Set up and use 1Password CLI (op). Use when installing the CLI, enabling desktop app integration, signing in, and reading/injecting secrets for commands.
中文简介正在准备中。当前显示原文说明。
Use when the user wants to review a pull request, understand what a PR changes, assess risk of merging, or check for missing test coverage. Examples: "Review this PR", "What does PR #42 change?", "Is this PR safe to merge?"
中文简介正在准备中。当前显示原文说明。
安装前可以查看交给 AI 代理的指令内容。
1. gh pr diff <number> → Get the raw diff
2. gitnexus_detect_changes({scope: "compare", base_ref: "main"}) → Map diff to affected flows
3. For each changed symbol:
gitnexus_impact({target: "<symbol>", direction: "upstream"}) → Blast radius per change
4. gitnexus_context({name: "<key symbol>"}) → Understand callers/callees
5. READ gitnexus://repo/{name}/processes → Check affected execution flows
6. Summarize findings with risk assessment
If "Index is stale" → run
npx gitnexus analyzein terminal before reviewing.
- [ ] Fetch PR diff (gh pr diff or git diff base...head)
- [ ] gitnexus_detect_changes to map changes to affected execution flows
- [ ] gitnexus_impact on each non-trivial changed symbol
- [ ] Review d=1 items (WILL BREAK) — are callers updated?
- [ ] gitnexus_context on key changed symbols to understand full picture
- [ ] Check if affected processes have test coverage
- [ ] Assess overall risk level
- [ ] Write review summary with findings
| Dimension | How GitNexus Helps |
|---|---|
| Correctness | context shows callers — are they all compatible with the change? |
| Blast radius | impact shows d=1/d=2/d=3 dependents — anything missed? |
| Completeness | detect_changes shows all affected flows — are they all handled? |
| Test coverage | impact({includeTests: true}) shows which tests touch changed code |
| Breaking changes | d=1 upstream items that aren't updated in the PR = potential breakage |
| Signal | Risk |
|---|---|
| Changes touch <3 symbols, 0-1 processes | LOW |
| Changes touch 3-10 symbols, 2-5 processes | MEDIUM |
| Changes touch >10 symbols or many processes | HIGH |
| Changes touch auth, payments, or data integrity code | CRITICAL |
| d=1 callers exist outside the PR diff | Potential breakage — flag it |
gitnexus_detect_changes — map PR diff to affected execution flows:
gitnexus_detect_changes({scope: "compare", base_ref: "main"})
→ Changed: 8 symbols in 4 files
→ Affected processes: CheckoutFlow, RefundFlow, WebhookHandler
→ Risk: MEDIUM
gitnexus_impact — blast radius per changed symbol:
gitnexus_impact({target: "validatePayment", direction: "upstream"})
→ d=1 (WILL BREAK):
- processCheckout (src/checkout.ts:42) [CALLS, 100%]
- webhookHandler (src/webhooks.ts:15) [CALLS, 100%]
→ d=2 (LIKELY AFFECTED):
- checkoutRouter (src/routes/checkout.ts:22) [CALLS, 95%]
gitnexus_impact with tests — check test coverage:
gitnexus_impact({target: "validatePayment", direction: "upstream", includeTests: true})
→ Tests that cover this symbol:
- validatePayment.test.ts [direct]
- checkout.integration.test.ts [via processCheckout]
gitnexus_context — understand a changed symbol's role:
gitnexus_context({name: "validatePayment"})
→ Incoming calls: processCheckout, webhookHandler
→ Outgoing calls: verifyCard, fetchRates
→ Processes: CheckoutFlow (step 3/7), RefundFlow (step 1/5)
1. gh pr diff 42 > /tmp/pr42.diff
→ 4 files changed: payments.ts, checkout.ts, types.ts, utils.ts
2. gitnexus_detect_changes({scope: "compare", base_ref: "main"})
→ Changed symbols: validatePayment, PaymentInput, formatAmount
→ Affected processes: CheckoutFlow, RefundFlow
→ Risk: MEDIUM
3. gitnexus_impact({target: "validatePayment", direction: "upstream"})
→ d=1: processCheckout, webhookHandler (WILL BREAK)
→ webhookHandler is NOT in the PR diff — potential breakage!
4. gitnexus_impact({target: "PaymentInput", direction: "upstream"})
→ d=1: validatePayment (in PR), createPayment (NOT in PR)
→ createPayment uses the old PaymentInput shape — breaking change!
5. gitnexus_context({name: "formatAmount"})
→ Called by 12 functions — but change is backwards-compatible (added optional param)
6. Review summary:
- MEDIUM risk — 3 changed symbols affect 2 execution flows
- BUG: webhookHandler calls validatePayment but isn't updated for new signature
- BUG: createPayment depends on PaymentInput type which changed
- OK: formatAmount change is backwards-compatible
- Tests: checkout.test.ts covers processCheckout path, but no webhook test
Structure your review as:
## PR Review: <title>
**Risk: LOW / MEDIUM / HIGH / CRITICAL**
### Changes Summary
- <N> symbols changed across <M> files
- <P> execution flows affected
### Findings
1. **[severity]** Description of finding
- Evidence from GitNexus tools
- Affected callers/flows
### Missing Coverage
- Callers not updated in PR: ...
- Untested flows: ...
### Recommendation
APPROVE / REQUEST CHANGES / NEEDS DISCUSSION
还没有评价。欢迎分享你的使用感受。
无需登录即可发表。欢迎分享使用感受、提问,或说明在哪些环境下无法运行。
还没有评论。来写第一条吧。
Set up and use 1Password CLI (op). Use when installing the CLI, enabling desktop app integration, signing in, and reading/injecting secrets for commands.
中文简介正在准备中。当前显示原文说明。
Use this skill when the user requests to review, analyze, critique, or summarize academic papers, research articles, preprints, or scientific publications. Supports comprehensive structured reviews covering methodology assessment, contribution evaluation, literature positioning, and constructive feedback generation. Trigger on queries involving paper URLs, uploaded PDFs, arXiv links, or requests like "review this paper", "analyze this research", "summarize this study", or "write a peer review".
中文简介正在准备中。当前显示原文说明。
Add descriptions for new models from the HuggingFace router to chat-ui configuration. Use when new models are released on the router and need descriptions added to prod.yaml and dev.yaml. Triggers on requests like "add new model descriptions", "update models from router", "sync models", or when explicitly invoking /add-model-descriptions.
中文简介正在准备中。当前显示原文说明。
Automates browser interactions for web testing, form filling, screenshots, and data extraction. Use when the user needs to navigate websites, interact with web pages, fill forms, take screenshots, test web applications, or extract information from web pages.
中文简介正在准备中。当前显示原文说明。
Master advanced AgentDB features including QUIC synchronization, multi-database management, custom distance metrics, hybrid search, and distributed systems integration. Use when building distributed AI systems, multi-agent coordination, or advanced vector search applications.
中文简介正在准备中。当前显示原文说明。
Create and train AI learning plugins with AgentDB's 9 reinforcement learning algorithms. Includes Decision Transformer, Q-Learning, SARSA, Actor-Critic, and more. Use when building self-learning agents, implementing RL, or optimizing agent behavior through experience.
中文简介正在准备中。当前显示原文说明。