| name | agent-exploration |
| description | Dispatches scoped-write explorer agents in parallel for general research and exploration of any codebase, topic, or domain. The operator passes --path (output directory), --agents (parallel count), --prompt (research question), and optionally --ide, --model, --reasoning to control the Compozy runtime. The parent scouts the territory first to divide work, then invokes `compozy exec --agent explorer` N times in parallel (via the harness's async/background facility); each invocation writes one analysis file at <path>/analysis/NN_analysis_<slug>.md following a seven-section schema. The parent then synthesizes <path>/analysis/summary.md. The explorer agent lives in the Compozy global registry at ~/.compozy/agents/explorer/AGENT.md and is installed by the bundled script when absent. Use when running parallel multi-area research that must produce written artifacts. Do not use for competitor-only research already covered by cy-research-competitors, single-file lookups answerable by Explore, or edits to existing code. |
| trigger | explicit |
| argument-hint | [--path <dir>] [--agents <num>] [--prompt <text>] [--ide <ide>] [--model <model>] [--reasoning <effort>] |
| metadata | {"author":"Pedro Nauck","github":"https://github.com/pedronauck","repository":"https://github.com/pedronauck/skills"} |
Agent Exploration
Generic parallel-research workflow. Use when a question requires deep reads across multiple distinct areas and the operator needs written artifacts (not chat output). The skill dispatches explorer agents in parallel through compozy exec; each invocation writes one analysis file. The parent then synthesizes a final summary.
The skill is self-contained and harness-agnostic. The explorer is a Compozy agent — a single definition (assets/AGENT.md) installed once at ~/.compozy/agents/explorer/AGENT.md, discoverable by compozy exec --agent explorer from any harness (Claude Code, Codex CLI, Cursor, Droid, OpenCode, Pi, Gemini, Copilot, …). The parent runtime is selected per invocation via --ide, --model, and --reasoning. Parallel dispatch uses whatever async/background tool calls your harness exposes — the skill does not prescribe a specific tool.
Required Reading Router
Match your step to the row. Read the listed files in full before producing output. They are not appendices — they are load-bearing. Inline content in this SKILL.md is a pointer, not a substitute.
| Step | MUST read |
|---|
| Step 4 — composing every slice prompt | references/dispatch-rules.md + assets/analysis-template.md |
| Step 5 — verifying outputs | references/checklist.md + assets/analysis-template.md |
Step 6 — synthesizing summary.md | every <path>/analysis/NN_analysis_<slug>.md from this round |
| Any contract violation, fabricated evidence, or retry | references/dispatch-rules.md (re-read; do not paraphrase from memory) |
Reference Index
references/dispatch-rules.md — the scoped-write contract: what the dispatched agent may write, may read, may run; tool allow/forbid lists; parent responsibilities; parallelism cap; failure handling. Must be embedded verbatim in every slice prompt.
references/checklist.md — seven-section output validation checklist (installation, inputs, scout, dispatch, files, schema, summary). Run before authoring summary.md.
assets/analysis-template.md — the canonical seven-section schema every dispatched agent fills (Overview, Mechanisms/Patterns, Relevant Sources, Transferable Patterns, Risks/Mismatches, Open Questions, Evidence) plus a Scope header.
assets/AGENT.md — the Compozy explorer agent definition (frontmatter: title, description, ide, model, reasoning_effort, access_mode; body: the scoped-write contract and workflow). Installed by scripts/install-explorer.sh to ~/.compozy/agents/explorer/AGENT.md.
scripts/install-explorer.sh — bootstrap helper. Writes the bundled assets/AGENT.md to the Compozy global registry. Refuses to overwrite.
scripts/dispatch-slices.sh — parallel dispatch runner. Takes --ide/--model/--reasoning plus 1-8 prompt files, backgrounds one compozy exec per file, waits via wait $pid, captures per-slice stdout/stderr/exit, and reports a summary. Zero external dependencies (native bash + the compozy binary).
Bundled Path Rule
Resolve every bundled helper relative to the directory that holds this SKILL.md. When a command appears below as scripts/<name>, treat the actual invocation as <agent-exploration-dir>/scripts/<name> — expand <agent-exploration-dir> to the absolute skill directory before running.
Required Inputs
--path <dir> (required): Output directory. Analysis files are written under <path>/analysis/. Any project-relative or absolute directory works (for example docs/research/<topic>/, tasks/<slug>/, or a path outside the repo). The skill is not tied to any specific project layout.
