← The Index  /  productivity
Scored by model · 5 samples, median · No human review
Rank 94 of 128 · clearer than 26% of the index, 19% of productivity · Reviewed 2026-10-12

Screenpipe

screenpipe.com  ·  productivity
63
GRADE C

What their homepage claims

“Screenpipe | AI memory and workflow discovery”

What that means

They sell software that records your screen activity and audio locally so AI can use your work history as context to search, understand, and automate tasks.

Verdict

The writing gives a general sense of what Screenpipe does but does not clearly name a concrete product category, relying on abstractions; some concrete elements exist but lack a strong, verifiable outcome.

What to fix first

Ranked by what each change is worth on the composite — the gap to the next rung of the ladder times the dimension’s weight. Computed from the scores, not written by the model; the model’s sentence under each is the action.

  1. 1Clarity quick win 50 → 65+4.5

    Mention a concrete product noun (e.g., software for recording history or local workflow tool) in the headline.

  2. 2Specificity needs a fact 65 → 80+3

    Specify a measurable outcome tied to a concrete task, e.g., 'Automates 3 weekly reconciliation steps in 2 hours'.

  3. 3Jargon-free quick win 65 → 80+3

    Replace abstractions with concrete product nouns and actions (e.g., 'memory search for invoices' not 'memory and workflow discovery').

All three together: 63 → 74. Every dimension one rung up: 78 (grade B). Ceiling is 95.

A plainer headline

Theirs
“Screenpipe | AI memory and workflow discovery”
Index’s suggestion
“Screenpipe records your screen, audio, and app history locally for AI workflows.”

Built only from facts already on the page — not the company’s words. Shown so the gap between what was written and what could have been written is concrete rather than a number.

Where the score comes from

Five dimensions on one ladder — 5 · 20 · 35 · 50 · 65 · 80 · 95 — weighted clarity 30%, specificity 20%, jargon 20%, proof 15%, call to action 15%. For each: the rung the page matched, the words that drove it, and what would reach the next rung. Full rubric →

Clarity30% 50

The headline does not name a concrete product category in plain nouns; it uses abstractions.

Screenpipe | AI memory and workflow discovery

Next rungMention a concrete product noun (e.g., software for recording history or local workflow tool) in the headline.

Specificity20% 65

The page includes some concrete examples (e.g., '3 example runs · 1 exception'), implying process steps but not a measurable outcome.

3 example runs · 1 exception

Next rungSpecify a measurable outcome tied to a concrete task, e.g., 'Automates 3 weekly reconciliation steps in 2 hours'.

Jargon-free20% 65

Uses several abstract terms and buzzwords alongside technical phrases, reducing plain clarity.

AI memory and workflow discovery

Next rungReplace abstractions with concrete product nouns and actions (e.g., 'memory search for invoices' not 'memory and workflow discovery').

Proof15% 65

Multiple named customers listed (Google, Microsoft, NVIDIA, etc.) but no quantified metrics.

Used by teams and people at Google Microsoft NVIDIA MIT Shopify Planet Labs Intel Atlassian Adobe Datadog Salesforce Thomson Reuters

Next rungAdd a numeric metric or a clearly quantified success claim tied to a named customer.

Call to action15% 80

Clear action is available with a direct download option, aligning with the page’s primary offer.

Download for free

Next rungPlace a more specific CTA aligned to product use (e.g., 'Download free trial of Screenpipe')

Evidence

Screenpipe | AI memory and workflow discoveryHeadline uses abstract terms rather than a concrete product noun.
Screenpipe keeps your screen, audio, and app history locally. Your agent can search that history to understand your work and act on it.Describes features and capabilities, not a measurable outcome.
Download for freeClear CTA indicating next step.
What the scorer was given first 1,500 characters of the homepage text — check the quotes yourself
Screenpipe | AI memory and workflow discovery
Beta Try the local Workflows app For individuals and small teams Your computer history. Open to any AI.
Search what you’ve seen or heard. Use meetings and daily work to draft summaries, follow-ups, and automations. Raw history stays local by default.
Download for free Star us on GitHub
Y Backed by Y Combinator
Used by teams and people at
Google
Microsoft
NVIDIA
MIT
Shopify
Planet Labs
Intel
Atlassian
Adobe
Datadog
Salesforce
Thomson Reuters
Let your AI use your work history.
Screenpipe keeps your screen, audio, and app history locally. Your agent can search that history to understand your work and act on it.
Ask AI about your work.
Ask the same model the same question, with or without your work history.
Claude ChatGPT
With screenpipe Without screenpipe
Claude
New chat Chats
Map my workflow Pick up where I left off Write a how-to Reconstruct my day Prepare for a call S Your workspace
Map how I processed invoices this week. Show the steps and what I could automate.
Searched screenpipe
1 Invoice email
2 Match order
3 Check amounts
4 Request approval
5 Update tracker
You copied the same invoice details into the accounting app and tracker.
Automation to review: Draft tracker entries and flag mismatches. Keep payment approval with you.
3 sources Invoice email Gmail
Order and invoice check Accounting app
Payment tracker Spreadsheet
Opus 5.5
Find your next automation in the work you already do.
See recurring work across your apps. Review 

Terms struck

AI memory and workflow discovery

How this compares

26%of the index scores lower
-6vs index mean (69)
-6vs productivity mean (69)
-7vs median (70)
29%of headline words survive
5×independently scored

Strongest: Call to action 80. Weakest: Clarity 50. The 5 passes agreed within 12 points.

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Badges are issued to grades A and B. The share card for this page shows the headline with its jargon struck through; paste the URL anywhere that unfurls links.

Provenance

Scored from the live homepage on 2026-10-12 by gpt-5-nano, 5 independent passes, median taken. Page snapshot 75daa234518a. Rubric 5abbca9a (current; what it says). No person reviewed or edited this score. If the rubric and the score disagree, the rubric wins and the page is re-scored — not hand-corrected. Re-scored when the homepage text changes.