Verifying Markdown and docs changes

• Security scanning Injection, unsafe APIs and tainted data reaching a sink.
  codeql 23% · 14 of 61 repos

  runs via GitHub Action github/codeql-action/analyze

  exit codes, docs, alternatives, where it runs

  • Runs inci
  • Alternativessemgrep 8%
  • Seen innodejs/node, langflow-ai/langflow, mui/material-ui, neovim/neovim, prometheus/prometheus, nuxt/nuxt
  • Docshttps://github.com/github/codeql
• Secret scanning Credentials and tokens committed to the repository.
  gitleaks 3% · 2 of 61 repos

  gitleaks git --config=.gitleaks.toml --baseline-path=.gitleaks-baseline.json --log-opts=$SCAN_REF --report-format=sarif --report-path=gitleaks.sarif .copy

  exit codes, docs, alternatives, where it runs

  • Commands seengitleaks git --config=.gitleaks.toml --baseline-path=.gitleaks-baseline.json --log-opts=$SCAN_REF --report-format=sarif --report-path=gitleaks.sarif .
gitleaks version
pre-commit hook gitleaks
  • Runs inpre-commit, ci
  • Seen inawslabs/mcp, awslabs/aidlc-workflows
  • Docshttps://github.com/gitleaks/gitleaks
• Dependency audit Known-vulnerable or disallowed dependencies and licenses.
  dependency-review 3% · 2 of 61 repos

  runs via GitHub Action actions/dependency-review-action

  exit codes, docs, alternatives, where it runs

  • Runs inci
  • Seen inprettier/prettier, awslabs/mcp
  • Docshttps://github.com/actions/dependency-review-action

• Enforce scope boundariesWhen implementing hierarchical permission systems with scopes, ensure that permissions granted at a specific scope cannot be used to acce...

  gravitational/teleport Security Markdown security 2025-09-04

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• Defense-in-depth Security GuardrailsWhen handling security-sensitive interactions (authz/ownership, network callbacks, and untrusted execution), apply defense-in-depth at th...

  QwenLM/qwen-code Security Markdown ai-agents 2026-07-29

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• Layer security defensesImplement multiple layers of security throughout your application rather than relying on a single protection mechanism. This defense-in-d...

  rails/rails Security Markdown app-frameworks 2025-07-01

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• Untrusted Actions CheckoutTreat `pull_request_target` and `workflow_run` as *privileged* contexts: if you use them, you must assume any incoming PR code or artifac...

  github/docs Security Markdown security 2025-09-19

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• Treat Inputs as UntrustedApply a consistent security posture to every workflow/prompt-controlled value and to any derived content that will be rendered or linked:...

  bmad-code-org/bmad-method Security Markdown security 2026-07-22

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65 more in Security — the playbook lists the top 12.

• Type checking Wrong types, unhandled null or None, call signatures broken across modules.

  No scanned repository in this language runs a tool for this. Lean on the review prompts.

• Unit and integration tests Behaviour regressions on the paths the tests exercise.

  No scanned repository in this language runs a tool for this. Lean on the review prompts.

• Property-based tests Edge-case inputs nobody wrote a test for; invariants over generated data.

  No scanned repository in this language runs a tool for this. Lean on the review prompts.

• API authentication requirementsEnsure all API documentation and code examples include proper authentication headers and clearly explain authentication requirements. As ...

  langflow-ai/langflow API Markdown ai-agents 2025-07-08

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• Use extensible parameter objectsWhen designing APIs that may need additional parameters in the future, use objects instead of individual parameters to enable extension w...

  electron/electron API Markdown devtools 2025-07-04

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• Idempotent error-safe disposersWhen implementing resource cleanup logic, especially disposers for explicit resource management, always design for resilience during erro...

  nodejs/node Error Handling Markdown runtimes 2025-06-29

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• Evolve return valuesWhen extending APIs with new capabilities, carefully consider how changes to return values affect consumers. Avoid creating polymorphic r...

  nodejs/node API Markdown runtimes 2025-07-11

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• Document all responsesWhen designing APIs, thoroughly document all possible responses your endpoints can return, not just the "happy path" success cases. Inclu...

  fastapi/fastapi API Markdown app-frameworks 2025-03-05

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82 more in API, Error Handling, Null Handling — the playbook lists the top 12.

