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sentry-sdk-skill-creator

getsentry/sentry-for-ai

Generate complete Sentry SDK skill bundles for any platform with wizard flow and feature references.

What is sentry-sdk-skill-creator?

Creates a full SDK skill package for Sentry, including a main SKILL.md wizard and deep-dive reference files for each feature pillar. Use this when building new sentry-<platform>-sdk skills or adding Sentry support to a new language/framework. Requires systematic research of official docs and SDK APIs before code generation.

  • Orchestrates multi-phase SDK skill creation: identify SDK, research features, generate main SKILL.md, produce feature reference files
  • Implements four-phase wizard pattern (Detect, Recommend, Guide, Cross-Link) for consistent onboarding across all Sentry SDKs
  • Manages parallel research tasks across feature areas (setup, error monitoring, tracing, logging, session replay, AI monitoring)
  • Generates framework-specific configuration tables, init options, and middleware guidance
  • Produces reference dispatch structure linking main skill to deep-dive feature documentation
  • Validates research quality and ensures code examples use real SDK APIs with minimum version requirements

How to install sentry-sdk-skill-creator

npx skills add https://github.com/getsentry/sentry-for-ai --skill sentry-sdk-skill-creator
Prerequisites
  • Access to official Sentry platform documentation (docs.sentry.io)
  • Access to the target SDK's GitHub repository for API verification
  • Understanding of the Sentry SDK skill philosophy and architecture (references/philosophy.md)
  • Familiarity with the research playbook and parallel task execution (references/research-playbook.md)
Claude Code
Cursor
Windsurf
Cline

How to use sentry-sdk-skill-creator

  1. 1.Phase 1: Identify the SDK — determine package name and feature matrix (error monitoring, tracing, profiling, logging, metrics, crons, session replay, AI monitoring)
  2. 2.Phase 2: Research — run parallel research tasks for each feature area against official docs and SDK source; batch by topic (setup/config, error monitoring, tracing/profiling, logging/metrics/crons, replay/AI); verify research files contain real API names and code examples
  3. 3.Phase 3: Create main SKILL.md — implement four-phase wizard with Detect/Recommend/Guide/Cross-Link sections; include wizard command (if available) as Option 1, manual setup as Option 2, configuration tables, and reference dispatch
  4. 4.Phase 4: Generate feature reference files — create deep-dive docs in references/ for each supported pillar, linking back from main SKILL.md
  5. 5.Phase 5: Quality gate — verify all research files have content, code examples use real APIs, minimum versions documented, and framework variations covered

Use cases

Good for
  • Create a new Sentry SDK skill for an unsupported language (e.g., Rust, Kotlin, Go)
  • Add Sentry support skill for a new framework (e.g., SvelteKit, Remix, FastAPI)
  • Port the SDK skill pattern to a newly released Sentry SDK
  • Build a skill bundle that includes wizard integration, manual setup, and per-feature reference docs
  • Generate framework detection logic and feature matrix for multi-framework SDKs
Who it's for
  • Sentry SDK maintainers building agent-compatible skill packages
  • AI coding agents (Claude Code, Cursor) installing Sentry SDK skills for projects
  • Developers adding Sentry monitoring to new platforms or frameworks
  • Teams standardizing Sentry onboarding across multiple language ecosystems

sentry-sdk-skill-creator FAQ

Why is Phase 2 (Research) so critical?

Skill quality depends entirely on accurate, current SDK API knowledge. You must research every feature against official Sentry docs and the SDK's GitHub source — never write from memory. Parallel research tasks ensure thorough coverage of all feature areas before code generation begins.

What is the Sentry wizard and why does it matter?

The Sentry wizard (npx @sentry/wizard@latest -i <integration>) handles the entire auth flow interactively: login, org/project selection, auth token creation, and source map upload configuration. For frontend SDKs, source maps are critical — without them, production stack traces show minified code. The wizard is the most reliable way to get both auth and source maps right in one step. Present it as Option 1 (Recommended) in the generated skill.

Should the agent run the wizard, or should the user?

The wizard requires interactive browser login and cannot be run by the agent. Present it in a blockquote telling the user to copy-paste the command into their own terminal. Tell them to come back when done. If they skip the wizard, proceed with Option 2 (Manual Setup).

What goes in the main SKILL.md vs. reference files?

