| name | omh-deep-research |
| description | parallel web research; subagents→synthesis→cite-verify |
| version | 1.0.0 |
| metadata | {"hermes":{"tags":["research","web","synthesis","parallel","omh"],"category":"omh","requires_toolsets":["terminal","omh","web"]}} |
OMH Deep Research — Multi-Phase Web Research with Citation Verification
When to Use
- The user asks for "deep research on", "a research report about",
"comprehensive research", "investigate X", "what's known about Y"
- omh-deep-interview encounters an unfamiliar domain and needs background
- omh-ralplan needs external context before it can plan responsibly
- The user's question requires synthesizing 3+ web sources into one
coherent answer, not a single search
When NOT to Use
- A confirmed report already exists at
.omh/research/{slug}-report.md
with status: confirmed for this topic — view it instead
- The question is answerable by a single web_search call
- The user wants real-time / current-events data only (this skill
emphasizes durable synthesis, not freshness)
- No
web toolset is available in this Hermes install (see Prerequisites)
Prerequisites
This skill fail-fasts if any of the following are missing:
Hermes discovery: hermes skills list | grep omh-deep-research should
return this skill once installed.
Installation (symlink for Hermes discovery)
mkdir -p ~/.hermes/skills/omh && ln -snf <repo>/plugins/omh/skills/omh-deep-research ~/.hermes/skills/omh/omh-deep-research
Parent dir creation MUST precede the symlink.
Architecture
Five invocation phases, exit-safe between any two:
| # | Phase | Reads | Writes | Subagents |
|---|
| 1 | decompose | user query | {slug}-plan.md, state.phase=search | none |
| 2 | search | plan, state, findings/ | new findings file(s), state.completed_subtopics, phase | 1-3 [omh-role:researcher] parallel |
| 3 | gap_check | all findings | optional _followup.md OR direct phase flip | 0 or 1 [omh-role:researcher] |
| 4 | synthesize | all findings (parent inlines) | {slug}-report.md status: draft, phase=verify | 1 [omh-role:research-synthesist] |
| 5 | verify | report + findings (parent inlines) | confirmed frontmatter / state mutate / blocked | 1 [omh-role:research-verifier] |
Per-instance state. Each research session lives at
.omh/state/research--{slug}.json (the engine slugifies instance_id
into the filename). Multiple topics can be in flight concurrently — the
slug minted in Phase 1 IS the instance_id, and every subsequent
omh_state(...) call passes instance_id="{slug}". Per-session
artifacts (plan, findings, report) are slug-keyed under
.omh/research/. The earlier research-{id}.json and
research-state.json (singleton) wordings from older specs are
superseded.
Parent owns the filesystem. All web tool use happens inside delegated
subagents. The parent reads findings files and inlines their contents
into synthesist's and verifier's context field. Subagents return
text only.
Roles are referenced, never inlined. Use [omh-role:NAME] markers.
The full role bodies live in plugins/omh/references/role-*.md.
Procedure
Phase 0: Check for Existing State and Sentinel
Before starting any new research session:
- Mint a candidate slug for the new request (see Phase 1 rule).
Call this
new_slug. We need it to disambiguate enumeration below.
- List existing research instances —
omh_state(action="list_instances", mode="research"). If the tool is
unavailable, glob .omh/state/research--*.json manually. Each entry
carries an instance_id (== slug) and active flag.
- For each active entry, run a cancel check first:
omh_state(action="cancel_check", mode="research", instance_id="{slug}").
If cancelled, log CANCELLED slug={slug} and clear that instance via
omh_state(action="clear", mode="research", instance_id="{slug}").
- Sentinel self-heal (recovery from crash between confirm and
clear). For each remaining active entry whose
.omh/research/{slug}-report.md has frontmatter status: confirmed,
the previous run crashed after writing the sentinel but before
clearing state. Treat as completed: log
REPORT_CONFIRMED_RECOVERED slug={slug}, clear via
omh_state(action="clear", mode="research", instance_id="{slug}").
- Topic-match resume — if any remaining active entry's
topic
matches the new request, jump directly to Phase 2/3/4/5 for THAT
slug (use its existing instance_id); do not mint new_slug.
- Already-confirmed for this topic — if a
{slug}-report.md
exists with status: confirmed matching the new topic, prompt:
refresh (mint a new slug and re-run) / view existing report / cancel.
- No conflict — proceed to Phase 1 with
new_slug. Concurrent
active research on different topics is permitted; do not block.
Phase 1: Decompose
- Cancel check:
omh_state(action="cancel_check", mode="research", instance_id="{slug}").
- Mint a slug — concrete rule:
slug = kebab(topic)[:40] + '-' + YYYYMMDD + '-' + random4
where random4 is 4 lowercase-hex chars.
kebab() = lowercase, replace runs of non-alphanumeric with -,
strip leading/trailing -, truncate to 40 chars.
- Decompose the user's topic into 3-5 subtopics. For each subtopic,
draft 2-3 candidate search queries.