• Unit and integration tests Behaviour regressions on the paths the tests exercise.

  No scanned repository in this language runs a tool for this. Lean on the review prompts.

• Version and platform matrix Breakage on a runtime version, OS or feature combination you did not run locally.
  ci-matrix 41% · 25 of 61 repos

  analyze (language: 2)copy

  exit codes, docs, alternatives, where it runs

  • Commands seenanalyze (language: 2)
analyze (language: 1)
Tests (include: 5)
  • Runs inci
  • Seen in30-seconds/30-seconds-of-code, nodejs/node, langflow-ai/langflow, sveltejs/svelte, microsoft/playwright, vitejs/vite
  • Docshttps://docs.github.com/en/actions/how-tos/write-workflows/choose-what-workflows-do/run-job-variations

• Consistent code examplesMaintain consistent formatting and styling in code examples throughout your NestJS application documentation. This ensures developers can...

  fastapi/fastapi NestJS Markdown app-frameworks 2025-07-02

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• Transaction-aware task enqueuingWhen working with background tasks that depend on database changes, ensure tasks are enqueued only after the related transaction has succ...

  django/django Celery Txt app-frameworks 2024-12-28

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• Property-based tests Edge-case inputs nobody wrote a test for; invariants over generated data.

  No scanned repository in this language runs a tool for this. Lean on the review prompts.

• Fuzzing Crashes, panics and hangs on malformed input, especially in parsers and decoders.

  No scanned repository in this language runs a tool for this. Lean on the review prompts.

• Mutation testing Tests that keep passing whatever the code does.

  No scanned repository in this language runs a tool for this. Lean on the review prompts.

• Proofs and specifications Design-level bugs in protocols and algorithms, checked against a specification.
  coq 3% · 2 of 61 repos

  exit codes, docs, alternatives, where it runs

  • Seen inhelix-editor/helix, vlang/v
  • Docshttps://github.com/rocq-prover/rocq

• Precise type narrowingImplement sound type narrowing algorithms that balance precision with correctness. When narrowing types: 1. For direct assignments, narro...

  astral-sh/ruff Algorithms Markdown devtools 2025-06-17

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• Algorithm explanation clarityWhen documenting algorithms, provide detailed explanations of the underlying logic with concrete examples and clear process flows. Abstra...

  volcano-sh/volcano Algorithms Markdown orchestration 2025-08-20

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• Specify algorithmic scope preciselyWhen documenting changes to algorithms, data structures, or computational approaches, explicitly identify the specific components affecte...

  astral-sh/ty Algorithms Markdown devtools 2025-08-14

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• Correct Algorithm ContractsFor algorithm/data-structure snippets, make correctness and the function contract explicit: don’t silently break edge cases, validate req...

  30-seconds/30-seconds-of-code Algorithms Markdown app-frameworks 2020-10-22

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• Deterministic Matching InvariantsWhen implementing algorithms for pairing/alignment, matching/routing, search, or event fan-out, require a clearly stated invariant and ex...

  warpdotdev/warp Algorithms Markdown devtools 2026-05-08

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23 more in Algorithms — the playbook lists the top 12.

• Concurrency model checking Races and orderings that fail only under specific interleavings.

  No scanned repository in this language runs a tool for this. Lean on the review prompts.

• Undefined-behaviour detection Memory-safety and aliasing violations in unsafe code.

  No scanned repository in this language runs a tool for this. Lean on the review prompts.

• Property-based tests Edge-case inputs nobody wrote a test for; invariants over generated data.

  No scanned repository in this language runs a tool for this. Lean on the review prompts.

• Atomic Exact-Run CancellationWhen implementing concurrent async workflows with callbacks (Stop/Submit/Cancel, permission settlement, card actions), make the operation...