Main SKILL.md covers the four-phase wizard flow, quick-start config, framework tables, and reference dispatch. Deep-dive details for individual features (error monitoring, tracing, profiling, logging, metrics, crons, session replay, AI monitoring) belong in references/<feature>.md files. Keep the main file lean and focused.

How do I verify research quality before generating the skill?

Check that each research file has actual content (not just process notes), contains code examples with real API names, includes minimum SDK versions, and covers framework-specific variations. Re-run any research task that produced fewer than 100 lines — it likely failed silently.

Full instructions (SKILL.md)

Source of truth, from getsentry/sentry-for-ai.


name: sentry-sdk-skill-creator description: Create a complete Sentry SDK skill bundle for any platform. Use when asked to "create an SDK skill", "add a new platform skill", "write a Sentry skill for X", or build a new sentry-<platform>-sdk skill bundle with wizard flow and feature reference files. license: Apache-2.0 category: internal disable-model-invocation: true

All Skills > SDK Skill Creator

Create a Sentry SDK Skill Bundle

Produce a complete, research-backed SDK skill bundle — a main wizard SKILL.md plus deep-dive reference files for every feature pillar the SDK supports.

Invoke This Skill When

  • Asked to "create a Sentry SDK skill" for a new platform
  • Asked to "add support for [language/framework]" to sentry-agent-skills
  • Building a new sentry-<platform>-sdk skill bundle
  • Porting the SDK skill pattern to a new Sentry SDK

Read ${SKILL_ROOT}/references/philosophy.md first — it defines the bundle architecture, wizard flow, and design principles this skill implements.


Phase 1: Identify the SDK

Determine what you're building a skill for:

# What SDK? What's the package name?
# Examples: sentry-go, @sentry/sveltekit, sentry-python, sentry-ruby, sentry-cocoa

Establish the feature matrix — which Sentry pillars does this SDK support?

PillarCheck docsNotes
Error MonitoringAlways availableNon-negotiable baseline
Tracing/PerformanceUsually availableCheck for span API
ProfilingVariesMay be removed or experimental
LoggingNewer featureCheck minimum version
MetricsNewer featureCheck minimum version
CronsBackend onlyNot available for frontend SDKs
Session ReplayFrontend onlyNot available for backend SDKs
AI MonitoringSome SDKsUsually JS + Python only

Reference existing SDK skills to understand the target quality level:

ls skills/sentry-*-sdk/ 2>/dev/null
# Read 1-2 existing SDK skills for pattern reference

Phase 2: Research

This is the most critical phase. Skill quality depends entirely on accurate, current API knowledge. Do NOT write skills from memory — research every feature against official docs.

Research Strategy

Spin off parallel research tasks (using the claude tool with outputFile) — one per feature area. Each task should:

  1. Visit the official Sentry docs pages for that feature
  2. Visit the SDK's GitHub repo for source-level API verification
  3. Write thorough findings to a dedicated research file

Read ${SKILL_ROOT}/references/research-playbook.md for the detailed research execution plan, including prompt templates and file naming conventions.

Research the Sentry Wizard

Before diving into feature research, check whether the Sentry wizard CLI supports this framework:

# Check the SDK's docs landing page for wizard instructions
# Visit: https://docs.sentry.io/platforms/<platform>/
# Look for: "npx @sentry/wizard@latest -i <integration>"

If a wizard integration exists:

  1. Document the exact wizard command and -i flag
  2. Document what the wizard creates/modifies (files, config, build plugins)
  3. Note that the wizard handles authentication interactively — login, org/project selection, and auth token creation/download all happen automatically
  4. Note whether the wizard sets up source map upload — this is critical for frontend SDKs
  5. This will become "Option 1: Wizard (Recommended)" in Phase 3 of the generated skill

Why this matters: The wizard handles the entire auth flow (login, org/project selection, auth token) and source map upload configuration automatically. Without source maps, production stack traces show minified code — making Sentry nearly useless for frontend debugging. And without the auth token, source maps can't be uploaded at all. The wizard is the most reliable way to get both right in a single step.

