Comparison
coder_reviewer_reranking vs agent-toolkit
Verdict
Pick coder_reviewer_reranking if coder_reviewer_reranking is specialized for reranking generated code snippets based on predefined criteria to improve their quality and reliability; pick agent-toolkit if extends AI coding agent capabilities with Python skills for development and professional workflows.
Markdown twin · coder_reviewer_reranking alternatives · agent-toolkit alternatives
GraphCanon updated 1w
vs
Trust & integrity
| Signal | coder_reviewer_reranking | agent-toolkit |
|---|---|---|
| Maintenance | Archived (1267d since push) As of 2w · github_public_v1 | Slowing (159d since push) As of 1w · github_public_v1 |
| Provenance | Not a fork · Organization account As of 2w · github_public_v1 | Not a fork · Organization account As of 1w · github_public_v1 |
| OSV dependency advisories | Published findings As of 1mo · osv@v1 | No lockfile (source not queried) As of 1mo · osv@v1 |
| deps.dev advisories | Not queried deps.dev@v1 | Not queried deps.dev@v1 |
| OpenSSF Scorecard | Not queried openssf-scorecard@v1 | Not queried openssf-scorecard@v1 |
Tagline
- coder_reviewer_reranking
- Official code for paper on Coder Reviewer Reranking in Code Generation
- agent-toolkit
- A curated collection of skills for AI coding agents
Stars
- coder_reviewer_reranking
- 45
- agent-toolkit
- 2.3k
Forks
- coder_reviewer_reranking
- 9
- agent-toolkit
- 217
Open issues
- coder_reviewer_reranking
- 1
- agent-toolkit
- 17
Language
- coder_reviewer_reranking
- Python
- agent-toolkit
- Python
Adopt for
- coder_reviewer_reranking
- coder_reviewer_reranking is specialized for reranking generated code snippets based on predefined criteria to improve their quality and reliability.
- agent-toolkit
- Extends AI coding agent capabilities with Python skills for development and professional workflows
Persona
- coder_reviewer_reranking
- -
- agent-toolkit
- -
Runtime
- coder_reviewer_reranking
- -
- agent-toolkit
- -
License
- coder_reviewer_reranking
- Other license
- agent-toolkit
- MIT
Last pushed
- coder_reviewer_reranking
- Feb 14, 2023
- agent-toolkit
- Mar 5, 2026
Categories
- coder_reviewer_reranking
- Developer Tools
- agent-toolkit
- AI Agents, Developer Tools
Trust and health
Maintenance
- coder_reviewer_reranking
- Archived (8%)
- agent-toolkit
- Slowing (36%)
Days since push
- coder_reviewer_reranking
- 1267d
- agent-toolkit
- 159d
Archived on GitHub
- coder_reviewer_reranking
- Yes
- agent-toolkit
- No
Open issues (now)
- coder_reviewer_reranking
- 1
- agent-toolkit
- 17
OSV dependency advisories
- coder_reviewer_reranking
- Published findings
- agent-toolkit
- No lockfile (source not queried)
Full report
- coder_reviewer_reranking
- Trust report
- agent-toolkit
- Trust report
Choose coder_reviewer_reranking if…
- License: coder_reviewer_reranking is Other, agent-toolkit is MIT.
- Requirements: Min 4 GB RAM; Specifically relies on installing pyminifier which might necessitate reverting setuptools to an older version (57.5.0).; Involves the use of torch==1.12.1, requiring a distribution compatible with your hardware..
- Tags unique to coder_reviewer_reranking: code generation, data sets, evaluation, reranking.
- When you need to refine and enhance the output from initial code generation models, such as the OpenAI codex API.
When NOT to use coder_reviewer_reranking
- When using a different Python version than 3.8.13 as it might result in compatibility issues.
- If real-time code generation is required, given the setup intricacies and specific dependencies that may affect quick turnaround times.
Choose agent-toolkit if…
- License: agent-toolkit is MIT, coder_reviewer_reranking is Other.
