Gorev tipine gore dusunme modu secimi. 5 mod -- analytical (derin analiz), creative (yaratici cozum), systematic (adim adim), rapid (hizli aksiyon), debug (hata izleme). Her mod farkli prompt stratejisi ve karar agaci kullanir.
npx skills add https://github.com/vibeeval/vibecosystem --skill cognitive-modes
Her gorev ayni dusunme sekli gerektirmez. Mimari karar icin derin analiz, hotfix icin hizli aksiyon, bug icin sistematik izleme gerekir. Yanlis mod = yanlis sonuc.
NE ZAMAN: Mimari karar, teknoloji secimi, trade-off analizi
NASIL: Birden fazla perspektif, artilari/eksileri, uzun vadeli etki
HIZI: Yavas ama kapsamli
TOKEN: Yuksek (derinlemesine dusunme)
Davranis:
Ornek gorevler:
Prompt pattern:
Bu karari ANALYTICAL modda degerlendir:
1. En az 3 secenek belirle
2. Her secenegin 3+ artisi ve 3+ eksisini listele
3. Uzun vadeli etkileri degerlendir
4. Risk analizi yap
5. Net oneri ver (nedenle birlikte)
NE ZAMAN: Yeni feature tasarimi, UX/UI, problem cozme, naming
NASIL: Sinir koymadan dusun, sonra daralt
HIZI: Orta
TOKEN: Orta
Davranis:
Ornek gorevler:
Prompt pattern:
Bu gorevi CREATIVE modda ele al:
1. En az 5 farkli yaklasim uret (yargilama)
2. Her birini tek cumlede acikla
3. En ilginc 2-3'unu sec
4. Secilenleri detaylandir
5. Final oneri ver
NE ZAMAN: Implementation, migration, setup, deployment
NASIL: Sira onemli, her adim dogrulanmali
HIZI: Orta-yavas
TOKEN: Orta
Davranis:
Ornek gorevler:
Prompt pattern:
Bu gorevi SYSTEMATIC modda yap:
1. Adimlari sirala (bagimliliklariyla)
2. Her adim icin basari kriteri belirle
3. Sirayla ilerle, adim atlama
4. Her adim sonrasi dogrula
5. Hata durumunda rollback plani hazirla
NE ZAMAN: Hotfix, typo, kucuk degisiklik, bilinen cozum
NASIL: Dusunme minimum, aksiyon maksimum
HIZI: Cok hizli
TOKEN: Dusuk
Davranis:
Ornek gorevler:
Prompt pattern:
RAPID mod: Duzelt ve bitir. Aciklama gereksiz.
NE ZAMAN: Bug investigation, hata analizi, neden calismıyor
NASIL: Hipotez -> test -> eleme -> sonuc
HIZI: Degisken (basit bug = hizli, karmasik = yavas)
TOKEN: Degisken
Davranis:
Ornek gorevler:
Prompt pattern:
DEBUG mod:
1. Belirtiler: [hata mesaji, log, davranis]
2. Hipotezler: [en olasi -> en az olasi]
3. Test plani: [her hipotez icin bir test]
4. Bulgular: [ne bulundu]
5. Root cause: [kesin neden]
6. Fix: [cozum]
| Tetikleyici Kelimeler | Mod |
|----------------------|-----|
| "tasarla", "mimari", "sec", "karar", "karsilastir" | ANALYTICAL |
| "olustur", "tasarla", "fikir", "nasil olsa", "isim" | CREATIVE |
| "implement", "ekle", "kur", "migrate", "deploy" | SYSTEMATIC |
| "duzelt", "sil", "degistir", "rename", "typo" | RAPID |
| "calismıyor", "hata", "bug", "neden", "500", "fail" | DEBUG |
Bazen gorev icinde mod degistirmek gerekir:
ANALYTICAL → SYSTEMATIC
Karar alindi, simdi implement et
DEBUG → RAPID
Root cause bulundu, basit fix yeterli
DEBUG → ANALYTICAL
Root cause karmasik, mimari degisiklik gerekiyor
CREATIVE → SYSTEMATIC
Tasarim onaylandi, adim adim implement et
SYSTEMATIC → DEBUG
Bir adim basarisiz oldu, neden?
| Mod | Ortalama Token | Maliyet (Sonnet) |
|-----|---------------:|------------------:|
| RAPID | 500-2K | $0.01-0.03 |
| DEBUG | 3K-20K | $0.05-0.30 |
| SYSTEMATIC | 5K-30K | $0.08-0.45 |
| CREATIVE | 3K-15K | $0.05-0.22 |
| ANALYTICAL | 10K-50K | $0.15-0.75 |
RAPID mod kullanarak gereksiz ANALYTICAL mod'dan kacinmak %80+ token tasarrufu saglar.
Integration with protocols.io API for managing scientific protocols. This skill should be used when working with protocols.io to search, create, update, or publish protocols; manage protocol steps and materials; handle discussions and comments; organize workspaces; upload and manage files; or integrate protocols.io functionality into workflows. Applicable for protocol discovery, collaborative protocol development, experiment tracking, lab protocol management, and scientific documentation.
Analyzes job descriptions and generates tailored resumes that highlight relevant experience, skills, and achievements to maximize interview chances
Generate Excalidraw diagrams from natural language descriptions. Use when asked to "create a diagram", "make a flowchart", "visualize a process", "draw a system architecture", "create a mind map", or "generate an Excalidraw file". Supports flowcharts, relationship diagrams, mind maps, and system architecture diagrams. Outputs .excalidraw JSON files that can be opened directly in Excalidraw.
Build and distribute Expo development clients locally or via TestFlight
Use when you have a written implementation plan to execute in a separate session with review checkpoints
Data structure for annotated matrices in single-cell analysis. Use when working with .h5ad files or integrating with the scverse ecosystem. This is the data format skill—for analysis workflows use scanpy; for probabilistic models use scvi-tools; for population-scale queries use cellxgene-census.
Benchling R&D platform integration. Access registry (DNA, proteins), inventory, ELN entries, workflows via API, build Benchling Apps, query Data Warehouse, for lab data management automation.
Comprehensive molecular biology toolkit. Use for sequence manipulation, file parsing (FASTA/GenBank/PDB), phylogenetics, and programmatic NCBI/PubMed access (Bio.Entrez). Best for batch processing, custom bioinformatics pipelines, BLAST automation. For quick lookups use gget; for multi-service integration use bioservices.
Take vibeeval/cognitive-modes from the repository into ~/.claude/skills for personal
use, or into .claude/skills inside a project.
The agent identifies a skill by the name field in its header. Two skills with the
same name cannot sit side by side — one of them will be ignored.