Research Batching

Batch research tasks by topic area. Run them in parallel where possible:

BatchTopicsOutput file
1Setup, configuration, all init options, framework detectionresearch/<sdk>-setup-config.md
2Error monitoring, panic/exception capture, scopes, enrichmentresearch/<sdk>-error-monitoring.md
3Tracing, profiling (if supported)research/<sdk>-tracing-profiling.md
4Logging, metrics, crons (if supported)research/<sdk>-logging-metrics-crons.md
5Session replay (frontend only), AI monitoring (if supported)research/<sdk>-replay-ai.md

Important: Tell each research task to write its output to a file (outputFile parameter). Do NOT consume research results inline — they're large (500–1200 lines each). Workers will read them from disk later.

Research Quality Gate

Before proceeding, verify each research file:

  • Has actual content (not just Claude's process notes)
  • Contains code examples with real API names
  • Includes minimum SDK versions
  • Covers framework-specific variations
# Quick verification
for f in research/<sdk>-*.md; do
  echo "=== $(basename $f) ==="
  wc -l "$f"
  grep -c "^#" "$f"  # should have multiple headings
done

Re-run any research task that produced fewer than 100 lines — it likely failed silently.


Phase 3: Create the Main SKILL.md

The main SKILL.md implements the four-phase wizard from the philosophy doc. Keep it focused — the main file should cover the wizard flow, quick start config, framework tables, and reference dispatch. Deep-dive details for individual features belong in references/ files, not here. Be thorough but not redundant.

Gather Context First

Before writing, run a scout or read existing skills to understand conventions:

  • Frontmatter pattern (name, description, license)
  • "Invoke This Skill When" trigger phrases
  • Table formatting and code example style
  • Troubleshooting table conventions

SKILL.md Structure

---
name: sentry-<platform>-sdk
description: Full Sentry SDK setup for <Platform>. Use when asked to "add Sentry
  to <platform>", "install <package>", or configure error monitoring, tracing,
  [features] for <Platform> applications. Supports [frameworks].
license: Apache-2.0
---

# Sentry <Platform> SDK

## Invoke This Skill When
[trigger phrases]

## Phase 1: Detect
[bash commands to scan project — package manager, framework, existing Sentry, frontend/backend]

## Phase 2: Recommend
[opinionated feature matrix with "always / when detected / optional" logic]

## Phase 3: Guide
### Option 1: Wizard (Recommended)   ← if wizard exists for this framework
[blockquote telling the user to run the wizard themselves — it requires interactive browser login. Include the command in a copy-pasteable code block inside the blockquote. Tell them to come back when done. Add a line after the blockquote: "If the user skips the wizard, proceed with Option 2 (Manual Setup) below."]
### Option 2: Manual Setup            ← always include
### Install
### Quick Start — Recommended Init
### Source Maps Setup                  ← required for frontend/mobile SDKs
### Framework Middleware (if applicable)
### For Each Agreed Feature
[reference dispatch table: feature → ${SKILL_ROOT}/references/<feature>.md]

## Configuration Reference
[key init options table, environment variables]

## Verification
[test snippet]

## Phase 4: Cross-Link
[detect companion frontend/backend, suggest matching SDK skills]

## Troubleshooting
[common issues table]

Key Principles for the Main SKILL.md

  1. Keep it lean — deep details go in references, not here
  2. Wizard-first for framework SDKs — if the Sentry wizard supports this framework, present it as "Option 1: Wizard (Recommended)" before any manual setup. The wizard requires interactive browser login and cannot be run by the agent — present it in a blockquote telling the user to copy-paste the command into their own terminal, and come back when done. If the user skips the wizard, the agent proceeds with full manual setup. See ${SKILL_ROOT}/references/philosophy.md for the full pattern.
  3. Source maps are non-negotiable for frontend/mobile — the manual setup path must include source map upload configuration (build tool plugin + env vars). Without source maps, production stack traces are unreadable minified code.
  4. Detection commands must be real — test them against actual projects
  5. Recommendation logic must be opinionated — "always", "when X detected", not "maybe consider"
  6. Quick Start config should enable the most features with sensible defaults
  7. Framework middleware table — exact import paths, middleware calls, and quirks
  8. Cross-link aggressively — if Go backend, suggest frontend. If Svelte frontend, suggest backend.

Phase 4: Create Reference Files

One reference file per feature pillar the SDK supports. These are deep dives — they can be longer than the main SKILL.md.

Reference File Structure

# <Feature> — Sentry <Platform> SDK

> Minimum SDK: `<package>` vX.Y.Z+

## Configuration

## Code Examples
### Basic usage
### Advanced patterns
### Framework-specific notes (if applicable)

## Best Practices

## Troubleshooting
| Issue | Solution |
|-------|----------|

What Makes a Good Reference

Read ${SKILL_ROOT}/references/quality-checklist.md for the full quality rubric.

