Comparison
nomic vs Agent-Reach
Verdict
Pick nomic when tags unique to nomic: clustering, embeddings, topic-modeling, python; pick Agent-Reach when tags unique to Agent-Reach: agent-infrastructure, ai-search, bilibili, claude-code.
Markdown twin · nomic alternatives · Agent-Reach alternatives
GraphCanon updated today
vs
Trust & integrity
| Signal | nomic | Agent-Reach |
|---|---|---|
| Maintenance | Slowing (242d 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
- nomic
- Nomic Developer API SDK
- 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
- nomic
- 1.9k
- Agent-Reach
- 55k
Forks
- nomic
- 196
- Agent-Reach
- 4.5k
Open issues
- nomic
- 50
- Agent-Reach
- 144
Language
- nomic
- Python
- Agent-Reach
- Python
Adopt for
- nomic
- -
- Agent-Reach
- -
Persona
- nomic
- -
- Agent-Reach
- -
Runtime
- nomic
- -
- Agent-Reach
- -
License
- nomic
- -
- Agent-Reach
- MIT
Last pushed
- nomic
- Nov 11, 2025
- Agent-Reach
- Jul 10, 2026
Categories
- nomic
- Vector Databases, Computer Vision, Developer Tools
- Agent-Reach
- LLM Frameworks, AI Agents, Developer Tools
Trust and health
Maintenance
- nomic
- Slowing (36%)
- Agent-Reach
- Very active (96%)
Days since push
- nomic
- 242d
- Agent-Reach
- 0d
Open issues (now)
- nomic
- 50
- Agent-Reach
- 144
Owner type
- nomic
- Organization
- Agent-Reach
- User
Security scan
- nomic
- No lockfile
- Agent-Reach
- No MCP manifest
Full report
- nomic
- Trust report
- Agent-Reach
- Trust report
Choose nomic if…
- Tags unique to nomic: clustering, embeddings, topic-modeling, python.
- Also covers Vector Databases, Computer Vision.
- Leaner open-issue backlog (50).
When NOT to use nomic
- Last GitHub push was 243 days ago (slowing maintenance, Nov 11, 2025). Validate activity before betting a new project on nomic.
- Vector Databases: Don't reach for a dedicated vector DB under ~100k vectors; pgvector on your existing Postgres is simpler to operate.
- Developer Tools: A gateway is overkill when you're pinned to a single provider and model.
Choose Agent-Reach if…
- Tags unique to Agent-Reach: agent-infrastructure, ai-search, bilibili, claude-code.
- Also covers LLM Frameworks, AI Agents.
- More GitHub stars (55k vs 1.9k) - visibility, not fit.
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 (nomic-ai/nomic) · observed Jul 11, 2026
- GitHub forks (nomic-ai/nomic) · observed Jul 11, 2026
- Last push (nomic-ai/nomic) · observed Nov 11, 2025
- License file (unknown) · 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: nomic 1.9k · Agent-Reach 55k (synced Jul 11, 2026).
Common questions
- What is the difference between nomic and Agent-Reach?
- nomic: Nomic Developer API SDK. 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 nomic over Agent-Reach?
- Choose nomic over Agent-Reach when Tags unique to nomic: clustering, embeddings, topic-modeling, python; Also covers Vector Databases, Computer Vision; Leaner open-issue backlog (50).
- When should I choose Agent-Reach over nomic?
- Choose Agent-Reach over nomic when Tags unique to Agent-Reach: agent-infrastructure, ai-search, bilibili, claude-code; Also covers LLM Frameworks, AI Agents; More GitHub stars (55k vs 1.9k) - visibility, not fit.
- When should I avoid nomic?
- Last GitHub push was 243 days ago (slowing maintenance, Nov 11, 2025). Validate activity before betting a new project on nomic. Vector Databases: Don't reach for a dedicated vector DB under ~100k vectors; pgvector on your existing Postgres is simpler to operate. Developer Tools: A gateway is overkill when you're pinned to a single provider and model.
- 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 nomic or Agent-Reach more popular on GitHub?
- Agent-Reach has more GitHub stars (54,715 vs 1,877). Stars measure visibility, not whether either tool fits your constraints.
- Are nomic and Agent-Reach open source?
- Yes - both are open-source projects on GitHub.
- Where can I find alternatives to nomic or Agent-Reach?
- GraphCanon lists graph-backed alternatives at nomic alternatives and Agent-Reach alternatives (nomic 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, nomic or Agent-Reach?
- nomic: Slowing. 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 nomic and Agent-Reach?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: nomic trust report; Agent-Reach trust report.