Comparison
lingoose vs Agent-Reach
Verdict
Pick lingoose when lingoose is primarily Go; Agent-Reach is Python; pick Agent-Reach when agent-Reach is primarily Python; lingoose is Go.
Markdown twin · lingoose alternatives · Agent-Reach alternatives
GraphCanon updated today
vs
Trust & integrity
| Signal | lingoose | Agent-Reach |
|---|---|---|
| Maintenance | Slowing (118d since push) As of today · github_public_v1 | Very active (0d 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 lockfile As of today · none | No MCP manifest As of today · mcp_manifest |
Tagline
- lingoose
- 🪿 LinGoose is a Go framework for building awesome AI/LLM applications.
- 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
- lingoose
- 834
- Agent-Reach
- 55k
Forks
- lingoose
- 76
- Agent-Reach
- 4.5k
Open issues
- lingoose
- 16
- Agent-Reach
- 144
Language
- lingoose
- Go
- Agent-Reach
- Python
Adopt for
- lingoose
- -
- Agent-Reach
- -
Persona
- lingoose
- -
- Agent-Reach
- -
Runtime
- lingoose
- -
- Agent-Reach
- -
License
- lingoose
- MIT
- Agent-Reach
- MIT
Last pushed
- lingoose
- Mar 15, 2026
- Agent-Reach
- Jul 10, 2026
Categories
- lingoose
- Vector Databases, Data & Retrieval, LLM Frameworks
- Agent-Reach
- AI Agents, LLM Frameworks, Developer Tools
Trust and health
Maintenance
- lingoose
- Slowing (36%)
- Agent-Reach
- Very active (96%)
Days since push
- lingoose
- 118d
- Agent-Reach
- 0d
Open issues (now)
- lingoose
- 16
- Agent-Reach
- 144
Security scan
- lingoose
- No lockfile
- Agent-Reach
- No MCP manifest
Full report
- lingoose
- Trust report
- Agent-Reach
- Trust report
Choose lingoose if…
- lingoose is primarily Go; Agent-Reach is Python.
- Tags unique to lingoose: go, embeddings, llm, ai.
- Also covers Vector Databases, Data & Retrieval.
When NOT to use lingoose
- Last GitHub push was 118 days ago (slowing maintenance, Mar 15, 2026). Validate activity before betting a new project on lingoose.
- Vector Databases: Don't reach for a dedicated vector DB under ~100k vectors; pgvector on your existing Postgres is simpler to operate.
- 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.
Choose Agent-Reach if…
- Agent-Reach is primarily Python; lingoose is Go.
- 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.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (henomis/lingoose) · observed Jul 11, 2026
- GitHub forks (henomis/lingoose) · observed Jul 11, 2026
- Last push (henomis/lingoose) · observed Mar 15, 2026
- License file (MIT) · 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: lingoose 834 · Agent-Reach 55k (synced Jul 11, 2026).
Common questions
- What is the difference between lingoose and Agent-Reach?
- lingoose: 🪿 LinGoose is a Go framework for building awesome AI/LLM applications.. 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 lingoose over Agent-Reach?
- Choose lingoose over Agent-Reach when lingoose is primarily Go; Agent-Reach is Python; Tags unique to lingoose: go, embeddings, llm, ai; Also covers Vector Databases, Data & Retrieval.
- When should I choose Agent-Reach over lingoose?
- Choose Agent-Reach over lingoose when Agent-Reach is primarily Python; lingoose is Go; Tags unique to Agent-Reach: agent-infrastructure, ai-search, bilibili, claude-code; Also covers AI Agents, Developer Tools.
- When should I avoid lingoose?
- Last GitHub push was 118 days ago (slowing maintenance, Mar 15, 2026). Validate activity before betting a new project on lingoose. Vector Databases: Don't reach for a dedicated vector DB under ~100k vectors; pgvector on your existing Postgres is simpler to operate. 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.
- 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.
- Is lingoose or Agent-Reach more popular on GitHub?
- Agent-Reach has more GitHub stars (54,715 vs 834). Stars measure visibility, not whether either tool fits your constraints.
- Are lingoose and Agent-Reach open source?
- Yes - both are open-source projects on GitHub (lingoose: MIT, Agent-Reach: MIT).
- Where can I find alternatives to lingoose or Agent-Reach?
- GraphCanon lists graph-backed alternatives at lingoose alternatives and Agent-Reach alternatives (lingoose 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, lingoose or Agent-Reach?
- lingoose: 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 lingoose and Agent-Reach?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: lingoose trust report; Agent-Reach trust report.