  QwenLM/qwen-code Concurrency Markdown ai-agents 2026-07-28

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• Persist Only Settled QueriesWhen using async/concurrent flows (streaming, dehydration/rehydration, optimistic updates), ensure you never persist “in-flight” async st...

  tanstack/query Concurrency Markdown app-frameworks 2025-12-26

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• Ensure proper async contextAlways wrap asynchronous operations (await, suspend functions, try-await) in the appropriate language-specific async context. Top-level a...

  appwrite/appwrite Concurrency Markdown app-frameworks 2025-05-18

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• Respect async execution orderWhen working with asynchronous code, always be mindful of the execution order of operations, particularly with regards to yielded depende...

  fastapi/fastapi Concurrency Markdown app-frameworks 2025-02-25

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• Wrap threaded code properlyWhen working with threads in Rails applications, always wrap application code with `Rails.application.executor.wrap` to ensure thread saf...

  rails/rails Concurrency Markdown app-frameworks 2025-06-25

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2 more in Concurrency — the playbook lists the top 7.

• Unit and integration tests Behaviour regressions on the paths the tests exercise.

  No scanned repository in this language runs a tool for this. Lean on the review prompts.

• Fuzzing Crashes, panics and hangs on malformed input, especially in parsers and decoders.

  No scanned repository in this language runs a tool for this. Lean on the review prompts.

• Complete network configurationsNetwork configuration examples and documentation should include all essential networking components such as ports, protocols, timeouts, a...

  traefik/traefik Networking Markdown cloud-infra 2025-07-13

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• Middleware ordering and chainingWhen using Express, treat middleware registration as an HTTP request-processing pipeline: middleware executes in the order you add it, an...

  freeCodeCamp/freeCodeCamp Networking Markdown docs 2026-05-08

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• Protocol-specific error handlingHandle errors and responses appropriately based on the network protocol being used. Different protocols have different mechanisms for err...

  fastapi/fastapi Networking Markdown app-frameworks 2025-02-25

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• Authenticated health checksWhen implementing health checks for external services, verify the complete communication stack rather than just basic connectivity. Healt...

  gravitational/teleport Networking Markdown security 2025-09-05

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• document network requirementsWhen documenting network-dependent features, explicitly specify all network configuration requirements including protocol support, certif...

  argoproj/argo-cd Networking Markdown orchestration 2025-01-20

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18 more in Networking, Axios — the playbook lists the top 12.

• End-to-end browser tests User flows broken across components, routing and the network.

  No scanned repository in this language runs a tool for this. Lean on the review prompts.

• Linting Bug-prone patterns, unused code and conventions the formatter does not cover.

  No scanned repository in this language runs a tool for this. Lean on the review prompts.

• documentation clarity standardsEnsure all React-related documentation, comments, and descriptions maintain high standards of clarity, accuracy, and consistency. This in...

  remix-run/react-router React Markdown app-frameworks 2025-07-11

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• documentation formatting consistencyEnsure consistent formatting throughout documentation by applying these standards: wrap code terms, variable names, and boolean values in...

  nuxt/nuxt Next Markdown app-frameworks 2025-04-16

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• SSR documentation completenessEnsure server-side rendering documentation provides complete implementation details with proper build configurations and explanatory cont...

  TanStack/router Next Markdown app-frameworks 2025-07-20

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• Use reactive signal patternsPrefer Angular's reactive signal patterns over manual subscription management and imperative approaches. Use signals directly in template...

  angular/angular Angular Markdown app-frameworks 2025-09-02

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• Control focus and suspenseWhen implementing React hooks around navigation focus or React Suspense: 1) Treat focus/mount as distinct - If you use `useFocusEffect` t...

  tanstack/query React Markdown app-frameworks 2025-09-01

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20 more in React, Next, Next.js, Vue, Angular — the playbook lists the top 12.

• Unit and integration tests Behaviour regressions on the paths the tests exercise.

  No scanned repository in this language runs a tool for this. Lean on the review prompts.

