifest | 27 low (27 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.
- upgini
- Data search & enrichment library for Machine Learning → Easily find and add relevant features to your ML & AI pipeline from hundreds of public and premium external data sources, including open & comme
Stars
- Agent-Reach
- 55k
- upgini
- 354
Forks
- Agent-Reach
- 4.5k
- upgini
- 26
Open issues
- Agent-Reach
- 144
- upgini
- 1
Language
- Agent-Reach
- Python
- upgini
- Python
Adopt for
- Agent-Reach
- -
- upgini
- -
Persona
- Agent-Reach
- -
- upgini
- -
Runtime
- Agent-Reach
- -
- upgini
- -
License
- Agent-Reach
- MIT
- upgini
- BSD-3-Clause
Last pushed
- Agent-Reach
- Jul 10, 2026
- upgini
- Jul 7, 2026
Categories
- Agent-Reach
- LLM Frameworks, AI Agents, Developer Tools
- upgini
- Data & Retrieval, LLM Frameworks, Computer Vision
Trust and health
Days since push
- Agent-Reach
- 0d
- upgini
- 4d
Open issues (now)
- Agent-Reach
- 144
- upgini
- 1
Owner type
- Agent-Reach
- User
- upgini
- Organization
Security scan
- Agent-Reach
- No MCP manifest
- upgini
- 27 low (27 low)
Full report
- Agent-Reach
- Trust report
- upgini
- Trust report
Choose Agent-Reach if…
- License: Agent-Reach is MIT, upgini is BSD-3-Clause.
- Tags unique to Agent-Reach: agent-infrastructure, ai-search, bilibili, claude-code.
- Also covers AI Agents, Developer Tools.
When NOT to use Agent-Reach
- LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
- AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism.
- Developer Tools: A gateway is overkill when you're pinned to a single provider and model.
Choose upgini if…
- License: upgini is BSD-3-Clause, Agent-Reach is MIT.
- Tags unique to upgini: automl, feature-extraction, data-science, automl-pipeline.
- Also covers Data & Retrieval, Computer Vision.
- upgini ships Docker support for self-hosted deployment.
When NOT to use upgini
- Data & Retrieval: Skip a heavy ingestion framework when your corpus is small and static; a script plus the embedding API is enough.
- 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 (upgini/upgini) · observed Jul 11, 2026
- GitHub forks (upgini/upgini) · observed Jul 11, 2026
- Last push (upgini/upgini) · observed Jul 7, 2026
- License file (BSD-3-Clause) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: Agent-Reach 55k · upgini 354 (synced Jul 11, 2026).
Common questions
- What is the difference between Agent-Reach and upgini?
- 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.. upgini: Data search & enrichment library for Machine Learning → Easily find and add relevant features to your ML & AI pipeline from hundreds of public and premium external data sources, including open & comme. See the comparison table for live GitHub stats and shared categories.
- When should I choose Agent-Reach over upgini?
- Choose Agent-Reach over upgini when License: Agent-Reach is MIT, upgini is BSD-3-Clause; Tags unique to Agent-Reach: agent-infrastructure, ai-search, bilibili, claude-code; Also covers AI Agents, Developer Tools.
- When should I choose upgini over Agent-Reach?
- Choose upgini over Agent-Reach when License: upgini is BSD-3-Clause, Agent-Reach is MIT; Tags unique to upgini: automl, feature-extraction, data-science, automl-pipeline; Also covers Data & Retrieval, Computer Vision; upgini ships Docker support for self-hosted deployment.
- When should I avoid Agent-Reach?
- LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism. Developer Tools: A gateway is overkill when you're pinned to a single provider and model.
- When should I avoid upgini?
- Data & Retrieval: Skip a heavy ingestion framework when your corpus is small and static; a script plus the embedding API is enough. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
- Is Agent-Reach or upgini more popular on GitHub?
- Agent-Reach has more GitHub stars (54,715 vs 354). Stars measure visibility, not whether either tool fits your constraints.
- Are Agent-Reach and upgini open source?
- Yes - both are open-source projects on GitHub (Agent-Reach: MIT, upgini: BSD-3-Clause).
- Where can I find alternatives to Agent-Reach or upgini?
- GraphCanon lists graph-backed alternatives at Agent-Reach alternatives and upgini alternatives (Agent-Reach markdown twin, upgini 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 upgini?
- Agent-Reach: Very active. upgini: Very active. 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 upgini?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: Agent-Reach trust report; upgini trust report.