- Write the plan atomically (tmp → fsync → rename) to
.omh/research/{slug}-plan.md with frontmatter:
---
status: planning
topic: {original user topic}
slug: {slug}
subtopics:
- name: {subtopic 1 name}
queries: [{q1}, {q2}, {q3}]
- ...
---
- Initialize state via
omh_state(action="write", mode="research", instance_id="{slug}", data={...}):
{
"phase": "search",
"slug": "{slug}",
"topic": "{topic}",
"subtopic_count": N,
"completed_subtopics": [],
"started_at": "{ISO-8601}",
"session_id": "{uuid4}",
"synthesis_attempts": 0
}
- Log
STARTED slug={slug} and PLAN_WRITTEN slug={slug} subtopics=N.
- Exit. Re-invocation will pick up at Phase 2 via the Phase 0 resume path.
Phase 2: Search (parallel batched, re-entrant)
This phase is re-entrant: it dispatches one batch of up to 3
researcher subagents per invocation, then exits. Re-invoke to dispatch
the next batch. Re-entry is driven by state.completed_subtopics.
- Cancel check:
omh_state(action="cancel_check", mode="research", instance_id="{slug}").
- Read state and the
{slug}-plan.md frontmatter.
- Compute
pending = [s for s in plan.subtopics if s.name not in state.completed_subtopics].
- Take the next
batch = pending[:3] (up to 3 in parallel).
- Dispatch ONE batch call with the
[omh-role:researcher] marker:
delegate_task(tasks=[
{
"goal": "<self-contained: topic, subtopic name, exact queries to run, output template per [omh-role:researcher]>",
"context": "<plan excerpt for this subtopic; no other subagent's findings>",
},
...up to 3...
])
Each task's goal is fully self-contained — no inter-subagent
dependencies. The role marker [omh-role:researcher] MUST appear in
each goal so the subagent loads the role.
- (Strict write-order — NEVER reverse this order):
- Write all findings file(s) for this batch atomically
(tmp → fsync → rename). Each file lands at
.omh/research/{slug}-findings/{subtopic-slug}.md with
frontmatter capturing subtopic, source_urls, and credibility
tags pulled from the subagent's returned SOURCES block.
- Update
state.completed_subtopics (extend the list, persist via
omh_state(action="write", mode="research", instance_id="{slug}", data=...)).
- Exit.
- Phase transition. On the next invocation, Phase 0 routes back
here. If
pending becomes empty after the write, set
state.phase = "gap_check" BEFORE exiting (still after the
findings write — order: findings → completed_subtopics → phase flip).
- Log
BATCH_COMPLETE batch=N subtopics=[name1,name2,...] per batch.
Pitfalls specific to Phase 2:
- Dedup across subtopics. Two researchers may surface the same URL.
The synthesist (Phase 4) handles cross-subtopic dedup via global
Sources renumbering; Phase 2 does NOT need to dedup across files.
- Slug for findings filename. Use
kebab(subtopic.name)[:60]. If
two subtopics kebab to the same slug, append -2, -3, etc.
- Parent never calls
web_search or web_extract directly. All
web tool use is inside the delegated [omh-role:researcher]
subagents. The parent's job is dispatch and disk.
Phase 3: Gap Check (TWO branches only)
The parent skill never calls web_search or web_extract directly;
all web tool use happens inside delegated subagents.
-
Cancel check: omh_state(action="cancel_check", mode="research", instance_id="{slug}").
-
Read all .omh/research/{slug}-findings/*.md files. From each, extract
the GAPS: bullet list. Concatenate, then dedup lexically
(case-insensitive trim-compare; preserve first occurrence).
-
TWO branches only:
-
(a) 0 gaps — Set state.phase = "synthesize", log
GAP_CHECK_COMPLETE gaps=0, exit.
-
(b) ≥1 gap — Delegate ONE [omh-role:researcher] subagent.
Goal: synthetic "subtopic" named _followup, with the deduped gap
list as the queries. Parent writes the returned text to
.omh/research/{slug}-findings/_followup.md (atomic). Set
state.phase = "synthesize", log GAP_CHECK_COMPLETE gaps=N, exit.
No threshold tiers. No N-versus-M gap branching. No inline
web_search branch. Two branches only — that is the contract.
Phase 4: Synthesize (parent inlines findings; parent writes report)
-
Cancel check: omh_state(action="cancel_check", mode="research", instance_id="{slug}").
-
Parent INLINES findings. Read ALL files under
.omh/research/{slug}-findings/ (including _followup.md if
present). Concatenate their full contents into the delegation's
context field. The synthesist subagent has no filesystem access.
Budget escape (verified safe). If the concatenated payload
exceeds the orchestrator's tool-arg budget (≈40KB+ across 5+
findings files is a soft threshold), the parent MAY summarize
each findings file's SYNTHESIS section while preserving:
- The full SOURCES
[N] block verbatim (titles + URLs + tags + dates)
- All GAPS sections verbatim
- The
_followup block verbatim (it is usually the smallest and
most claim-dense)
Do NOT drop or paraphrase any URL, citation tag, or numeric claim.
Dogfooded 2026-04: a 5-subtopic + 1-followup run with summarized
SYNTHESIS bodies + verbatim source lists passed verification at
high confidence with all 28 globally-renumbered citations intact.