Key points:

  • Working code examples — not pseudo-code, not truncated snippets
  • Tables for config options — type, default, minimum version
  • One complete example per pattern — don't show 5 variations of the same thing
  • Framework-specific notes — call out when behavior differs between frameworks
  • Minimum SDK version at the top — always
  • Honest about limitations — if a feature was removed (like Go profiling), say so

Feature-Specific Guidance

FeatureKey things to cover
Error MonitoringCapture APIs, panic/exception recovery, scopes, enrichment (tags/user/breadcrumbs), error chains, BeforeSend, fingerprinting
TracingSample rates, custom spans, distributed tracing, framework middleware, operation types
ProfilingSample rate config, how it attaches to traces, or honest "removed/not available"
LoggingEnable flag, logger API, integration with popular logging libraries, filtering
MetricsCounter/gauge/distribution APIs, units, attributes, best practices for cardinality
CronsCheck-in API, monitor config, schedule types, heartbeat patterns
Session ReplayReplay integration, sample rates, privacy masking, canvas/network recording

Note for frontend/mobile SDKs: Source map upload configuration belongs in the main SKILL.md (Phase 3: Guide), not in a reference file. It's part of the core setup flow — every frontend production deployment needs it. Cover the build tool plugin, the required env vars (SENTRY_AUTH_TOKEN, SENTRY_ORG, SENTRY_PROJECT), and add .env to .gitignore.


Phase 5: Verify Everything

Do NOT skip this phase. SDK APIs change frequently. Research can hallucinate. Workers can fabricate config keys.

API Verification

Run a dedicated verification pass against the SDK's actual source code:

Research prompt: "Verify these specific API names and signatures against
the <SDK> GitHub repo source code: [list every API from the skill files]"

Things that commonly go wrong:

  • Config option names with wrong casing (SendDefaultPii vs SendDefaultPII)
  • Fabricated config keys that don't exist (experimental.tracing — verify it's real)
  • Deprecated APIs used instead of modern replacements (configureScopegetIsolationScope)
  • Features listed as available when they've been removed (profiling in Go SDK)
  • Wrong minimum version numbers

Review Pass

Run a reviewer on the complete skill bundle:

  • Technical accuracy of code examples
  • Consistency between main SKILL.md and reference files
  • Consistency with existing SDK skills in the repo
  • Agent Skills spec compliance (frontmatter, naming)

Fix Review Findings

Triage by priority:

  • P0: Misleading claims (advertising removed features) — fix immediately
  • P1: Incorrect APIs, deprecated methods — fix before merge
  • P2: Style inconsistencies, version nitpicks — fix if quick
  • P3: Skip

Phase 6: Register and Update Docs

After the skill passes review:

  1. Update README.md — add to the SDK Skills table
  2. Update AGENTS.md — if the philosophy doc or skill categories section needs it
  3. Add usage examples — trigger phrases in the Usage section
  4. Document the bundle pattern — if this is a new SDK, note the references/ structure

Commit Strategy

Each major piece gets its own commit:

  1. feat(<platform>-sdk): add sentry-<platform>-sdk main SKILL.md wizard
  2. feat(<platform>-sdk): add reference deep-dives for all feature pillars
  3. docs(readme): add sentry-<platform>-sdk to available skills
  4. fix(skills): address review findings (if any)

Checklist

Before declaring the skill complete:

  • Philosophy doc read and followed
  • All feature pillars researched from official docs (not from memory)
  • Research files verified (real content, correct APIs, >100 lines each)
  • Main SKILL.md is focused — wizard flow + quick start + reference dispatch; deep dives in references
  • Main SKILL.md implements all 4 wizard phases
  • Wizard CLI checked — if supported, presented as "Option 1: Wizard (Recommended)" with auth flow + source map benefits described
  • Source map / debug symbol upload covered in manual setup path (frontend/mobile SDKs)
  • Reference file for each supported feature pillar
  • APIs verified against SDK source code
  • Review pass completed, findings addressed
  • Profiling/removed features honestly documented (not advertised)
  • Cross-links to companion frontend/backend skills
  • README.md updated
  • All commits polished with descriptive messages