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Agent skill

Fireflies Observability

by jeremylongshore in jeremylongshore/tons-of-skills-marketplace

Instrument Fireflies GraphQL and webhook workflows with operation, latency, quota, queue, signature, and processing metrics that exclude meeting content and identities.

MITAuto-check passedBackend & APIs

Install Fireflies Observability

skills CLI
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill fireflies-observability -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install jeremylongshore/tons-of-skills-marketplace fireflies-observability --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/.curated/fireflies-observability .claude/skills/fireflies-observability && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
fireflies-observability
GitHub stars
2.8k
Token cost
~1.1k tokens
SKILL.md length
446 words
Files
2 (incl. references)
Skills in repo
3,342
Repo updated
First seen
Licence
MIT

At a glance

Instrument Fireflies GraphQL and webhook workflows with operation, latency, quota, queue, signature, and processing metrics that exclude meeting content and identities.

  • Works in 7 steps: Define service-level indicators for… → Instrument safe dimensions with a strict… → Track plan and operation-specific… → …
  • Building dashboards
  • SKILL.md covers Overview, Prerequisites, Current Contract and Authentication, plus 8 more sections
  • Reaches api.fireflies.ai; needs FIREFLIES_API_KEY and REDACTED_KEY

What it does

Fireflies Observability is an agent skill from jeremylongshore/tons-of-skills-marketplace. Instrument Fireflies GraphQL and webhook workflows with operation, latency, quota, queue, signature, and processing metrics that exclude meeting content and identities. Use when building dashboards or alerts. Trigger with "monitor Fireflies", "Fireflies metrics", or "Fireflies webhook alerts".

Its SKILL.md is about 1.1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including reference files (for example `references/official-docs.md`). Compatibility notes: Designed for Claude Code; live Fireflies work requires network access

It sits in Backend & APIs, covering Observability, Webhooks and GraphQL. It works with GraphQL. The repository describes itself as: Model-agnostic agent-skills platform with a harness-free canonical layer, verified adapters, and the ccpi package manager. Explore at tonsofskills.com. The licence is MIT.

When your agent uses it

  • Building dashboards
  • With monitor Fireflies
  • Fireflies metrics
  • Fireflies webhook alerts

Example prompts

  • “monitor Fireflies”
  • “Fireflies metrics”
  • “Fireflies webhook alerts”
  • “/fireflies-observability”

Requirements

  • A credential in FIREFLIES_API_KEY
  • A credential in REDACTED_KEY
  • Compatibility (from SKILL.md): Designed for Claude Code; live Fireflies work requires network access
  • Pre-approved tools (allowed-tools): Read, Glob, Grep, Write, Edit

Workflow steps

7 steps, taken from the first numbered list in SKILL.md.

  1. Define service-level indicators for GraphQL success, webhook acknowledgement, queue processing, and freshness.
  2. Instrument safe dimensions with a strict allowlist and cardinality budget.
  3. Track plan and operation-specific throttles separately.
  4. Measure transcribed-to-summarized and event-to-processing latency without meeting IDs in metrics.
  5. Alert on auth failures, signature failures, throttle spikes, backlog, dead letters, and stale processing.
  6. Keep detailed identifiers only in access-controlled audit records when approved.
  7. Test telemetry redaction with synthetic secrets and meeting data.

What it can do on your machine

Read from SKILL.md and the folder at commit cfae287. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves these tools, so the agent can use them without asking each time:

    • Read
    • Glob
    • Grep
    • Write
    • Edit

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    Hosts in commands or code, which the agent is likely to contact:

    • api.fireflies.ai

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names these keys or tokens, usually read from environment variables:

    • FIREFLIES_API_KEY
    • REDACTED_KEY

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

  • Compatibility

    Designed for Claude Code; live Fireflies work requires network access

    From compatibility in the SKILL.md frontmatter.

