Verify
lkmeta/txtify
Verify a Txtify change end-to-end. An agent skill from lkmeta/txtify.
Monitor TwinMind transcription quality, meeting coverage, action item extraction rates, and memory vault health.
Install Twinmind Observability
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill twinmind-observability -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace twinmind-observability --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ 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/twinmind-observability .claude/skills/twinmind-observability && rm -rf skills-srcUse ~/.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/
Install the "twinmind-observability" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/twinmind-observability into .claude/skills/twinmind-observability/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "twinmind-observability", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/twinmind-observabilityType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill twinmind-observability -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace twinmind-observability --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/.curated/twinmind-observability .agents/skills/twinmind-observability && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "twinmind-observability" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/twinmind-observability into .agents/skills/twinmind-observability/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "twinmind-observability", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill twinmind-observability -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace twinmind-observability --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/.curated/twinmind-observability .cursor/skills/twinmind-observability && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "twinmind-observability" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/twinmind-observability into .cursor/skills/twinmind-observability/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "twinmind-observability", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/jeremylongshore/tons-of-skills-marketplace.git --path skills/.curated/twinmind-observability--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill twinmind-observability -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace twinmind-observability --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/.curated/twinmind-observability .gemini/skills/twinmind-observability && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "twinmind-observability" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/twinmind-observability into .gemini/skills/twinmind-observability/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "twinmind-observability", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install jeremylongshore/tons-of-skills-marketplace twinmind-observabilityInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill twinmind-observability -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/.curated/twinmind-observability .github/skills/twinmind-observability && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "twinmind-observability" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/twinmind-observability into .github/skills/twinmind-observability/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "twinmind-observability", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill twinmind-observability -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace twinmind-observability --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/.curated/twinmind-observability .opencode/skills/twinmind-observability && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "twinmind-observability" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/twinmind-observability into .opencode/skills/twinmind-observability/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "twinmind-observability", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
twinmind-observability- GitHub stars
- 2.8k
- Token cost
- ~914 tokens
- SKILL.md length
- 223 words
- Files
- 2 (incl. references)
- Skills in repo
- 3,342
- Repo updated
- First seen
- Licence
- MIT
At a glance
Monitor TwinMind transcription quality, meeting coverage, action item extraction rates, and memory vault health.
- Works in 3 steps: Setup → Implementation → Verification
- Implementing observability
- SKILL.md covers Overview, Prerequisites, Instructions and Key TwinMind Specifications, plus 5 more sections
- Calls curl and jq; reaches api.twinmind.com; needs TWINMIND_API_KEY
What it does
Twinmind Observability is an agent skill from jeremylongshore/tons-of-skills-marketplace. Monitor TwinMind transcription quality, meeting coverage, action item extraction rates, and memory vault health. Use when implementing observability, or managing TwinMind meeting AI operations. Trigger with phrases like "twinmind observability", "twinmind observability".
Its SKILL.md is about 910 tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including reference files (for example `references/implementation.md`). Compatibility notes: Designed for Claude Code
It sits in DevOps & Cloud, covering Observability and Transcription. It works with Chrome Extensions. 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
- Implementing observability
- Managing TwinMind meeting AI operations
- With phrases like twinmind observability
- Twinmind observability
Example prompts
- “twinmind observability”
- “/twinmind-observability”
Requirements
- A credential in TWINMIND_API_KEY
- Compatibility (from SKILL.md): Designed for Claude Code
- Pre-approved tools (allowed-tools): Read, Write, Edit, Bash(npm:*), Bash(curl:*), Grep
Workflow steps
3 steps, taken from the step headings in SKILL.md.
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:
ReadWriteEditBash(npm:*)Bash(curl:*)Grep
From allowed-tools in the SKILL.md frontmatter.
Runs code
Shell commands in SKILL.md call:
curljq
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.twinmind.com
Also links to:
twinmind.comchromewebstore.google.commarktechpost.comapps.apple.com
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names these keys or tokens, usually read from environment variables:
TWINMIND_API_KEY
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Compatibility
Designed for Claude Code
From compatibility in the SKILL.md frontmatter.
Context cost
Twinmind Observability loads about 914 tokens when it runs, and up to ~2.7k if it reads all its reference files. Until then it costs about 74 tokens; SKILL.md has 223 words of instructions outside code blocks.
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). 223 words, ~914 tokens.
Download SKILL.mdSave it as
.claude/skills/twinmind-observability/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.- name
- twinmind-observability
- description
- Monitor TwinMind transcription quality, meeting coverage, action item extraction rates, and memory vault health. Use when implementing observability, or managing TwinMind meeting AI operations. Trigger with phrases like "twinmind observability", "twinmind observability".
- allowed-tools
- Read, Write, Edit, Bash(npm:*), Bash(curl:*), Grep
- compatibility
- Designed for Claude Code
- version
- 1.13.0
- license
- MIT
- author
- Jeremy Longshore <jeremy@intentsolutions.io>
- tags
- saas, twinmind, monitoring
TwinMind Observability
Overview
Monitor TwinMind transcription quality, meeting coverage, action item extraction rates, and memory vault health. TwinMind uses the Ear-3 speech model (5.26% WER, 3.8% DER) for transcription, with GPT-4, Claude, and Gemini for AI summarization.
Prerequisites
- TwinMind account (Free, Pro $10/mo, or Enterprise)
- Chrome extension installed and authenticated
- Understanding of TwinMind workflow
Instructions
Step 1: Setup
TwinMind operates as a Chrome extension and mobile app with optional API access for Pro/Enterprise users.
