Comparison
academic-research-skills vs BIPIA
Verdict
Pick academic-research-skills when tags unique to academic-research-skills: peer-review, academic-writing, ai-research, claude; pick BIPIA when tags unique to BIPIA: python, llm-security.
Markdown twin · academic-research-skills alternatives · BIPIA alternatives
GraphCanon updated today
vs
Trust & integrity
| Signal | academic-research-skills | BIPIA |
|---|---|---|
| Maintenance | Very active (0d since push) As of today · github_public_v1 | Dormant (817d since push) As of today · github_public_v1 |
| Provenance | Not a fork · Personal account As of today · github_public_v1 | Not a fork · Organization account As of today · github_public_v1 |
| Security (OSV) | No lockfile As of today · none | No lockfile As of today · none |
Tagline
- academic-research-skills
- Academic Research Skills for Claude Code: research → write → review → revise → finalize
- BIPIA
- A benchmark for evaluating the robustness of LLMs and defenses to indirect prompt injection attacks.
Stars
- academic-research-skills
- 37k
- BIPIA
- 145
Forks
- academic-research-skills
- 3.0k
- BIPIA
- 19
Open issues
- academic-research-skills
- 9
- BIPIA
- 4
Language
- academic-research-skills
- Python
- BIPIA
- Python
Adopt for
- academic-research-skills
- -
- BIPIA
- -
Persona
- academic-research-skills
- -
- BIPIA
- -
Runtime
- academic-research-skills
- -
- BIPIA
- -
License
- academic-research-skills
- Other
- BIPIA
- Other
Last pushed
- academic-research-skills
- Jul 11, 2026
- BIPIA
- Apr 15, 2024
Categories
- academic-research-skills
- LLM Frameworks, Data & Retrieval
- BIPIA
- LLM Frameworks, Evaluation & Observability
Trust and health
Maintenance
- academic-research-skills
- Very active (96%)
- BIPIA
- Dormant (18%)
Days since push
- academic-research-skills
- 0d
- BIPIA
- 817d
Open issues (now)
- academic-research-skills
- 9
- BIPIA
- 4
Owner type
- academic-research-skills
- User
- BIPIA
- Organization
Full report
- academic-research-skills
- Trust report
- BIPIA
- Trust report
Choose academic-research-skills if…
- Tags unique to academic-research-skills: peer-review, academic-writing, ai-research, claude.
- Also covers Data & Retrieval.
- More GitHub stars (37k vs 145) - visibility, not fit.
When NOT to use academic-research-skills
- LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
- Data & Retrieval: Skip a heavy ingestion framework when your corpus is small and static; a script plus the embedding API is enough.
Choose BIPIA if…
- Tags unique to BIPIA: python, llm-security.
- Also covers Evaluation & Observability.
- Leaner open-issue backlog (4).
When NOT to use BIPIA
- Last GitHub push was 818 days ago (dormant maintenance, Apr 15, 2024). Validate activity before betting a new project on BIPIA.
- LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
- Evaluation & Observability: Defer heavyweight eval infra only until you have real traffic - never skip it once users depend on answers.
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 (microsoft/BIPIA) · observed Jul 11, 2026
- GitHub forks (microsoft/BIPIA) · observed Jul 11, 2026
- Last push (microsoft/BIPIA) · observed Apr 15, 2024
- License file (Other) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: academic-research-skills 37k · BIPIA 145 (synced Jul 11, 2026).
Common questions
- What is the difference between academic-research-skills and BIPIA?
- academic-research-skills: Academic Research Skills for Claude Code: research → write → review → revise → finalize. BIPIA: A benchmark for evaluating the robustness of LLMs and defenses to indirect prompt injection attacks.. See the comparison table for live GitHub stats and shared categories.
- When should I choose academic-research-skills over BIPIA?
- Choose academic-research-skills over BIPIA when Tags unique to academic-research-skills: peer-review, academic-writing, ai-research, claude; Also covers Data & Retrieval; More GitHub stars (37k vs 145) - visibility, not fit.
- When should I choose BIPIA over academic-research-skills?
- Choose BIPIA over academic-research-skills when Tags unique to BIPIA: python, llm-security; Also covers Evaluation & Observability; Leaner open-issue backlog (4).
- When should I avoid academic-research-skills?
- LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. Data & Retrieval: Skip a heavy ingestion framework when your corpus is small and static; a script plus the embedding API is enough.
- When should I avoid BIPIA?
- Last GitHub push was 818 days ago (dormant maintenance, Apr 15, 2024). Validate activity before betting a new project on BIPIA. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. Evaluation & Observability: Defer heavyweight eval infra only until you have real traffic - never skip it once users depend on answers.
- Is academic-research-skills or BIPIA more popular on GitHub?
- academic-research-skills has more GitHub stars (37,300 vs 145). Stars measure visibility, not whether either tool fits your constraints.
- Are academic-research-skills and BIPIA open source?
- Yes - both are open-source projects on GitHub (academic-research-skills: Other, BIPIA: Other).
- Where can I find alternatives to academic-research-skills or BIPIA?
- GraphCanon lists graph-backed alternatives at academic-research-skills alternatives and BIPIA alternatives (academic-research-skills markdown twin, BIPIA 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 BIPIA?
- academic-research-skills: Very active. BIPIA: Dormant. 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 BIPIA?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: academic-research-skills trust report; BIPIA trust report.