Context cost

Fireflies Observability loads about 1.1k tokens when it runs, and up to ~1.5k if it reads all its reference files. Until then it costs about 80 tokens; SKILL.md has 446 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~80
When it runs · the whole SKILL.md, loaded when a task matches
~1.1k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~1.5k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from jeremylongshore/tons-of-skills-marketplace at commit cfae287, republished under its MIT licence (© jeremylongshore). 446 words, ~1,060 tokens.

Download SKILL.mdSave it as .claude/skills/fireflies-observability/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.
name
fireflies-observability
description
Instrument Fireflies GraphQL and webhook workflows with operation, latency, quota, queue, signature, and processing metrics that exclude meeting content and identities. Use when building dashboards or alerts. Trigger with "monitor Fireflies", "Fireflies metrics", or "Fireflies webhook alerts".
allowed-tools
Read, Glob, Grep, Write, Edit
compatibility
Designed for Claude Code; live Fireflies work requires network access
argument-hint
<repository-path> <workflow-scope>
version
1.12.0
license
MIT
author
Jeremy Longshore <jeremy@intentsolutions.io>
tags
saas, fireflies, observability, privacy
model
inherit
effort
high

Fireflies Content-Free Observability

Overview

Instrument Fireflies GraphQL and webhook workflows with operation, latency, quota, queue, signature, and processing metrics that exclude meeting content and identities.

Prerequisites

  • The target repository or integration path and the requested operator outcome.
  • The Fireflies principal, team, environment, and data classification for the work.
  • Current Fireflies documentation, credentials only when needed, and an accountable approver.

Current Contract

Observability may include operation name, result class, GraphQL code, duration, response size bucket, retryAfter, event type, signature result, queue depth, and processing latency. It must exclude Authorization, queries with variables, meeting IDs, emails, titles, sentences, summaries, and media URLs.

Authentication

For authenticated operations, inject FIREFLIES_API_KEY from an approved secret manager and send it only as Authorization: Bearer REDACTED_KEY to https://api.fireflies.ai/graphql. Never print, commit, place in a URL, forward to a browser, or include the key in evidence. Webhook signing secrets are separate credentials and must not be reused as API keys.

Instructions

  1. Define service-level indicators for GraphQL success, webhook acknowledgement, queue processing, and freshness.
  2. Instrument safe dimensions with a strict allowlist and cardinality budget.
  3. Track plan and operation-specific throttles separately.
  4. Measure transcribed-to-summarized and event-to-processing latency without meeting IDs in metrics.
  5. Alert on auth failures, signature failures, throttle spikes, backlog, dead letters, and stale processing.
  6. Keep detailed identifiers only in access-controlled audit records when approved.
  7. Test telemetry redaction with synthetic secrets and meeting data.

Tool Discipline

Use Read, Glob, and Grep to inspect code, configuration, tests, and evidence. Use Write/Edit only for approved implementation or documentation changes. Do not query Fireflies, retrieve meeting content, create an AskFred thread, upload media, change account state, replay an event, or deploy merely because this skill was invoked.

Show full SKILL.md (165 more words)Show less

Approval Boundaries

Require approval before logging identifiers or response fragments, increasing telemetry retention, or exporting observability data to a new vendor.

Output

Return the exact operation or event surface, environment, authorization class, selected field groups, validation results, content-free metrics, decisions, and a concise pass/fail receipt. Keep secrets and meeting-derived content out of general output.

Validation

Before reporting success, rerun the smallest relevant deterministic check, compare actual state with the requested outcome and current contract, verify no secret or meeting-derived content entered logs or artifacts, and record unresolved uncertainty explicitly.

Error Handling

  • High-cardinality label detected: remove it before deployment.
  • Sensitive value appears in telemetry: stop export and follow incident handling.
  • Metrics disagree with audit receipts: investigate instrumentation before changing workload behavior.

Examples

  • "Review fireflies content-free observability" produces a bounded plan and redacted receipt.
  • A request that widens access or mutates production is paused at the approval boundary.

Resources

Read official Fireflies.ai evidence before relying on a field, filter, event, permission, plan limit, mutation, or processing state.

