Comparison
HPOBench vs code-review-graph
Verdict
Pick HPOBench when license: HPOBench is Apache-2.0, code-review-graph is MIT; pick code-review-graph when license: code-review-graph is MIT, HPOBench is Apache-2.0.
Markdown twin · HPOBench alternatives · code-review-graph alternatives
GraphCanon updated today
vs
Trust & integrity
| Signal | HPOBench | code-review-graph |
|---|---|---|
| Maintenance | Dormant (416d since push) As of today · github_public_v1 | Active (26d since push) As of 1d · github_public_v1 |
| Provenance | Not a fork · Organization account As of today · github_public_v1 | Not a fork · Personal account As of 1d · github_public_v1 |
| Security (OSV) | 8 low (8 low) As of today · osv@v1 | No MCP manifest As of 1d · mcp_manifest |
Tagline
- HPOBench
- Collection of hyperparameter optimization benchmark problems
- code-review-graph
- Local-first code intelligence graph for MCP and CLI. Builds a persistent map of your codebase so AI coding tools read only what matters, with benchmarked context reductions on reviews and large-repo w
Stars
- HPOBench
- 168
- code-review-graph
- 19k
Forks
- HPOBench
- 38
- code-review-graph
- 2.1k
Open issues
- HPOBench
- 34
- code-review-graph
- 185
Language
- HPOBench
- Python
- code-review-graph
- Python
Adopt for
- HPOBench
- -
- code-review-graph
- -
Persona
- HPOBench
- -
- code-review-graph
- -
Runtime
- HPOBench
- -
- code-review-graph
- -
License
- HPOBench
- Apache-2.0
- code-review-graph
- MIT
Last pushed
- HPOBench
- May 21, 2025
- code-review-graph
- Jun 14, 2026
Categories
- HPOBench
- Evaluation & Observability
- code-review-graph
- Developer Tools, Evaluation & Observability, LLM Frameworks
Trust and health
Maintenance
- HPOBench
- Dormant (18%)
- code-review-graph
- Active (82%)
Days since push
- HPOBench
- 416d
- code-review-graph
- 26d
Open issues (now)
- HPOBench
- 34
- code-review-graph
- 185
Owner type
- HPOBench
- Organization
- code-review-graph
- User
Security scan
- HPOBench
- 8 low (8 low)
- code-review-graph
- No MCP manifest
Full report
- HPOBench
- Trust report
- code-review-graph
- Trust report
Choose HPOBench if…
- License: HPOBench is Apache-2.0, code-review-graph is MIT.
- Tags unique to HPOBench: bayesian-optimization, benchmark, benchmarking, containerized-benchmarks.
- Leaner open-issue backlog (34).
When NOT to use HPOBench
- Last GitHub push was 417 days ago (dormant maintenance, May 21, 2025). Validate activity before betting a new project on HPOBench.
- Evaluation & Observability: Defer heavyweight eval infra only until you have real traffic - never skip it once users depend on answers.
Choose code-review-graph if…
- License: code-review-graph is MIT, HPOBench is Apache-2.0.
- Tags unique to code-review-graph: ai-coding, claude, claude-code, code-review.
- Also covers Developer Tools, LLM Frameworks.
When NOT to use code-review-graph
- Developer Tools: A gateway is overkill when you're pinned to a single provider and model.
- Evaluation & Observability: Defer heavyweight eval infra only until you have real traffic - never skip it once users depend on answers.
- 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 (automl/HPOBench) · observed Jul 11, 2026
- GitHub forks (automl/HPOBench) · observed Jul 11, 2026
- Last push (automl/HPOBench) · observed May 21, 2025
- License file (Apache-2.0) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (tirth8205/code-review-graph) · observed Jul 11, 2026
- GitHub forks (tirth8205/code-review-graph) · observed Jul 11, 2026
- Last push (tirth8205/code-review-graph) · observed Jun 14, 2026
- License file (MIT) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: HPOBench 168 · code-review-graph 19k (synced Jul 11, 2026).
Common questions
- What is the difference between HPOBench and code-review-graph?
- HPOBench: Collection of hyperparameter optimization benchmark problems. code-review-graph: Local-first code intelligence graph for MCP and CLI. Builds a persistent map of your codebase so AI coding tools read only what matters, with benchmarked context reductions on reviews and large-repo w. See the comparison table for live GitHub stats and shared categories.
- When should I choose HPOBench over code-review-graph?
- Choose HPOBench over code-review-graph when License: HPOBench is Apache-2.0, code-review-graph is MIT; Tags unique to HPOBench: bayesian-optimization, benchmark, benchmarking, containerized-benchmarks; Leaner open-issue backlog (34).
- When should I choose code-review-graph over HPOBench?
- Choose code-review-graph over HPOBench when License: code-review-graph is MIT, HPOBench is Apache-2.0; Tags unique to code-review-graph: ai-coding, claude, claude-code, code-review; Also covers Developer Tools, LLM Frameworks.
- When should I avoid HPOBench?
- Last GitHub push was 417 days ago (dormant maintenance, May 21, 2025). Validate activity before betting a new project on HPOBench. Evaluation & Observability: Defer heavyweight eval infra only until you have real traffic - never skip it once users depend on answers.
- When should I avoid code-review-graph?
- Developer Tools: A gateway is overkill when you're pinned to a single provider and model. Evaluation & Observability: Defer heavyweight eval infra only until you have real traffic - never skip it once users depend on answers. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
- Is HPOBench or code-review-graph more popular on GitHub?
- code-review-graph has more GitHub stars (19,416 vs 168). Stars measure visibility, not whether either tool fits your constraints.
- Are HPOBench and code-review-graph open source?
- Yes - both are open-source projects on GitHub (HPOBench: Apache-2.0, code-review-graph: MIT).
- Where can I find alternatives to HPOBench or code-review-graph?
- GraphCanon lists graph-backed alternatives at HPOBench alternatives and code-review-graph alternatives (HPOBench markdown twin, code-review-graph 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, HPOBench or code-review-graph?
- HPOBench: Dormant. code-review-graph: 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 HPOBench and code-review-graph?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: HPOBench trust report; code-review-graph trust report.