- Tags unique to agent-toolkit: agent-skills, ai, automation, claude.
- Also covers AI Agents.
- For enhancing specific tasks like documentation, planning, and workflow management
When NOT to use agent-toolkit
- If you seek support for languages other than Python
- When working with non-Python based coding agents that require specialized skills not covered by this toolkit
- In cases where custom, from-scratch development is preferred over using pre-packaged scripts
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (facebookresearch/coder_reviewer_reranking) · observed Aug 5, 2026
- GitHub forks (facebookresearch/coder_reviewer_reranking) · observed Aug 5, 2026
- Last push (facebookresearch/coder_reviewer_reranking) · observed Feb 14, 2023
- License file (Other) · observed Aug 5, 2026
- Decision facts (enrichment) · observed Jul 17, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (softaworks/agent-toolkit) · observed Aug 12, 2026
- GitHub forks (softaworks/agent-toolkit) · observed Aug 12, 2026
- Last push (softaworks/agent-toolkit) · observed Mar 5, 2026
- License file (MIT) · observed Aug 12, 2026
- Decision facts (enrichment) · observed Jul 17, 2026
- Trust scan (lockfile / OSV) · observed Jul 15, 2026
GitHub stars on cards: coder_reviewer_reranking 45 · agent-toolkit 2.3k (synced Aug 5, 2026).
Common questions
- What is the difference between coder_reviewer_reranking and agent-toolkit?
- coder_reviewer_reranking: Official code for paper on Coder Reviewer Reranking in Code Generation. agent-toolkit: A curated collection of skills for AI coding agents. See the comparison table for live GitHub stats and shared categories.
- When should I choose coder_reviewer_reranking over agent-toolkit?
- Choose coder_reviewer_reranking over agent-toolkit when License: coder_reviewer_reranking is Other, agent-toolkit is MIT; Requirements: Min 4 GB RAM; Specifically relies on installing pyminifier which might necessitate reverting setuptools to an older version (57.5.0).; Involves the use of torch==1.12.1, requiring a distribution compatible with your hardware.; Tags unique to coder_reviewer_reranking: code generation, data sets, evaluation, reranking; When you need to refine and enhance the output from initial code generation models, such as the OpenAI codex API.
- When should I choose agent-toolkit over coder_reviewer_reranking?
- Choose agent-toolkit over coder_reviewer_reranking when License: agent-toolkit is MIT, coder_reviewer_reranking is Other; Tags unique to agent-toolkit: agent-skills, ai, automation, claude; Also covers AI Agents; For enhancing specific tasks like documentation, planning, and workflow management.
- When should I avoid coder_reviewer_reranking?
- When using a different Python version than 3.8.13 as it might result in compatibility issues. If real-time code generation is required, given the setup intricacies and specific dependencies that may affect quick turnaround times.
- When should I avoid agent-toolkit?
- If you seek support for languages other than Python When working with non-Python based coding agents that require specialized skills not covered by this toolkit In cases where custom, from-scratch development is preferred over using pre-packaged scripts
- Is coder_reviewer_reranking or agent-toolkit more popular on GitHub?
- agent-toolkit has more GitHub stars (2,307 vs 45). Stars measure visibility, not whether either tool fits your constraints.
- Are coder_reviewer_reranking and agent-toolkit open source?
- Yes - both are open-source projects on GitHub (coder_reviewer_reranking: Other, agent-toolkit: MIT).
- Where can I find alternatives to coder_reviewer_reranking or agent-toolkit?
- GraphCanon lists graph-backed alternatives at coder_reviewer_reranking alternatives and agent-toolkit alternatives (coder_reviewer_reranking markdown twin, agent-toolkit 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, coder_reviewer_reranking or agent-toolkit?
- coder_reviewer_reranking: Archived. agent-toolkit: Slowing. 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 coder_reviewer_reranking and agent-toolkit?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: coder_reviewer_reranking trust report; agent-toolkit trust report.