# TwinMind API access (Pro/Enterprise)
export TWINMIND_API_KEY="your-api-key"
curl -H "Authorization: Bearer $TWINMIND_API_KEY" https://api.twinmind.com/v1/health
# Expected: {"status": "ok"}
Step 2: Implementation
// TwinMind Observability implementation
// Core TwinMind integration
const twinmind = {
transcriptionModel: "ear-3",
languages: ["en", "es", "ko", "ja", "fr"],
features: ["transcription", "summary", "action-items"],
privacyMode: "on-device", // Audio never stored
};
// Check transcription capabilities
async function verify() {
const health = await fetch("https://api.twinmind.com/v1/health");
console.log("TwinMind status:", await health.json());
}Step 3: Verification
# Verify TwinMind integration
curl -H "Authorization: Bearer $TWINMIND_API_KEY" https://api.twinmind.com/v1/health | jq .Key TwinMind Specifications
| Feature | Specification |
|---|---|
| Transcription model | Ear-3 (5.26% WER) |
| Speaker diarization | 3.8% DER |
| Languages | 140+ supported |
| Audio processing | On-device (no recordings stored) |
| AI models | GPT-4, Claude, Gemini (auto-routed) |
| Platforms | Chrome extension, iOS, Android |
| Pricing | Free / Pro $10/mo / Enterprise custom |
Output
- TwinMind Observability configured and verified
- TwinMind integration operational
- Meeting transcription workflow ready
Error Handling
| Error | Cause | Solution |
|---|---|---|
| Microphone access denied | Browser permissions not granted | Enable in Chrome settings |
| Transcription not starting | Audio source not detected | Check microphone selection |
| API key invalid | Incorrect or expired key | Regenerate in TwinMind dashboard |
| Sync failed | Network interruption | Check connection, retry |
| Calendar disconnect | OAuth token expired | Re-authorize in Settings |
Resources
Next Steps
See twinmind-prod-checklist for production readiness.
Examples
Basic: Configure observability with default TwinMind settings for standard meeting workflows.
Enterprise: Customize for high-volume meeting transcription with monitoring and alerting.
© 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/twinmind-observability of jeremylongshore/tons-of-skills-marketplace.
- SKILL.md
- references/implementation.md
Open the folder on GitHubat commit cfae287
Compare with similar skills
Twinmind 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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Twinmind Observability this skilljeremylongshore/tons-of-skills-marketplace | 2.8k | — | ~914 | Automated safety check: Pass | MIT | |
| Verifylkmeta/txtify | 135 | — | ~583 | Automated safety check: Pass | Apache-2.0 | |
| Azure AI Contentunderstanding Pymicrosoft/skills | 3.1k | 5 repos | ~2.6k | Automated safety check: Pass | MIT | |
| Vercel Optimize Auditvercel-labs/agent-skills | 32k | 8 repos | ~4.3k | Automated safety check: Pass | None | |
| Kubeshark Installerkubeshark/kubeshark | 12k | — | ~3.6k | Automated safety check: Notes | Apache-2.0 | |
| Kubeshark KFL2 Filter Referencekubeshark/kubeshark | 12k | — | ~3.6k | Automated safety check: Pass | Apache-2.0 |
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Kubeshark Installer
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Installs and configures Kubeshark on a Kubernetes cluster, choosing between the quick CLI path and a Helm install with custom values.
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Questions about Twinmind Observability
What does Twinmind Observability do?
Monitor TwinMind transcription quality, meeting coverage, action item extraction rates, and memory vault health. Twinmind Observability is an agent skill from jeremylongshore/tons-of-skills-marketplace. Monitor TwinMind transcription quality, meeting coverage, action item extraction rates, and memory vault health.
When should I use Twinmind Observability?
Twinmind Observability fits situations like: implementing observability; managing TwinMind meeting AI operations; with phrases like twinmind observability; twinmind observability.
How do I install Twinmind Observability in Claude Code?
Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill twinmind-observability -a claude-code`. Or copy the skill folder (skills/.curated/twinmind-observability in jeremylongshore/tons-of-skills-marketplace) into .claude/skills/twinmind-observability in your project. Claude Code loads it when a task matches its description.
How do I install Twinmind Observability in Codex?
Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill twinmind-observability -a codex`. Or copy the skill folder (skills/.curated/twinmind-observability in jeremylongshore/tons-of-skills-marketplace) into .agents/skills/twinmind-observability in your project. Codex loads it when a task matches its description.
Can I use Twinmind 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 twinmind-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/twinmind-observability, .gemini/skills/twinmind-observability, .github/skills/twinmind-observability and .opencode/skills/twinmind-observability in your project.
What does Twinmind Observability need to run?
Going by SKILL.md and its folder, Twinmind Observability needs the command-line tools its instructions call (curl and jq) and credentials named TWINMIND_API_KEY. Our summary lists: A credential in TWINMIND_API_KEY. Its frontmatter pre-approves these tools: Read, Write, Edit, Bash(npm:*), Bash(curl:*), Grep. Compatibility (from SKILL.md): Designed for Claude Code.
Does Twinmind Observability access the network?
SKILL.md names 5 domains. In commands or code: api.twinmind.com; the agent is likely to contact it when it follows the instructions. As links in the text: twinmind.com, chromewebstore.google.com, marktechpost.com and apps.apple.com. This is read from the text; nothing was executed.
Is Twinmind 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 Twinmind Observability use?
Twinmind 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 Twinmind Observability use?
About 914 tokens (SKILL.md is roughly 3.7k 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 1.8k tokens, read only when the agent opens those files.
What are the alternatives to Twinmind Observability?
Skills that share tags, products or a category with Twinmind Observability: Verify (lkmeta/txtify, 135 stars), Azure AI Contentunderstanding Py (microsoft/skills, 3.1k stars), Vercel Optimize Audit (vercel-labs/agent-skills, 32k stars) and Kubeshark Installer (kubeshark/kubeshark, 12k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Twinmind 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.