• Version and platform matrix Breakage on a runtime version, OS or feature combination you did not run locally.
  ci-matrix 41% · 25 of 61 repos

  analyze (language: 2)copy

  exit codes, docs, alternatives, where it runs

  • Commands seenanalyze (language: 2)
analyze (language: 1)
Tests (include: 5)
  • Runs inci
  • Seen in30-seconds/30-seconds-of-code, nodejs/node, langflow-ai/langflow, sveltejs/svelte, microsoft/playwright, vitejs/vite
  • Docshttps://docs.github.com/en/actions/how-tos/write-workflows/choose-what-workflows-do/run-job-variations

• Explicit StaleTime PolicyFor every query, define a clear staleness/refetch policy—especially for SSR/hydration—rather than relying on defaults or assumptions. **S...

  tanstack/query Caching Markdown app-frameworks 2026-03-30

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• Prevent N+1 queriesThe N+1 query problem is one of the most common performance bottlenecks in Django applications. This occurs when you retrieve a list of o...

  django/django Database Txt app-frameworks 2025-07-06

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• Configure type serializationWhen working with databases that exchange data with other systems, ensure proper serialization and deserialization of data types like UUI...

  elastic/elasticsearch Database Markdown data-systems 2025-07-02

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• Understand query method behaviorWhen working with database queries in Active Record, it's essential to understand the precise behavior of query methods to avoid unexpect...

  rails/rails Database Markdown app-frameworks 2025-05-20

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• Data model guardrailsDefault schemas should be designed for (a) correct capacity/performance assumptions and (b) efficient, queryable storage. 1) Use correct ...

  awslabs/mcp Database Markdown ai-agents 2026-07-31

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17 more in Database, Migrations, Caching — the playbook lists the top 12.

No tool-based check applies. The review prompts below are the verification.

• Explain optimization mechanismsWhen implementing or documenting performance optimizations, clearly explain the mechanism and expected performance benefit. For memory-bo...

  apache/mxnet Performance Optimization Markdown ml-systems 2022-08-25

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• Proactive cache warmingImplement proactive cache warming strategies to minimize performance degradation after system restarts or during cold starts. Rather than...

  neondatabase/neon Performance Optimization Markdown data-systems 2025-07-01

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• Leverage native toolingPrioritize native or Rust-based implementations of build tools over their JavaScript counterparts to significantly improve performance in...

  vitejs/vite Performance Optimization Markdown devtools 2025-04-18

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• Strategic component loadingChoose component loading strategies based on when interactivity is actually needed, not just code splitting. Lazy prefixed components onl...

  nuxt/nuxt Performance Optimization Markdown app-frameworks 2025-04-03

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• Reduce runtime overheadWhen optimizing performance, remove repeated work in hot paths: avoid per-call overhead, extra passes over the same data, and unnecessary...

  30-seconds/30-seconds-of-code Performance Optimization Markdown app-frameworks 2018-07-10

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17 more in Performance Optimization — the playbook lists the top 12.

• Unit and integration tests Behaviour regressions on the paths the tests exercise.

  No scanned repository in this language runs a tool for this. Lean on the review prompts.

• AI provider documentation completenessEnsure comprehensive documentation for AI/ML provider integrations that covers all usage patterns, uses precise terminology, and provides...

  BerriAI/litellm AI Markdown llm-infra 2025-08-12

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• Deterministic Prompt ContractsWrite AI prompt/workflow steps as deterministic contracts: remove ambiguity, force required lookups, gate behavior by mode, and make unat...

  bmad-code-org/bmad-method AI Markdown ai-agents 2026-08-07

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• Technical precision mattersWhen documenting AI models, frameworks, and optimization techniques, precision in language is as important as precision in your algorithm...

  apache/mxnet AI Markdown ml-systems 2022-08-25

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• AI configuration documentationEnsure AI model configurations and related documentation use precise terminology and provide clear, complete setup instructions without o...

  stanfordnlp/dspy AI Markdown ai-agents 2025-08-12

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• Accurate AI ContentWhen writing AI/LLM-related documentation or roadmap material, ensure it (a) states model limitations precisely, (b) stays in the correct...

  kamranahmedse/developer-roadmap AI Markdown docs 2024-11-04

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24 more in AI, Pytorch — the playbook lists the top 12.

No tool-based check applies. The review prompts below are the verification.