--agents <num> (optional, default 3, hard cap 8): Number of explorer invocations to dispatch in parallel. Caps prevent runaway dispatch when the prompt is vague.
--prompt <text> (required): The research question. Quoted multi-line strings are supported. If omitted, the parent asks the operator before continuing.
--ide <ide> (optional, default claude): Compozy runtime for each dispatched invocation. Forwarded to compozy exec --ide. Accepted values mirror compozy exec: codex, claude, cursor-agent, droid, opencode, pi, gemini, copilot.
--model <name> (optional, default opus): Forwarded to compozy exec --model. When the chosen IDE does not support the requested model, compozy surfaces the error and the slice fails — re-dispatch with a compatible model.
--reasoning <effort> (optional, default xhigh): Forwarded to compozy exec --reasoning-effort. Accepted values: low, medium, high, xhigh.
If --path or --prompt is missing, the parent asks the operator a single clarification before continuing. Never invent defaults for either. Apply the documented defaults for --ide, --model, --reasoning silently when omitted; reject an invalid --ide rather than falling back.
Output Layout
<path>/analysis/
├── 01_analysis_<slug-a>.md
├── 02_analysis_<slug-b>.md
├── 03_analysis_<slug-c>.md
└── summary.md
- File numbering is zero-padded to two digits (
01, 02, …, 08).
- Each slug is a short kebab-case identifier the parent assigns during the scout (Step 3), reflecting that slice's focus.
summary.md is parent-authored synthesis, not a dispatched output.
Procedures
Step 1: Verify the explorer agent is installed
- Confirm the
compozy binary is on PATH (e.g. command -v compozy). If missing, abort with a one-line message instructing the operator to install Compozy from /Users/pedronauck/dev/compozy/looper. Do not fall back to harness-native subagents.
- Check for the explorer agent in the Compozy registry:
- Global (preferred):
~/.compozy/agents/explorer/AGENT.md.
- Workspace override (optional, takes precedence):
<repo>/.compozy/agents/explorer/AGENT.md.
At least one must be present.
- If both are absent, ask the operator a single question: "The
explorer Compozy agent is not installed at ~/.compozy/agents/explorer/AGENT.md. Install it now? [yes/no]". Do not proceed silently.
- On "yes", run the bundled bootstrap helper:
<agent-exploration-dir>/scripts/install-explorer.sh. The helper installs to ~/.compozy/agents/explorer/AGENT.md and refuses to overwrite an existing file.
- On "no", abort the dispatch with a one-line message.
- After installation, re-check that the file exists before continuing.
- (Optional sanity check) Run
compozy agents inspect explorer and confirm the entry is discoverable. Any error here blocks dispatch.
Step 2: Resolve inputs
- Parse
--path, --agents, --prompt, --ide, --model, --reasoning from the invocation. If --path or --prompt is missing, ask the operator and stop.
- Default
--agents to 3 when omitted. Reject values below 1 or above 8 — ask the operator to choose a value in range.
- Default
--ide to claude, --model to opus, --reasoning to xhigh when omitted. Validate --ide against the accepted list (codex, claude, cursor-agent, droid, opencode, pi, gemini, copilot); reject invalid values with a clear message instead of silent fallback. Do not validate --model ahead of time — let compozy surface incompatibilities.
- Resolve
--path to an absolute path. If the directory does not exist, ask the operator whether to create it before continuing.
- Create
<path>/analysis/ if absent. The dispatched agents refuse to write into a missing directory.
Step 3: Parent-led initial scout (MANDATORY — do not skip)
The scout is the load-bearing step that prevents wasted parallel dispatch. The parent must do this work itself before any slice is launched.
- Perform a brief read-only exploration of the problem space using
Glob, Grep, and targeted Read calls. The scout's job is to learn enough about the territory to divide it well — not to produce analysis content. Cap the scout at 8–15 tool calls; deep reading belongs to the dispatched agents.
- From the scout, identify exactly
--agents distinct slices that are:
- Non-overlapping — two slices should not require reading the same primary files for the same purpose.
- Independently answerable — a slice's analysis must not depend on another slice's output.
- Aligned with the operator's
--prompt — every slice serves the original research question.
- For each slice, assign:
- A two-digit ordinal (
01..08).
- A short kebab-case slug (≤ 4 words) reflecting that slice's focus (e.g.
state-machine, event-bus, auth-boundaries).
