Borrowing it
Nothing to install: this file belongs to RipeMangoBox/BITE. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/RipeMangoBox/BITE/main/.claude/skills/research-brainstorm-from-kb/SKILL.mdgit clone --depth 1 https://github.com/RipeMangoBox/BITEWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/ripemangobox/bite/research-brainstorm-from-kb)<a href="https://agentmods.dev/skills/ripemangobox/bite/research-brainstorm-from-kb"><img src="https://agentmods.dev/badge/skills/ripemangobox/bite/research-brainstorm-from-kb/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/ripemangobox/bite/research-brainstorm-from-kb"><img src="https://agentmods.dev/badge/skills/ripemangobox/bite/research-brainstorm-from-kb.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00099 | $0.02533 |
| Opus 5.5 | $0.00040 | $0.01013 |
| Sonnet 5.5 | $0.00020 | $0.00507 |
| Haiku 4.5 | $0.00010 | $0.00253 |
Grade A, and why
research-brainstorm-from-kb scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 205 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Research Idea Brainstorming
1. Use cases (When to use)
Use this skill in the following scenarios:
- Research question / idea input: the user describes a research question, direction, or fragmented ideas in natural language and wants systematic brainstorming plus lightweight synthesis.
- Need local knowledge-base grounding: rely primarily on retrieval from
obsidian-vault/analysis, and use generatedobsidian-vault/indexindexes/navigation pages when they help produce "related-work support + research opportunity". - Need reusable idea notes: automatically write outputs as structured Markdown under local
obsidian-vault/ideas/for later writing, experiments, and project management.
2. Dependencies and paths (Dependencies & paths)
This skill depends on the local paper knowledge base and the papers-query-knowledge-base skill:
- Paper index and analysis: see
papers-query-knowledge-baseskill (obsidian-vault/index/+obsidian-vault/analysis/) - Primary paper retrieval and analysis: see
papers-query-knowledge-baseskill (obsidian-vault/analysis/for evidence, generatedobsidian-vault/index/for fast filtering/navigation when useful) - Idea note directory:
obsidian-vault/ideas/
Path convention:
- If the current workspace is the repository containing these folders, prefer relative paths.
- If the workspace does not include this KB, use the correct absolute path on your machine.
3. File naming and storage rules
When generating brainstorming results, always write/update Markdown files in obsidian-vault/ideas/ using this naming rule:
- Filename pattern:
YYYY-MM-DD_<core-slug>.mdYYYY-MM-DD: user local date (for example2025-03-09)<core-slug>: topic phrase compressed into English words or pinyin, lowercase with-separators (for examplemotion-llm-ideas,reactive-agent-motion)
- Example:
2025-03-09_motion-llm-ideas.md
Behavior convention:
- If a file with the same date and core slug already exists, append a new brainstorming subsection instead of creating a new file.
- If the user explicitly specifies a target file in
obsidian-vault/ideas, follow the user-specified filename.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 1mo ago First seen · 205 lines · 99 tokens per session scan A caa719aadebf
research-brainstorm-from-kb is a skill published in the GitHub repository RipeMangoBox/BITE (62 stars, last pushed 2mo ago), licensed MIT. It adds 99 tokens to every session and 2,533 once invoked, about $0.0004 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
Other skills, from other repositories
llm-wiki
Explain and apply the foundational LLM Wiki architecture and knowledge-management strategy. Use for setup, architecture, schema, or organization decisions; operational ingest/query/lint work uses dedicated skills.
wiki-lint
Audit wiki health: broken links, orphans, contradictions, stale content, lifecycle and tag issues. Use for maintenance or health checks. Default is report-only; use wiki-dedup for page-identity merges.
wiki-export
Export the Obsidian wiki graph to JSON, GraphML, Neo4j Cypher, Postgres/SQL, HTML, or OKF bundles. Use when transferring or visualizing wiki data in external tools; wiki-import handles the reverse direction.
wiki-status
Report wiki ingestion/completeness state, pending source delta, structural insights, or maintenance equilibrium. Use for remaining-work/status questions, hubs and bridges, or whether maintenance skills still have pending changes. wiki-digest summarizes learned knowledge instead.
wiki-query
Search and synthesize answers from the compiled Obsidian wiki, including cited and multi-hop answers. Use for questions about existing wiki knowledge or fast index-only lookups, and for challenge requests ("challenge this", "argue against X", "poke holes in my plan") that look for the vault's own evidence against a…
wiki-import
Import a wiki graph into the current vault from graph.json or an OKF/markdown bundle. Use for transferring previously exported wiki content between vaults; pair with wiki-export for the reverse direction.