fireflies-migration-deep-dive
Migrate to Fireflies.ai from other meeting transcription platforms or legacy recording systems. Use when switching from Otter.ai, Rev, or custom transcription to Fireflies, or importing historical meeting data into the Fireflies ecosystem. Trigger with phrases like "migrate to fireflies", "switch from otter", "fireflies migration", "import meetings to fireflies", "fireflies replatform".
85
83%
Does it follow best practices?
Impact
Pending
No eval scenarios have been run
Advisory
Suggest reviewing before use
Quality
Discovery
89%Based on the skill's description, can an agent find and select it at the right time? Clear, specific descriptions lead to better discovery.
This is a well-structured skill description with excellent trigger term coverage and clear completeness, explicitly stating both what the skill does and when to use it. Its main weakness is that the specificity of concrete actions could be improved — it describes the high-level goal (migration) but doesn't enumerate the specific technical steps or capabilities involved in the migration process.
Suggestions
Add more specific concrete actions such as 'export transcripts from source platform, map meeting metadata, configure Fireflies API integration, validate imported recordings' to improve specificity.
| Dimension | Reasoning | Score |
|---|---|---|
Specificity | The description names the domain (migration to Fireflies.ai) and mentions some actions like 'switching from' and 'importing historical meeting data', but doesn't list multiple concrete technical actions (e.g., mapping data fields, configuring API integrations, exporting transcripts, setting up webhooks). | 2 / 3 |
Completeness | Clearly answers both 'what' (migrate to Fireflies.ai from other platforms or legacy systems, import historical meeting data) and 'when' (explicit 'Use when' clause with specific scenarios, plus a 'Trigger with phrases' section listing exact trigger terms). | 3 / 3 |
Trigger Term Quality | Excellent coverage of natural trigger terms including specific competitor names ('Otter.ai', 'Rev'), natural phrases users would say ('migrate to fireflies', 'switch from otter', 'import meetings to fireflies', 'fireflies replatform', 'fireflies migration'), and the general concept of migration from legacy systems. | 3 / 3 |
Distinctiveness Conflict Risk | Very clear niche — specifically about migrating TO Fireflies.ai from other meeting transcription platforms. The combination of 'Fireflies' + 'migration/switch/import' creates a highly distinct trigger profile unlikely to conflict with general transcription skills or other migration skills. | 3 / 3 |
Total | 11 / 12 Passed |
Implementation
77%Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.
This is a well-structured, highly actionable migration skill with clear step-by-step workflows, executable code, and validation checkpoints. Its main weakness is length—the inline code for all migration scenarios makes it token-heavy, and some sections (adapter pattern, auth upload variants) could be split into referenced files. The error handling table and validation step are strong additions.
Suggestions
Split the adapter pattern (Step 7), authenticated URL uploads (Step 3), and direct file upload (Step 4) into separate referenced files to reduce the main skill's token footprint.
Remove the MigrationInventory interface comment block in Step 1—Claude can infer what an inventory looks like; replace with a concise checklist of what to assess.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | The skill is fairly detailed and includes useful code, but is quite long (~200+ lines). Some sections like the adapter pattern and the MigrationInventory interface add bulk that could be trimmed or referenced externally. The migration types table and error handling table are efficient, but overall the content could be tightened. | 2 / 3 |
Actionability | The skill provides fully executable TypeScript code for batch uploads, authenticated uploads, direct file uploads, webhook tracking, validation, and gradual cutover. GraphQL mutations are complete with variables, and error handling is concrete with specific solutions. | 3 / 3 |
Workflow Clarity | The 7-step workflow is clearly sequenced from pre-migration assessment through validation and gradual cutover. Step 6 provides explicit validation of migration completeness and transcript quality, and Step 5 tracks progress via webhooks. The error handling table provides a feedback loop for common failure modes. | 3 / 3 |
Progressive Disclosure | The skill is a monolithic document with all code inline. Given its length (~200+ lines of code), the adapter pattern, direct file upload, and authenticated URL sections could be split into separate reference files. The Resources section links to external docs, and Next Steps references another skill, but the main content would benefit from better splitting. | 2 / 3 |
Total | 10 / 12 Passed |
Validation
81%Checks the skill against the spec for correct structure and formatting. All validation checks must pass before discovery and implementation can be scored.
Validation — 9 / 11 Passed
Validation for skill structure
| Criteria | Description | Result |
|---|---|---|
allowed_tools_field | 'allowed-tools' contains unusual tool name(s) | Warning |
frontmatter_unknown_keys | Unknown frontmatter key(s) found; consider removing or moving to metadata | Warning |
Total | 9 / 11 Passed | |
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