Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add GongShichen/LuminaCode --skill search-plangit clone --depth 1 https://github.com/GongShichen/LuminaCodeWrote 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/gongshichen/luminacode/search-plan)<a href="https://agentmods.dev/skills/gongshichen/luminacode/search-plan"><img src="https://agentmods.dev/badge/skills/gongshichen/luminacode/search-plan/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/gongshichen/luminacode/search-plan"><img src="https://agentmods.dev/badge/skills/gongshichen/luminacode/search-plan.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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 | $0.00019 | $0.00945 |
| Opus 5.5 | $0.00008 | $0.00378 |
| Sonnet 5.5 | $0.00004 | $0.00189 |
| Haiku 4.5 | $0.00002 | $0.00094 |
Grade A, and why
Search Plan scanned grade A with 1 finding 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 2mo 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.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
- If the contract requires official, regulatory, standard, or authoritative medical sources and WebSearch returns no results for that source class, use documented shell/curl fallback against the public domain itself, suc What it actually says
Build a source discovery plan and execute it.
Boundary:
- Do not write
sources.jsonl,evidence-matrix.jsonl, source notes, final reports, QA reports, or review reports. - Search Strategist output is a candidate handoff only. Source Reader is responsible for fetching content and registering retrievable sources.
- If you use WebFetch to sanity-check a candidate, label it as
fetch_statusin the handoff. Do not treat it as a registered source.
Inputs:
- Research contract.
- Scope brief.
- Existing sources and evidence gaps.
Procedure:
-
Generate query families
- Core concept query.
- Synonym query.
- Primary-source query.
- Critical/limitations query.
- Recent query when freshness matters.
- Academic query when papers matter.
-
Select channels
- Use
WebSearchwithcategories: "science"for academic/technical discovery when useful. - Use
WebSearchwithsitefor official docs, standards, or specific domains. - Use arXiv MCP
mcp__arxiv__search_arxivfor academic paper discovery. - Use arXiv MCP
mcp__arxiv__get_paper_detailsfor candidate metadata or content previews. - Use arXiv MCP
mcp__arxiv__search_and_summarizewhen a query needs a compact paper set overview. - If the contract requires official, regulatory, standard, or authoritative medical sources and WebSearch returns no results for that source class, use documented shell/curl fallback against the public domain itself, such as
curl -L https://www.fda.gov/...or a public site search endpoint. Record the prior WebSearch error or empty result and mark the discovery channel as fallback.
- Use
-
Execute in rounds
- Round 1: broad discovery, 5-10 results.
- Round 2: targeted source types/domains.
- Round 3: conflicts, critiques, negative evidence.
- Stop when the contract coverage is met. Do not keep searching after you have enough credible candidates for every required source class.
- For interactive use, prefer a bounded handoff: normally 12-20 candidates, at least the requested minimum plus 2-4 backups. More than 25 candidates usually slows Source Reader without improving quality.
-
Score candidates
- Relevance: high/medium/low.
- Credibility: primary/peer-reviewed/official/secondary/unknown.
- Freshness.
- Likely use: definition, empirical evidence, benchmark, method, limitation, context.
-
Return candidate list
- Do not claim snippets as evidence.
- Mark which sources Source Reader should fetch first.
- Mark
fetch_status: not_fetched|fetched_preview|fetch_failedif known. - Mark
evidence_allowed: nofor every candidate, because only Source Reader can promote a candidate to evidence after reading the source. - Include a
coverage_summarythat explicitly states whether every required source class is covered. If a required class is missing, do not hand off as complete; run targeted recovery or fallback first.
Output format:
## Search Plan and Candidate Sources
### Query Families
- F1: ...
### Searches Run
| Round | Tool | Query | Category/Site | Result count | Notes |
|---|---|---|---|---|---|
### Candidate Sources
| Candidate ID | Title | URL/arXiv ID | Type | Relevance | Credibility | Read Priority | Fetch Status | Evidence Allowed | Reason |
|---|---|---|---|---|---|---|---|---|---|
### Coverage Gaps
- ...
Recovery examples:
- If SearxNG general engines time out, retry with
categories: "science"orsite:restrictions. - If all web search fails, use arXiv MCP for academic topics and report WebSearch errors exactly.
- If official/regulatory/medical authority searches are empty but required, use shell/curl fallback on the public official site and record the exact failed WebSearch query and fallback reason.
- If a query family produces many irrelevant arXiv hits, stop broad querying and switch to known exact titles, author names, or site/domain-restricted queries.
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.
- 2mo ago First seen · 87 lines · 19 tokens per session scan A 11058bee019d
Search Plan is a skill published in the GitHub repository GongShichen/LuminaCode (9 stars, last pushed 4d ago), licensed Apache-2.0. It adds 19 tokens to every session and 945 once invoked, about $0.0001 per session on Opus 5.5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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