• complete observability router optionsWhen documenting router configuration options for any provider (Docker, Consul Catalog, ECS, KV stores, Nomad, etc.), ensure that all obs...

  traefik/traefik Observability Markdown cloud-infra 2025-02-13

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• Complete observability documentationEnsure documentation for observability systems provides comprehensive information including all required permissions, complete configurat...

  prometheus/prometheus Observability Markdown observability 2025-07-17

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• Place attributes correctlyWhen implementing observability with OpenTelemetry, place attributes at the appropriate level in the telemetry hierarchy to ensure effect...

  open-telemetry/opentelemetry-python Observability Markdown observability 2025-06-24

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• Tracing schema and continuityWhen adding or integrating agent frameworks/invocation paths, ensure observability works end-to-end by meeting BOTH requirements: (1) the...

  awslabs/agentcore-samples Observability Markdown ai-agents 2026-07-15

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• Prefer lightweight observability integrationsObservability integrations should minimize external dependencies and avoid patching LiteLLM's core functions. Instead of requiring users ...

  BerriAI/litellm Observability Markdown llm-infra 2025-07-10

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14 more in Logging, Observability — the playbook lists the top 12.

• CI workflow linting Broken GitHub Actions syntax, script injection, over-broad token permissions.

  No scanned repository in this language runs a tool for this. Lean on the review prompts.

• File hygiene Invalid JSON, YAML or TOML, merge markers, trailing whitespace, oversized files.
  pre-commit-hooks 13% · 8 of 61 repos autofix

  runs via pre-commit hook end-of-file-fixer

  exit codes, docs, alternatives, where it runs

  • Commands seenpre-commit hook end-of-file-fixer
pre-commit hook trailing-whitespace
pre-commit hook check-added-large-files
  • Runs inpre-commit, ci
  • Seen inlangflow-ai/langflow, fastapi/fastapi, bmad-code-org/bmad-method, astral-sh/ruff, pydantic/pydantic, SWE-agent/SWE-agent
  • Docshttps://github.com/pre-commit/pre-commit-hooks

• configuration value consistencyEnsure configuration values follow consistent formats, use meaningful defaults, and accurately distinguish between required and optional ...

  traefik/traefik Configurations Markdown cloud-infra 2025-06-25

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• Configuration documentation clarityEnsure configuration documentation clearly distinguishes between deployment contexts and uses consistent terminology throughout. When doc...

  langflow-ai/langflow Configurations Markdown ai-agents 2025-07-09

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• Follow support tiersConfigure your Homebrew installation according to the defined support tiers to ensure optimal functionality and support. For Tier 1 suppo...

  Homebrew/brew Configurations Markdown devtools 2025-04-12

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• Config source alignmentBehavioral configuration must be documented and wired through the supported config system, with examples matching the actual runtime reso...

  nousresearch/hermes-agent Configurations Markdown ai-agents 2026-07-28

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• Config Documentation ConstraintsWhen adding or updating configuration-related docs (env vars, config files, feature/transport flags, and deployment commands), ensure the...

  infiniflow/ragflow Configurations Markdown llm-infra 2025-11-11

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142 more in CI/CD, Configurations — the playbook lists the top 12.

• Dependency audit Known-vulnerable or disallowed dependencies and licenses.
  dependency-review 3% · 2 of 61 repos

  runs via GitHub Action actions/dependency-review-action

  exit codes, docs, alternatives, where it runs

  • Runs inci
  • Seen inprettier/prettier, awslabs/mcp
  • Docshttps://github.com/actions/dependency-review-action
• Lockfile consistency A lockfile that no longer matches its manifest.

  No scanned repository in this language runs a tool for this. Lean on the review prompts.

• Version and platform matrix Breakage on a runtime version, OS or feature combination you did not run locally.
  ci-matrix 41% · 25 of 61 repos

  analyze (language: 2)copy

  exit codes, docs, alternatives, where it runs

  • Commands seenanalyze (language: 2)
analyze (language: 1)
Tests (include: 5)
  • Runs inci
  • Seen in30-seconds/30-seconds-of-code, nodejs/node, langflow-ai/langflow, sveltejs/svelte, microsoft/playwright, vitejs/vite
  • Docshttps://docs.github.com/en/actions/how-tos/write-workflows/choose-what-workflows-do/run-job-variations

• Mutation testing Tests that keep passing whatever the code does.

