research-synthesizer

Synthesize a topic by fusing captured screen exposure with a cited external web sweep.

84|37|Updated May 23, 2026
One-click install
npx skills add https://github.com/legioncodeinc/vibe-coding-tools --skill research-synthesizer-legioncodeinc
Or copy as Structured Prompt for Agentโ–ผ
Please help me install this Agent Skill.
Skill: research-synthesizer
Source: https://github.com/legioncodeinc/vibe-coding-tools/tree/main/src/quarantine/skills/keep/research-synthesizer
Command: npx skills add https://github.com/legioncodeinc/vibe-coding-tools --skill research-synthesizer-legioncodeinc

SYSTEM DOCUMENTATION & REQUIREMENTS

๐Ÿ’ก This Skill includes references (resource) components.

What problem does it solve? Ordinary research tools start from zero and hand back material you have partly already read, burying the one thing that actually changed. This Skill knows what you were exposed to and when via Littlebird capture, so it leads with the delta: what you already knew, what is new since then, where sources disagree, and whether your working assumptions have gone stale. ## Core Features & Use Cases - Internal exposure retrieval: Runs five windowed passes over Littlebird MCP data (screen snapshots, messages, meetings, summaries) to build a classified inventory of what crossed your screen and what you actually said. - Graded external sweep: Searches primary sources, independent coverage, vendor material, and community content, opens every URL before citing it, and grades each source by type and commercial interest. - Seven-section synthesis file: Produces research-synthesis/YYYY-MM-DD-topic-slug.md covering prior exposure, new findings, source disagreements, apparent beliefs, open questions, sources, and a full method record. - Standing topic routine: Optionally creates a weekly Littlebird routine that reports only what is new since the last report, with quiet-period and escalation rules. - Use Case: Before a strategy call, ask whether what you believe about a vendor's pricing is still true, and get back a cited report flagging that your captured exposure predates a pricing change by four months. ## Quick Start Ask the assistant to research a topic and catch you up on what changed since you last read about it, then answer the scoping questions about aliases and time window.

Frequently Asked Questions about research-synthesizer

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I research a topic and see only what is new since I last read about it?โ–ผ

Ask the assistant to research the topic or catch you up on it. The skill retrieves your captured exposure from Littlebird, runs a fresh external sweep, and produces a synthesis file splitting what you already knew from what is new, with every external claim carrying an opened URL.

What tools does research-synthesizer require to run?โ–ผ

It requires the Littlebird MCP on a Power or Pro plan for the internal exposure half, plus whatever web search and fetch tools the session provides. Without Littlebird it degrades to an ordinary web search and says so; without web tools it ships the internal half only.

Can I set up a recurring watch on a standing topic?โ–ผ

Yes. After an on-demand run the skill can create a Littlebird routine, weekly on Wednesday at 08:00 local by default, that reports only what is new since its last report. It checks your subscription status first and shows you the exact prompt and schedule for approval.

Does the skill infer my beliefs from what I read on screen?โ–ผ

No. Screen capture is treated strictly as exposure, never as a position. The belief section is built only from your own utterances in messages and meetings, and ships empty with an explicit note when no utterances exist.

How are external sources verified before being cited?โ–ผ

Every URL is fetched and opened before it is cited; a link that does not resolve gets the claim dropped. Sources are graded by type from primary to aggregator, checked for commercial interest, and vendor claims are reported as claims rather than facts.

What are the limitations of the internal exposure half?โ–ผ

It covers only what Littlebird captured in the searched window, not everything you know. Anything read on a phone, in print, or before capture began is invisible, and every output carries a mandatory completeness statement saying so.