When in doubt, prefer full inline; summarize only when forced.
-
Dispatch ONE [omh-role:research-synthesist] task:
delegate_task(
goal="<self-contained: produce report per [omh-role:research-synthesist] template; topic={topic}; reference inlined plan + findings>",
context="<plan frontmatter + every findings file content, fully inlined>",
)
-
Retry context. If state.synthesis_attempts > 0, append the
prior verifier's REQUEST_CHANGES feedback (stored in
state.last_verifier_feedback) to the goal as:
Address these prior verifier findings:
{feedback}
-
Parent always overwrites .omh/research/{slug}-report.md with
the returned text. Frontmatter starts at status: draft. NO -v2
suffixing. Prior verdicts live only in state, not on disk.
-
C3 propagation. Parent does NOT edit the returned report. Any
(insufficient sources for this subtopic) strings remain verbatim.
-
Set state.phase = "verify", log REPORT_DRAFT, exit.
Phase 5: Verify (parent inlines; 3-strike gate; ordered confirm)
-
Cancel check: omh_state(action="cancel_check", mode="research", instance_id="{slug}").
-
Parent INLINES report + findings. Read {slug}-report.md AND
all {slug}-findings/*.md files. Concatenate BOTH into the
verifier delegation's context field. Verifier subagent has no
filesystem access.
-
Tools allowlist (A5). When dispatching, pass a tools allowlist
EXCLUDING write/edit/filesystem tools where Hermes supports
per-call tool scoping. If Hermes lacks per-call scoping, document
in Known Gaps and rely on the prose READ-ONLY contract in
role-research-verifier.md.
-
Dispatch ONE [omh-role:research-verifier] task. Parse the
returned VERDICT.
-
On VERDICT: PASS — STRICT ORDER (NEVER reverse):
- Write
{slug}-report.md with frontmatter status: confirmed (atomic; idempotent sentinel; THIS is the source-of-truth and must land FIRST).
- Append
REPORT_CONFIRMED slug={slug} to the event log.
- Clear state via
omh_state(action="clear", mode="research", instance_id="{slug}").
- Print summary to user; exit.
Phase 0 self-heals if a crash occurs between step 1 and step 3 (it
detects the confirmed sentinel and clears the orphan state).
-
On VERDICT: FAIL with state.synthesis_attempts < 3:
- Increment
state.synthesis_attempts.
- Store the verifier's REQUEST_CHANGES verdict (full body) in
state.last_verifier_feedback.
- Set
state.phase = "synthesize".
- Log
VERIFY_FAIL slug={slug} and SYNTHESIS_RETRY attempt={N}.
- Exit. Re-invocation re-runs Phase 4 with feedback context.
-
On VERDICT: FAIL with state.synthesis_attempts == 3:
- Set
state.phase = "blocked".
- Surface the verifier's gap list to the user.
- Log
VERIFY_FAIL slug={slug} and BLOCKED_RETRIES_EXHAUSTED slug={slug}.
- Exit. State is RETAINED so the user can inspect or escalate
(Phase 0 will not auto-restart a blocked session).
Logging
Append-only events to .omh/logs/research-{session_id}.log. Events are
decisions and phase transitions only — never findings content (matches
the omh-deep-interview convention).
Documented event vocabulary:
STARTED slug={slug}
PLAN_WRITTEN slug={slug} subtopics=N
BATCH_COMPLETE batch=N subtopics=[...]
GAP_CHECK_COMPLETE gaps=N
REPORT_DRAFT
VERIFY_PASS
VERIFY_FAIL
SYNTHESIS_RETRY attempt=N
BLOCKED_RETRIES_EXHAUSTED slug={slug}
REPORT_CONFIRMED slug={slug}
REPORT_CONFIRMED_RECOVERED slug={slug}
BLOCKED slug={slug}
CANCELLED
Sentinel
Downstream skills (omh-deep-interview, omh-ralplan, omh-autopilot) detect
a completed research session by:
.omh/research/{slug}-report.md with frontmatter `status: confirmed`
This file is the durable contract. State is ephemeral; the sentinel is
the source of truth.
Pitfalls
- Never call
web_search or web_extract from the parent. All web
tool use happens inside delegated [omh-role:researcher] subagents.
- Never inline role text. Use
[omh-role:NAME] markers; bodies live
in plugins/omh/references/role-*.md.
- Phase boundaries are commit points. Each phase MUST exit cleanly
after writing its outputs and updating state. Long-running phases
that span multiple delegations are not exit-safe.
- One active research session per project. Phase 0 enforces this.
Don't create parallel research states.
- Slug collisions are user-visible. The
random4 suffix keeps
same-topic same-day re-runs from clobbering each other.
Known Gaps
- Persistence to wiki / fact_store / memory is not yet integrated.
The sentinel report is the only durable interface in v1. (Q2)
- Per-call subagent tool scoping for
[omh-role:research-verifier]
may be unavailable depending on Hermes install; READ-ONLY contract is
enforced by prose in role-research-verifier.md in that case. (A5)