  No scanned repository in this language runs a tool for this. Lean on the review prompts.

• Version and platform matrix Breakage on a runtime version, OS or feature combination you did not run locally.
  ci-matrix 41% · 25 of 61 repos

  analyze (language: 2)copy

  exit codes, docs, alternatives, where it runs

  • Commands seenanalyze (language: 2)
analyze (language: 1)
Tests (include: 5)
  • Runs inci
  • Seen in30-seconds/30-seconds-of-code, nodejs/node, langflow-ai/langflow, sveltejs/svelte, microsoft/playwright, vitejs/vite
  • Docshttps://docs.github.com/en/actions/how-tos/write-workflows/choose-what-workflows-do/run-job-variations

• Sync versus async testsChoose the appropriate testing approach based on your test requirements. For standard API endpoint testing, use `TestClient` with regular...

  fastapi/fastapi Testing Markdown app-frameworks 2025-06-16

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• Evidence-grade TestingWhen adding or updating test/verification logic, treat the harness setup as part of the test and ensure the evidence is causally attribut...

  QwenLM/qwen-code Testing Markdown ai-agents 2026-07-26

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• prefer testing librariesWhen testing components, use established testing libraries like @testing-library/svelte instead of low-level DOM manipulation approaches....

  sveltejs/svelte Testing Markdown app-frameworks 2024-07-26

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• testing best practicesChoose testing methods, configurations, and approaches that prioritize user experience and reliability over theoretical completeness. Con...

  microsoft/playwright Testing Markdown devtools 2025-08-12

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• Clarify testing documentationEnsure that testing documentation, including changelogs, API docs, and guides, uses clear and precise language that doesn't confuse devel...

  cypress-io/cypress Testing Markdown devtools 2025-07-02

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7 more in Testing — the playbook lists the top 12.

• Docs build Broken cross-references, links and markup in documentation.
  mkdocs 13% · 8 of 61 repos

  mkdocs buildcopy

  exit codes, docs, alternatives, where it runs

  • Commands seenmkdocs build
mkdocs build --strict
mkdocs build --strict -f mkdocs.yml
  • Runs inci, local
  • Alternativessphinx 2%
  • Seen inastral-sh/uv, traefik/traefik, astral-sh/ruff, pydantic/pydantic, jj-vcs/jj, argoproj/argo-cd
  • Docshttps://github.com/mkdocs/mkdocs
• Spelling Typos in identifiers, comments and docs.
  codespell 8% · 5 of 61 repos

  codespellcopy

  exit codes, docs, alternatives, where it runs

  • Commands seencodespell
codespell --toml pyproject.toml
codespell --toml pyproject.toml --write
  • Runs inpre-commit, ci, local
  • Seen inlangflow-ai/langflow, gofiber/fiber, pydantic/pydantic, jj-vcs/jj, open-telemetry/opentelemetry-python
  • Docshttps://github.com/codespell-project/codespell

• Canonical Documentation EntriesWhen adding or updating documentation entries (e.g., course/resource lists), use canonical metadata and URLs so links don’t break, don’t ...

  EbookFoundation/free-programming-books Documentation Markdown docs 2026-02-03

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• Changelog entry conventionsChangelog entries follow a consistent, repo-wide convention, since many PRs were flagged for violating it: 1. **Placement**: New entries ...

  can1357/oh-my-pi Documentation Markdown docs 2026-10-31

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• Doc accuracy and conformanceRequire every documentation change to pass two gates: (1) strict doc-schema conformance, and (2) factual/behavioral accuracy against the ...

  nousresearch/hermes-agent Documentation Markdown ai-agents 2026-07-28

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• Docs Match ImplementationDocs must be verifiable against the actual plugin/runtime behavior: schemas (fields/types/requiredness), defaults, and example outputs. A...

  apache/apisix Documentation Markdown cloud-infra 2026-04-27

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• realistic documentation examplesUse practical, complete examples in documentation rather than oversimplified or contrived ones that cut corners. Documentation examples s...

  sveltejs/svelte Documentation Markdown app-frameworks 2025-07-15

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114 more in Documentation — the playbook lists the top 12.