Comparison
academic-research-skills vs ps-fuzz
Verdict
Pick academic-research-skills when license: academic-research-skills is Other, ps-fuzz is MIT; pick ps-fuzz when license: ps-fuzz is MIT, academic-research-skills is Other.
Markdown twin · academic-research-skills alternatives · ps-fuzz alternatives
GraphCanon updated today
vs
Trust & integrity
| Signal | academic-research-skills | ps-fuzz |
|---|---|---|
| Maintenance | Very active (0d since push) As of 1d · github_public_v1 | Slowing (145d since push) As of today · github_public_v1 |
| Provenance | Not a fork · Personal account As of 1d · github_public_v1 | Not a fork · Organization account As of today · github_public_v1 |
| Security (OSV) | No lockfile As of 1d · none | No lockfile As of today · none |
Tagline
- academic-research-skills
- Academic Research Skills for Claude Code: research → write → review → revise → finalize
- ps-fuzz
- Make your GenAI Apps Safe & Secure :rocket: Test & harden your system prompt
Stars
- academic-research-skills
- 37k
- ps-fuzz
- 693
Forks
- academic-research-skills
- 3.0k
- ps-fuzz
- 100
Open issues
- academic-research-skills
- 9
- ps-fuzz
- 20
Language
- academic-research-skills
- Python
- ps-fuzz
- Python
Adopt for
- academic-research-skills
- -
- ps-fuzz
- -
Persona
- academic-research-skills
- -
- ps-fuzz
- -
Runtime
- academic-research-skills
- -
- ps-fuzz
- -
License
- academic-research-skills
- Other
- ps-fuzz
- MIT
Last pushed
- academic-research-skills
- Jul 11, 2026
- ps-fuzz
- Feb 16, 2026
Categories
- academic-research-skills
- Data & Retrieval, LLM Frameworks
- ps-fuzz
- LLM Frameworks
Trust and health
Maintenance
- academic-research-skills
- Very active (96%)
- ps-fuzz
- Slowing (36%)
Days since push
- academic-research-skills
- 0d
- ps-fuzz
- 145d
Open issues (now)
- academic-research-skills
- 9
- ps-fuzz
- 20
Owner type
- academic-research-skills
- User
- ps-fuzz
- Organization
Full report
- academic-research-skills
- Trust report
- ps-fuzz
- Trust report
Choose academic-research-skills if…
- License: academic-research-skills is Other, ps-fuzz is MIT.
- Tags unique to academic-research-skills: academic-pipeline, academic-writing, ai-research, claude.
- Also covers Data & Retrieval.
When NOT to use academic-research-skills
- 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 ps-fuzz if…
- License: ps-fuzz is MIT, academic-research-skills is Other.
- Tags unique to ps-fuzz: ai, ai-fuzzer, fuzzer, generative-ai.
When NOT to use ps-fuzz
- Last GitHub push was 146 days ago (slowing maintenance, Feb 16, 2026). Validate activity before betting a new project on ps-fuzz.
- 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 (Imbad0202/academic-research-skills) · observed Jul 11, 2026
- GitHub forks (Imbad0202/academic-research-skills) · observed Jul 11, 2026
- Last push (Imbad0202/academic-research-skills) · observed Jul 11, 2026
- License file (Other) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (prompt-security/ps-fuzz) · observed Jul 11, 2026
- GitHub forks (prompt-security/ps-fuzz) · observed Jul 11, 2026
- Last push (prompt-security/ps-fuzz) · observed Feb 16, 2026
- License file (MIT) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: academic-research-skills 37k · ps-fuzz 693 (synced Jul 11, 2026).
Common questions
- What is the difference between academic-research-skills and ps-fuzz?
- academic-research-skills: Academic Research Skills for Claude Code: research → write → review → revise → finalize. ps-fuzz: Make your GenAI Apps Safe & Secure :rocket: Test & harden your system prompt. See the comparison table for live GitHub stats and shared categories.
- When should I choose academic-research-skills over ps-fuzz?
- Choose academic-research-skills over ps-fuzz when License: academic-research-skills is Other, ps-fuzz is MIT; Tags unique to academic-research-skills: academic-pipeline, academic-writing, ai-research, claude; Also covers Data & Retrieval.
- When should I choose ps-fuzz over academic-research-skills?
- Choose ps-fuzz over academic-research-skills when License: ps-fuzz is MIT, academic-research-skills is Other; Tags unique to ps-fuzz: ai, ai-fuzzer, fuzzer, generative-ai.
- When should I avoid academic-research-skills?
- 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 ps-fuzz?
- Last GitHub push was 146 days ago (slowing maintenance, Feb 16, 2026). Validate activity before betting a new project on ps-fuzz. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
- Is academic-research-skills or ps-fuzz more popular on GitHub?
- academic-research-skills has more GitHub stars (37,300 vs 693). Stars measure visibility, not whether either tool fits your constraints.
- Are academic-research-skills and ps-fuzz open source?
- Yes - both are open-source projects on GitHub (academic-research-skills: Other, ps-fuzz: MIT).
- Where can I find alternatives to academic-research-skills or ps-fuzz?
- GraphCanon lists graph-backed alternatives at academic-research-skills alternatives and ps-fuzz alternatives (academic-research-skills markdown twin, ps-fuzz 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, academic-research-skills or ps-fuzz?
- academic-research-skills: Very active. ps-fuzz: 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 academic-research-skills and ps-fuzz?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: academic-research-skills trust report; ps-fuzz trust report.