© jeremylongshore, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

SKILL.md and 1 other file (references) in skills/.curated/fireflies-observability of jeremylongshore/tons-of-skills-marketplace.

  • SKILL.md
  • references/official-docs.md

Open the folder on GitHubat commit cfae287

Compare with similar skills

Fireflies Observability next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Fireflies Observability compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Fireflies Observability this skilljeremylongshore/tons-of-skills-marketplace2.8k—~1.1kAutomated safety check: PassMIT
Saleor GraphQL API Change Checklistsaleor/saleor23k—~1.2kAutomated safety check: PassBSD-3-Clause
Ar Io Gateway Operatorar-io/ar-io-node127—~7.7kAutomated safety check: NotesAGPL-3.0
Pii DetectorgoSprinto/compliance-skills133—~1.6kAutomated safety check: PassMIT
Bigcommerce APIqdhenry/Claude-Command-Suite1.3k—~1.5kAutomated safety check: PassNone
Shopify Developmentdavila7/claude-code-templates33k7 repos~2.2kAutomated safety check: PassMIT

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Works with

Categories

Questions about Fireflies Observability

What does Fireflies Observability do?

Instrument Fireflies GraphQL and webhook workflows with operation, latency, quota, queue, signature, and processing metrics that exclude meeting content and identities. Fireflies Observability is an agent skill from jeremylongshore/tons-of-skills-marketplace. Instrument Fireflies GraphQL and webhook workflows with operation, latency, quota, queue, signature, and processing metrics that exclude meeting content and identities.

When should I use Fireflies Observability?

Fireflies Observability fits situations like: building dashboards; with monitor Fireflies; fireflies metrics; fireflies webhook alerts.

How do I install Fireflies Observability in Claude Code?

Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill fireflies-observability -a claude-code`. Or copy the skill folder (skills/.curated/fireflies-observability in jeremylongshore/tons-of-skills-marketplace) into .claude/skills/fireflies-observability in your project. Claude Code loads it when a task matches its description.

How do I install Fireflies Observability in Codex?

Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill fireflies-observability -a codex`. Or copy the skill folder (skills/.curated/fireflies-observability in jeremylongshore/tons-of-skills-marketplace) into .agents/skills/fireflies-observability in your project. Codex loads it when a task matches its description.

Can I use Fireflies Observability in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill fireflies-observability -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/fireflies-observability, .gemini/skills/fireflies-observability, .github/skills/fireflies-observability and .opencode/skills/fireflies-observability in your project.

What does Fireflies Observability need to run?

Going by SKILL.md and its folder, Fireflies Observability needs credentials named FIREFLIES_API_KEY and REDACTED_KEY. Our summary lists: A credential in FIREFLIES_API_KEY; A credential in REDACTED_KEY. Its frontmatter pre-approves these tools: Read, Glob, Grep, Write, Edit. Compatibility (from SKILL.md): Designed for Claude Code; live Fireflies work requires network access.

Does Fireflies Observability access the network?

SKILL.md names 1 domain. In commands or code: api.fireflies.ai; the agent is likely to contact it when it follows the instructions. This is read from the text; nothing was executed.

Is Fireflies Observability safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Fireflies Observability use?

Fireflies Observability is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Fireflies Observability use?

About 1.1k tokens (SKILL.md is roughly 4.2k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 431 tokens, read only when the agent opens those files.

What are the alternatives to Fireflies Observability?

Skills that share tags, products or a category with Fireflies Observability: Saleor GraphQL API Change Checklist (saleor/saleor, 23k stars), Ar Io Gateway Operator (ar-io/ar-io-node, 127 stars), Pii Detector (goSprinto/compliance-skills, 133 stars) and Bigcommerce API (qdhenry/Claude-Command-Suite, 1.3k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Fireflies Observability?

jeremylongshore (a GitHub user) maintains it in jeremylongshore/tons-of-skills-marketplace, which has 2,827 GitHub stars. The repository holds 3,342 skills in this directory. The repository was last updated on October 10, 2026.

Source: jeremylongshore/tons-of-skills-marketplace on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.