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".
68
83%
Does it follow best practices?
Impact
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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 strong trigger term coverage and excellent completeness, explicitly addressing both what the skill does and when to use it. Its main weakness is that the capability description could be more specific about the concrete actions involved in the migration process (e.g., data mapping, API configuration, transcript format conversion). The distinctiveness is excellent due to the narrow, well-defined niche.
Suggestions
Add more specific concrete actions to improve specificity, e.g., 'export transcripts from source platforms, map meeting metadata, configure Fireflies API integrations, convert transcript formats, validate imported data.'
| 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 | Highly distinctive — the combination of Fireflies.ai as the target platform, migration as the action, and specific competitor names creates a very clear niche that is unlikely to conflict with other 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 migration skill with highly actionable, executable TypeScript code covering the full Fireflies migration workflow. The workflow sequencing is strong with clear validation steps and progress tracking. However, the skill is somewhat verbose for a SKILL.md — it reads more like a complete guide than an overview with progressive disclosure, and some sections (like the adapter pattern and type definitions) could be trimmed or moved to supporting files.
Suggestions
Move the adapter pattern (Step 7) and authenticated URL examples (Step 3) into separate bundle files, keeping SKILL.md as a concise overview with references.
Remove the MigrationInventory interface — it's a passive type definition that doesn't execute anything; replace with a brief checklist of what to inventory.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | The skill is fairly long with extensive code blocks that are mostly useful, but includes some unnecessary elements like the MigrationInventory interface (which is just a type definition, not executable), the migration timeline table (general project management advice Claude already knows), and the adapter pattern section which is somewhat generic. The error handling table is efficient though. | 2 / 3 |
Actionability | The code examples are concrete, executable TypeScript with real GraphQL mutations, proper API endpoints, authentication headers, error handling, and rate limiting. The batchUpload function, webhook handler, and validation function are all copy-paste ready with specific Fireflies API details. | 3 / 3 |
Workflow Clarity | The 7-step workflow is clearly sequenced from assessment through upload, tracking, validation, and gradual cutover. Step 6 provides explicit validation with quality checks on transcripts, and Step 5 includes progress tracking. The feedback loop of upload → webhook confirmation → validation is well-defined, and error handling is covered in a dedicated table. | 3 / 3 |
Progressive Disclosure | The content is largely monolithic — all code and instructions are inline in a single file with no bundle files to offload detail. The adapter pattern section and the direct file upload section could be separate reference files. The Resources section links to external docs and there's a reference to 'fireflies-observability', but the main file is quite long for a SKILL.md overview. | 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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