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Resolve library IDs from Fireflies transcripts

Turn meeting mentions into documentation-ready library IDs before anyone has to search manually.

Trigger

Transcription Complete Trigger

Triggers when a transcription is complete. Polls Fireflies API for transcripts created or updated since the last poll time. Handles rate limiting gracefully.

Action

Resolve-library-id

Resolves a package/product name to a Context7-compatible library ID and returns matching libraries. You MUST call this function before 'query-docs' to obtain a valid Context7-compatible library ID UNLESS the user explicitly provides a library ID in the format '/org/project' or '/org/project/version' in their query. Selection Process: 1. Analyze the query to understand what library/package the user is looking for 2. Return the most relevant match based on: - Name similarity to the query (exact matches prioritized) - Description relevance to the query's intent - Documentation coverage (prioritize libraries with higher Code Snippet counts) - Source reputation (consider libraries with High or Medium reputation more authoritative) - Benchmark Score: Quality indicator (100 is the highest score) Response Format: - Return the selected library ID in a clearly marked section - Provide a brief explanation for why this library was chosen - If multiple good matches exist, acknowledge this but proceed with the most relevant one - If no good matches exist, clearly state this and suggest query refinements For ambiguous queries, request clarification before proceeding with a best-guess match. IMPORTANT: Do not call this tool more than 3 times per question. If you cannot find what you need after 3 calls, use the best result you have.

Why this helps

Library names are often abbreviated or ambiguous, so engineers lose time finding the correct documentation source after a meeting.

  • Removes manual library-name lookup
  • Preserves the meeting context around each library
  • Creates reliable inputs for later documentation queries

Setup

Build it in a few focused steps.

  • 1Connect Fireflies and Context7 MCP in Notis once.
  • 2Create an automation in Automations using the name, prompt, report channel, and trigger fields.
  • 3Tell Notis to extract named libraries from each completed transcript and resolve every one with Context7, returning the exact library ID and confidence notes.
  • 4Pick Fireflies Transcription Complete as the trigger and choose where run reports go.
  • 5Test with one completed transcript containing a library or framework reference.

Questions about this workflow

Does this query documentation too?

No. It resolves names to Context7-compatible IDs so a later documentation query can use the correct identifier.

What if a transcript contains an unclear library name?

The report can flag ambiguous matches and include the candidate results for review.

When this happens · Trigger

Do this · Action

Supported Triggers and Actions

Notis builds workflows that link Fireflies to Context7 MCP. A trigger fires from one place; an action lands in another.

Fireflies triggers

Context7 MCP actions

Recurring trigger

Notis starts this workflow on a schedule, such as daily, weekly, or during business hours.

TriggerScheduled

Query-docs

Retrieves and queries up-to-date documentation and code examples from Context7 for any programming library or framework. You must call 'resolve-library-id' first to obtain the exact Context7-compatible library ID required to use this tool, UNLESS the user explicitly provides a library ID in the format '/org/project' or '/org/project/version' in their query. IMPORTANT: Do not call this tool more than 3 times per question. If you cannot find what you need after 3 calls, use the best information you have.

ActionInstant

Webhook trigger

Notis starts this workflow when an external tool or custom backend sends an HTTP request.

TriggerInstant

Resolve-library-id

Resolves a package/product name to a Context7-compatible library ID and returns matching libraries. You MUST call this function before 'query-docs' to obtain a valid Context7-compatible library ID UNLESS the user explicitly provides a library ID in the format '/org/project' or '/org/project/version' in their query. Selection Process: 1. Analyze the query to understand what library/package the user is looking for 2. Return the most relevant match based on: - Name similarity to the query (exact matches prioritized) - Description relevance to the query's intent - Documentation coverage (prioritize libraries with higher Code Snippet counts) - Source reputation (consider libraries with High or Medium reputation more authoritative) - Benchmark Score: Quality indicator (100 is the highest score) Response Format: - Return the selected library ID in a clearly marked section - Provide a brief explanation for why this library was chosen - If multiple good matches exist, acknowledge this but proceed with the most relevant one - If no good matches exist, clearly state this and suggest query refinements For ambiguous queries, request clarification before proceeding with a best-guess match. IMPORTANT: Do not call this tool more than 3 times per question. If you cannot find what you need after 3 calls, use the best result you have.

ActionInstant

Transcription Complete Trigger

Triggers when a transcription is complete. Polls Fireflies API for transcripts created or updated since the last poll time. Handles rate limiting gracefully.

TriggerPolling

Connect any two apps with Notis in the middle.

Fireflies and Context7 MCP, or any other combination from 1,000+ integrations.

When this happens · Trigger

Do this · Action

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