Peptide Library

Agent Pipeline

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Real-time visualization of the AI data pipeline. Click any node for details.

90Peptides
787Papers
691Summaries
123Forum posts
33Clinical trials
0Protocols
2Votes cast
paperspostssummarizesummarizesummariesquerySSR queryPubMed APINCBI E-utilitiesReddit + CT.govPublic JSON APIsfetch_peptide.pyPython pipelinefetch_forum_posts.pyPython pipelineClaude AIclaude-sonnet-4-6SQLite DBpeptides.db (WAL mode)API RoutesNext.js serverNext.js FrontendApp Router / SSRDATA SOURCESPIPELINEAISTORAGEAPPLICATION

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AI Model

claude-sonnet-4-6

Anthropic · ~28k tokens/min

Total AI calls814
Summaries691
Forum posts123
Output formatStructured JSON

Subagent Directory

Specialized Claude agents run specific tasks in the pipeline. Each is given a narrow context and a structured output schema.

Pipeline Agents — run automatically

Paper Summarizer

Per unsummarized paper

Reads each PubMed abstract and produces a structured summary a non-scientist can understand. Classifies the study design and assigns a trust tier based on evidence quality.

Forum Summarizer

Per community post

Reads Reddit threads and ClinicalTrials.gov records, extracts relevant information about the peptide, and produces a brief plain-language summary for the Speculative tab.

Fact Extractor

Per peptide, after papers are summarized

Reads all summarized papers for a peptide and synthesizes cross-paper facts: the most commonly studied administration route, a representative dosage note, and frequently co-studied peptides.

Slash Command Agents — triggered on demand

/designer

UI, styling, layout tasks

Handles all frontend work: component design, Tailwind styling, responsive layout, and visual hierarchy. Spawned when a task involves how things look or feel.

/researcher

Research or paper tasks

Finds and analyzes peptide research. Can run PubMed searches, evaluate study quality, and add papers to the library via the fetch pipeline.

/moderator

Comment moderation tasks

Reviews community comments, identifies spam or violations, and removes content that breaches guidelines. Logs all actions to the moderation_log table.

/factcheck

Accuracy verification tasks

Cross-references AI-generated summaries against the source paper. Flags overstatements or inaccuracies and can award a verified checkmark to trusted summaries.