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Comparison

delta vs Agent-Reach

Verdict

Pick delta when delta is primarily Scala; Agent-Reach is Python; pick Agent-Reach when agent-Reach is primarily Python; delta is Scala.

Markdown twin · delta alternatives · Agent-Reach alternatives

GraphCanon updated today

delta logo

delta

delta-io/delta

★ 8.9kpushed Jul 11, 2026
vs
Agent-Reach logo

Agent-Reach

Panniantong/Agent-Reach

★ 55kpushed Jul 10, 2026

Trust & integrity

SignaldeltaAgent-Reach
Maintenance
Very active (0d 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
delta trust reportAgent-Reach trust reportTrust methodology

Tagline

delta
An open-source storage framework that enables building a Lakehouse architecture with compute engines including Spark, PrestoDB, Flink, Trino, and Hive and APIs
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

delta
8.9k
Agent-Reach
55k

Forks

delta
2.1k
Agent-Reach
4.5k

Open issues

delta
1.5k
Agent-Reach
144

Language

delta
Scala
Agent-Reach
Python

Adopt for

delta
-
Agent-Reach
-

Persona

delta
-
Agent-Reach
-

Runtime

delta
-
Agent-Reach
-

License

delta
Apache-2.0
Agent-Reach
MIT

Last pushed

delta
Jul 11, 2026
Agent-Reach
Jul 10, 2026

Categories

delta
LLM Frameworks
Agent-Reach
LLM Frameworks, AI Agents, Developer Tools

Trust and health

Open issues (now)

delta
1.5k
Agent-Reach
144

Owner type

delta
Organization
Agent-Reach
User

Security scan

delta
No lockfile
Agent-Reach
No MCP manifest

Full report

delta
Trust report
Agent-Reach
Trust report

Choose delta if…

  • delta is primarily Scala; Agent-Reach is Python.
  • License: delta is Apache-2.0, Agent-Reach is MIT.
  • Tags unique to delta: big-data, acid, scala, spark.
  • delta ships Docker support for self-hosted deployment.

When NOT to use delta

  • LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
GitHubDetails

Choose Agent-Reach if…

  • Agent-Reach is primarily Python; delta is Scala.
  • License: Agent-Reach is MIT, delta 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.
GitHubDetails

Explore

delta trust report →Agent-Reach trust report →LLM Frameworks category →AI Agents category →Developer Tools category →All comparisonsStack workflowsTrending tools

Sources

Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.

GitHub stars on cards: delta 8.9k · Agent-Reach 55k (synced Jul 11, 2026).

Common questions

What is the difference between delta and Agent-Reach?
delta: An open-source storage framework that enables building a Lakehouse architecture with compute engines including Spark, PrestoDB, Flink, Trino, and Hive and APIs. 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 delta over Agent-Reach?
Choose delta over Agent-Reach when delta is primarily Scala; Agent-Reach is Python; License: delta is Apache-2.0, Agent-Reach is MIT; Tags unique to delta: big-data, acid, scala, spark; delta ships Docker support for self-hosted deployment.
When should I choose Agent-Reach over delta?
Choose Agent-Reach over delta when Agent-Reach is primarily Python; delta is Scala; License: Agent-Reach is MIT, delta 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 delta?
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?
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 delta or Agent-Reach more popular on GitHub?
Agent-Reach has more GitHub stars (54,715 vs 8,901). Stars measure visibility, not whether either tool fits your constraints.
Are delta and Agent-Reach open source?
Yes - both are open-source projects on GitHub (delta: Apache-2.0, Agent-Reach: MIT).
Where can I find alternatives to delta or Agent-Reach?
GraphCanon lists graph-backed alternatives at delta alternatives and Agent-Reach alternatives (delta 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, delta or Agent-Reach?
delta: 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 delta and Agent-Reach?
GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: delta trust report; Agent-Reach trust report.