Comparison
academic-research-skills vs GPTCache
Verdict
Pick academic-research-skills when license: academic-research-skills is Other, GPTCache is MIT; pick GPTCache when license: GPTCache is MIT, academic-research-skills is Other.
Markdown twin · academic-research-skills alternatives · GPTCache alternatives
GraphCanon updated today
vs
Trust & integrity
| Signal | academic-research-skills | GPTCache |
|---|---|---|
| Maintenance | Very active (0d since push) As of today · github_public_v1 | Dormant (365d 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 criticals As of today · osv@v1 |
Tagline
- academic-research-skills
- Academic Research Skills for Claude Code: research → write → review → revise → finalize
- GPTCache
- Semantic cache for LLMs. Fully integrated with LangChain and llama_index.
Stars
- academic-research-skills
- 37k
- GPTCache
- 8.1k
Forks
- academic-research-skills
- 3.0k
- GPTCache
- 583
Open issues
- academic-research-skills
- 9
- GPTCache
- 91
Language
- academic-research-skills
- Python
- GPTCache
- Python
Adopt for
- academic-research-skills
- -
- GPTCache
- -
Persona
- academic-research-skills
- -
- GPTCache
- -
Runtime
- academic-research-skills
- -
- GPTCache
- -
License
- academic-research-skills
- Other
- GPTCache
- MIT
Last pushed
- academic-research-skills
- Jul 11, 2026
- GPTCache
- Jul 11, 2025
Categories
- academic-research-skills
- Data & Retrieval, LLM Frameworks
- GPTCache
- LLM Frameworks, Vector Databases
Trust and health
Maintenance
- academic-research-skills
- Very active (96%)
- GPTCache
- Dormant (18%)
Days since push
- academic-research-skills
- 0d
- GPTCache
- 365d
Open issues (now)
- academic-research-skills
- 9
- GPTCache
- 91
Owner type
- academic-research-skills
- User
- GPTCache
- Organization
Security scan
- academic-research-skills
- No lockfile
- GPTCache
- No criticals
Full report
- academic-research-skills
- Trust report
- GPTCache
- Trust report
Choose academic-research-skills if…
- License: academic-research-skills is Other, GPTCache 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 GPTCache if…
- License: GPTCache is MIT, academic-research-skills is Other.
- Tags unique to GPTCache: aigc, autogpt, babyagi, chatbot.
- Also covers Vector Databases.
When NOT to use GPTCache
- Last GitHub push was 366 days ago (dormant maintenance, Jul 11, 2025). Validate activity before betting a new project on GPTCache.
- LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
- Vector Databases: Don't reach for a dedicated vector DB under ~100k vectors; pgvector on your existing Postgres is simpler to operate.
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 (zilliztech/GPTCache) · observed Jul 11, 2026
- GitHub forks (zilliztech/GPTCache) · observed Jul 11, 2026
- Last push (zilliztech/GPTCache) · observed Jul 11, 2025
- License file (MIT) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: academic-research-skills 37k · GPTCache 8.1k (synced Jul 11, 2026).
Common questions
- What is the difference between academic-research-skills and GPTCache?
- academic-research-skills: Academic Research Skills for Claude Code: research → write → review → revise → finalize. GPTCache: Semantic cache for LLMs. Fully integrated with LangChain and llama_index.. See the comparison table for live GitHub stats and shared categories.
- When should I choose academic-research-skills over GPTCache?
- Choose academic-research-skills over GPTCache when License: academic-research-skills is Other, GPTCache is MIT; Tags unique to academic-research-skills: academic-pipeline, academic-writing, ai-research, claude; Also covers Data & Retrieval.
- When should I choose GPTCache over academic-research-skills?
- Choose GPTCache over academic-research-skills when License: GPTCache is MIT, academic-research-skills is Other; Tags unique to GPTCache: aigc, autogpt, babyagi, chatbot; Also covers Vector Databases.
- 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 GPTCache?
- Last GitHub push was 366 days ago (dormant maintenance, Jul 11, 2025). Validate activity before betting a new project on GPTCache. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. Vector Databases: Don't reach for a dedicated vector DB under ~100k vectors; pgvector on your existing Postgres is simpler to operate.
- Is academic-research-skills or GPTCache more popular on GitHub?
- academic-research-skills has more GitHub stars (37,300 vs 8,094). Stars measure visibility, not whether either tool fits your constraints.
- Are academic-research-skills and GPTCache open source?
- Yes - both are open-source projects on GitHub (academic-research-skills: Other, GPTCache: MIT).
- Where can I find alternatives to academic-research-skills or GPTCache?
- GraphCanon lists graph-backed alternatives at academic-research-skills alternatives and GPTCache alternatives (academic-research-skills markdown twin, GPTCache 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 GPTCache?
- academic-research-skills: Very active. GPTCache: 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 GPTCache?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: academic-research-skills trust report; GPTCache trust report.