AgentsAvançado

Knowledge Synthesis

poranthropics·anthropics· v1.0.0 · atualizado em 2026-04-10

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Combines search results from multiple sources into coherent, deduplicated answers with source attribution. Handles confidence scoring based on freshness and authority, and summarizes large result sets effectively.

knowledge-synthesisinformation-retrievaldeduplicationsource-attributionconfidence-scoringsummarizationrag-pipeline

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Documento do Skill

SKILL.mdknowledge-synthesis/workflow

Retrieve Results: — Gather raw results from various sources (chat, email, documents, etc.).

Deduplicate: — Merge identical or highly similar information from different sources, prioritizing completeness, authority, and recency.

Cluster: — Group related results by theme or topic to facilitate summarization.

Rank: — Order clusters and individual items based on relevance to the user's query.

Assess Confidence: — Evaluate the trustworthiness of information based on freshness, source authority, and agreement across sources.

Synthesize: — Create a narrative answer, attributing each claim to its original source.

Format: — Choose an appropriate level of detail based on the number of results (small, medium, large).

Present Answer: — Deliver the coherent answer with source attribution and confidence levels.

Telemetria de Agentes

Execuções

total

Taxa de Sucesso

últimos 30d

Latência Média

0.0s

p50

Alucinação

0.0%

detecção

Tokens Entrada

avg 0/exec

Tokens Saída

avg 0/exec

Uso por Plataforma

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Árvore do Skill

Knowledge Synthesis

knowledge-synthesis

Fases Cognitivas6

1.SENSE

2.CONTEXTUALIZE

3.HYPOTHESIZE

4.EVALUATE

5.RECOMMEND

6.REFLECT

Triggers7

synthesize information from multiple sourcescombine search results into a coherent answerdeduplicate information from different sourcesprovide a summary of search results with source attributionassess the confidence level of information from different sourcescreate a knowledge synthesis reportgenerate a consolidated answer from multiple documents

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Score Breakdown

⭐Avaliação Humana0%

🤖Sucesso de Agentes0%

🕐Atualidade100%

🔗Saúde de Dependências100%

🕸️Centralidade no Grafo0%

🛡️Segurança50%

CompositeScore = α·Humano + β·Agente + γ·Recência + δ·Deps + ε·Centralidade + ζ·Segurança

Instalação

$ synaptic mcp download knowledge-synthesis

$ synaptic skills detail knowledge-synthesis

$ synaptic skills live knowledge-synthesis

Links

GitHub Repository