tk-deep-research

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Recherche autonome local-first : collecte multi-sources, deduplication, scoring et synthese Markdown. Declencheurs : /tk:deep-research, recherche approfondie, synthese de sources, pipeline de recherche, deep research.

GeekFamilyCorp By GeekFamilyCorp schedule Updated 6/4/2026

name: tk-deep-research description: "Recherche autonome local-first : collecte multi-sources, deduplication, scoring et synthese Markdown. Declencheurs : /tk:deep-research, recherche approfondie, synthese de sources, pipeline de recherche, deep research."

Skill: deep-research-core — TricorderKit v0.7

Local-first autonomous research: collect, deduplicate, score and synthesize.


Triggers

/tk:deep-research "<query>"
/tk:deep-research --pipeline content "<query>"
/tk:deep-research --pipeline github "<query>"
/tk:deep-research --dry-run "<query>"

Agent instructions

Research algorithm

1. Identify the pipeline based on the query (content / entity / github / vendor)
2. Read sources/trusted_sources.yml → select relevant sources
3. Block any source in blocked_sources.yml
4. Collect in parallel (max 3 simultaneous sources)
5. Deduplicate by title hash + semantic similarity (threshold 0.85)
6. Score each result (0.0 → 1.0) according to scoring_weights
7. Filter: keep score >= 0.70 only
8. Synthesize in structured Markdown
9. Index in Obsidian (target folder per pipeline)
10. Index in Qdrant if available
11. Return final report with cited sources

Important rules

  • Never use a source outside trusted_sources.yml
  • Always cite sources in the final report
  • Limit to 500 tokens per item in synthesis (atomic principle)
  • If Qdrant down → continue without vector indexing (degraded mode)
  • Log in .planning/DECISIONS.md if research leads to a decision

Available pipelines (adapt to your domain)

Pipeline Usage
content Domain content watch, entity profiles
entity Authors, publishers, producers
github Repo audits, integration scoring
vendor VPS, services, comparisons

Output format

{
  "status": "success",
  "skill_name": "tk-deep-research",
  "query": "<query>",
  "pipeline": "<pipeline>",
  "items_found": N,
  "items_after_dedup": N,
  "items_above_threshold": N,
  "report_path": "vault/reports/research_YYYY-MM-DD_<slug>.md",
  "output": {
    "summary": "...",
    "data": [],
    "sources_used": []
  }
}

Degraded mode

  • Qdrant down → skip vector indexing, continue
  • Obsidian inaccessible → save to vault/reports/ locally
  • Source API down → use SQLite cache if available
Install via CLI
npx skills add https://github.com/GeekFamilyCorp/TricorderKit --skill tk-deep-research
Repository Details
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article Path SKILL.md
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