Comparison
uqlm vs Agent-Reach
Verdict
Pick uqlm when license: uqlm is Apache-2.0, Agent-Reach is MIT; pick Agent-Reach when license: Agent-Reach is MIT, uqlm is Apache-2.0.
Markdown twin · uqlm alternatives · Agent-Reach alternatives
GraphCanon updated today
vs
Trust & integrity
| Signal | uqlm | Agent-Reach |
|---|---|---|
| Maintenance | Very active (1d since push) As of today · github_public_v1 | Very active (0d since push) As of today · github_public_v1 |
| Provenance | Not a fork · Organization account As of today · github_public_v1 | Not a fork · Personal account As of today · github_public_v1 |
| Security (OSV) | No lockfile As of today · none | No MCP manifest As of today · mcp_manifest |
Tagline
- uqlm
- UQLM: Uncertainty Quantification for Language Models, is a Python package for UQ-based LLM hallucination detection
- 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.
Stars
- uqlm
- 1.2k
- Agent-Reach
- 55k
Forks
- uqlm
- 126
- Agent-Reach
- 4.5k
Open issues
- uqlm
- 23
- Agent-Reach
- 144
Language
- uqlm
- Python
- Agent-Reach
- Python
Adopt for
- uqlm
- -
- Agent-Reach
- -
Persona
- uqlm
- -
- Agent-Reach
- -
Runtime
- uqlm
- -
- Agent-Reach
- -
License
- uqlm
- Apache-2.0
- Agent-Reach
- MIT
Last pushed
- uqlm
- Jul 9, 2026
- Agent-Reach
- Jul 10, 2026
Categories
- uqlm
- LLM Frameworks, Computer Vision, Evaluation & Observability
- Agent-Reach
- LLM Frameworks, AI Agents, Developer Tools
Trust and health
Days since push
- uqlm
- 1d
- Agent-Reach
- 0d
Open issues (now)
- uqlm
- 23
- Agent-Reach
- 144
Owner type
- uqlm
- Organization
- Agent-Reach
- User
Security scan
- uqlm
- No lockfile
- Agent-Reach
- No MCP manifest
Full report
- uqlm
- Trust report
- Agent-Reach
- Trust report
Choose uqlm if…
- License: uqlm is Apache-2.0, Agent-Reach is MIT.
- Tags unique to uqlm: ai-safety, hallucination-evaluation, hallucination, hallucination-mitigation.
- Also covers Computer Vision, Evaluation & Observability.
When NOT to use uqlm
- LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
- Evaluation & Observability: Defer heavyweight eval infra only until you have real traffic - never skip it once users depend on answers.
Choose Agent-Reach if…
- License: Agent-Reach is MIT, uqlm 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
- 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.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (cvs-health/uqlm) · observed Jul 11, 2026
- GitHub forks (cvs-health/uqlm) · observed Jul 11, 2026
- Last push (cvs-health/uqlm) · observed Jul 9, 2026
- License file (Apache-2.0) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- 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 on cards: uqlm 1.2k · Agent-Reach 55k (synced Jul 11, 2026).
Common questions
- What is the difference between uqlm and Agent-Reach?
- uqlm: UQLM: Uncertainty Quantification for Language Models, is a Python package for UQ-based LLM hallucination detection. 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.. See the comparison table for live GitHub stats and shared categories.
- When should I choose uqlm over Agent-Reach?
- Choose uqlm over Agent-Reach when License: uqlm is Apache-2.0, Agent-Reach is MIT; Tags unique to uqlm: ai-safety, hallucination-evaluation, hallucination, hallucination-mitigation; Also covers Computer Vision, Evaluation & Observability.
- When should I choose Agent-Reach over uqlm?
- Choose Agent-Reach over uqlm when License: Agent-Reach is MIT, uqlm 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 avoid uqlm?
- LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. Evaluation & Observability: Defer heavyweight eval infra only until you have real traffic - never skip it once users depend on answers.
- 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.
- Is uqlm or Agent-Reach more popular on GitHub?
- Agent-Reach has more GitHub stars (54,715 vs 1,183). Stars measure visibility, not whether either tool fits your constraints.
- Are uqlm and Agent-Reach open source?
- Yes - both are open-source projects on GitHub (uqlm: Apache-2.0, Agent-Reach: MIT).
- Where can I find alternatives to uqlm or Agent-Reach?
- GraphCanon lists graph-backed alternatives at uqlm alternatives and Agent-Reach alternatives (uqlm markdown twin, Agent-Reach 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, uqlm or Agent-Reach?
- uqlm: Very active. Agent-Reach: 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 uqlm and Agent-Reach?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: uqlm trust report; Agent-Reach trust report.