Investigate an open question properly — frame it as a decision, work from primary sources, sweep from several angles including the disconfirming one, and stop on a rule rather than on fatigue. Use when a question's answer will change what gets built or bought, when the material is unfamiliar or contested, or when someone asks for a recommendation with evidence behind it. Not for looking up a single fact you can confirm in one place, not for mapping the local codebase, and not for judging one…
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Deep research
The failure mode is not finding too little. It is finding the first plausible answer, in one kind
of source, and reporting it with a confidence the search never earned.
## When this fires
A question is open, its answer changes a decision, and the evidence is not already in the
conversation. It does not fire for a fact with one authoritative home (the repository, the spec,
the user's own document) — read that and be done.
## Procedure
1. **Write the question as a decision.** What will be done differently depending on the answer,
and what would count as enough evidence to act. A question with no such criterion produces a
survey, and a survey decides nothing.
2. **Set the stopping rule before searching** — a budget in sources or time, plus "new sources stop
changing the answer". Deciding when to stop after you are tired is how research inflates.
3. **Split the question** into sub-questions that can be answered separately, and mark each as a
fact, a number, or a judgement. They need different evidence and they fail differently.
4. **Spend what you already have first.** The repository, the user's supplied material, prior
…
The line at the top of this page pins the label git:20260919.a0d4f55, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
GET https://markdownregistry.com/api/v1/artifacts/art_hevduf5g56duo3v2
GET https://markdownregistry.com/api/v1/resolve?ref=nahid-sparktales/agent-dispatcher/deep-research
GET https://markdownregistry.com/api/v1/blob/d422586900a420453bba39657363e85532c44b7fc731177ae955f02c5d406c08
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
nahid-sparktales/agent-dispatcher · skills/agent-dispatcher/SKILL.md · Handle requested Agent Dispatcher work with direct execution or prepared specialist guidance. Includes named roles…
nahid-sparktales/agent-dispatcher · skills/ai/agent-design/SKILL.md · Scope an agent or subagent before it is built — the one job it owns, the smallest tool set that closes that job, what…
nahid-sparktales/agent-dispatcher · skills/ai/agent-evals/SKILL.md · Build an eval suite that can actually detect a regression — cases pulled from real traffic, graders that check…
nahid-sparktales/agent-dispatcher · skills/ai/context-engineering/SKILL.md · Decide what actually occupies the model's window — progressive disclosure through an index, retrieval versus inlining…
nahid-sparktales/agent-dispatcher · skills/ai/llm-observability/SKILL.md · See what an agent actually did — one trace per run with nested model, tool and retrieval spans, token and latency…
nahid-sparktales/agent-dispatcher · skills/ai/mcp-design/SKILL.md · Build an MCP server, or bring an existing one into a project — choosing the transport, deciding which tools, resources…
nahid-sparktales/agent-dispatcher · skills/ai/memory-design/SKILL.md · Decide what an agent should remember, which layer holds it, who it is scoped to, and how a stale or contradicted memory…
nahid-sparktales/agent-dispatcher · skills/ai/model-routing/SKILL.md · Pick a model per job and degrade sensibly when one fails — a quality bar per call site, candidates compared on the same…
nahid-sparktales/agent-dispatcher · skills/ai/prompt-engineering/SKILL.md · Write or revise a prompt so it holds up — output contract, instruction placement, examples that earn their place, an…
nahid-sparktales/agent-dispatcher · skills/ai/prompt-injection-defense/SKILL.md · Treat everything an agent reads but did not author as data rather than instructions — an explicit trust boundary, a…
nahid-sparktales/agent-dispatcher · skills/ai/retrieval-rag/SKILL.md · Build and fix retrieval that actually returns the right passage — structure-aware chunking, one pinned embedding model…
nahid-sparktales/agent-dispatcher · skills/ai/structured-output/SKILL.md · Get parseable, trustworthy structured results out of a model — schema design, the enforcement mechanism the provider…
affaan-m/ecc · .agents/skills/deep-research/SKILL.md · Multi-source deep research using firecrawl and exa MCPs. Searches the web, synthesizes findings, and delivers cited…
affaan-m/ecc · .kiro/skills/deep-research/SKILL.md · Multi-source deep research using firecrawl and exa MCPs. Searches the web, synthesizes findings, and delivers cited…
bytedance/deer-flow · skills/public/deep-research/SKILL.md · Use for substantial investigations needing current evidence, source comparison, or synthesis across several dimensions…
imbad0202/academic-research-skills · deep-research/SKILL.md · Universal deep research agent team. 13-agent pipeline for rigorous academic research on any topic. 8 modes: full…
thu-maic/openmaic · skills/agent-runtime/deep-research/SKILL.md · Courses whose content rests on current, external or real-world facts that must be verified against live sources before…
genspark-ai/genoffice · skills/recommended/deep-research/SKILL.md · Run multi-round searches with cross-checking and produce a research report with cited sources, delivered as a Word…