- A focused per-slice prompt that names the slice question, the primary source paths/URLs to read, and any cross-references the dispatched agent should use.
- Briefly tell the operator the slice list (one line per slice:
NN – slug – focus) before dispatching. Do not ask for approval unless the slices look thin or overlap; just announce and proceed.
If the scout reveals that fewer than --agents non-overlapping slices exist, reduce the dispatch count and tell the operator. Do not pad slices to hit the requested count.
Step 4: Dispatch explorer agents in parallel
Gist tripwires — the contract items the parent must enforce in every dispatched prompt:
- The prompt names three things: slice scope, slug+ordinal, exact target file path. If any is missing, the dispatched agent must refuse and ask back.
- The dispatched agent gets exactly one file-write — at the named target path — and nothing else. No edits, no
git/make/package managers, no writes outside <path>/analysis/.
- All slices dispatch in parallel via
compozy exec, with --ide/--model/--reasoning-effort forwarded from the operator's inputs. Wait for every process to exit (code 0) before verification.
STOP. Read references/dispatch-rules.md in full before composing any slice prompt. That file contains the complete scoped-write contract, tool allow/forbid lists, parent responsibilities, and failure handling. The bullets above are tripwires, not the contract — the contract must be embedded verbatim in every slice prompt.
STOP. Read assets/analysis-template.md in full before composing any slice prompt. That file is the canonical seven-section schema every dispatched agent fills. The schema must be embedded in the prompt; do not paraphrase it.
Compose one slice prompt per slice. Every prompt MUST include:
- The operator's original
--prompt verbatim, prefixed by a short orientation line.
- The slice's focused question and the primary sources to read.
- The exact target path:
<path>/analysis/NN_analysis_<slug>.md (absolute path).
references/dispatch-rules.md content embedded verbatim (copy-paste, do not paraphrase).
- The seven-section schema from
assets/analysis-template.md.
Write each composed prompt to its own file at <path>/.dispatch/prompts/NN_<slug>.txt. The file basename (without extension) becomes the slice id used for per-slice log file naming.
Recommended dispatch path: scripts/dispatch-slices.sh. The bundled script backgrounds one compozy exec per prompt file, waits for every PID, captures per-slice stdout/stderr/exit under <logs-dir>, and exits non-zero if any slice failed. Zero external dependencies; portable across any harness that can run a bash script.
<agent-exploration-dir>/scripts/dispatch-slices.sh \
--ide <ide> --model <model> --reasoning <reasoning> \
--logs <path>/.dispatch/logs \
-- <path>/.dispatch/prompts/01_<slug-a>.txt \
<path>/.dispatch/prompts/02_<slug-b>.txt \
<path>/.dispatch/prompts/03_<slug-c>.txt
<ide>, <model>, <reasoning> are the resolved operator inputs (defaults claude, opus, xhigh).
- The script prints
dispatched: <slug> pid=<N> per launch and exited: <slug> rc=<N> per completion, ending with a summary: total=Xs ok=N/M failed=K/M line.
- Each prompt is passed through
compozy exec --prompt-file <file> (no shell-escaping risk for long prompts).
- The script hard-caps at 8 slices per invocation, matching the parallelism cap in
references/dispatch-rules.md.
Manual alternative (if you cannot run a bash script — e.g., a harness that prefers issuing N parallel tool calls itself): invoke each slice with the command shape below. Use whatever async/background facility your harness exposes; wait for every invocation to exit before continuing.
compozy exec \
--agent explorer \
--ide <ide> \
--model <model> \
--reasoning-effort <reasoning> \
--prompt-file <path>/.dispatch/prompts/NN_<slug>.txt
Notes that apply to both paths:
compozy exec already defaults --access-mode to full, so no extra runtime-permission flag is required.
- Do not pin
--timeout in the dispatch template. The Compozy default is an activity timeout (job canceled only when no output is received within the period), which the dispatched agent's normal tool-call streaming keeps reset. If a specific slice legitimately needs a longer silent window (e.g., synthesising over 25+ sources), the operator can append --timeout 30m (or higher) to that single invocation.
- Treat any non-zero exit code as a slice failure and re-dispatch that slice with the contract restated. Never synthesise a missing slice's analysis as if its dispatch succeeded.
Step 5: Verify outputs
Gist tripwires — the floor items that catch most failures:
- Every
compozy exec exited 0. Non-zero exits are slice failures, not warnings.
- Exactly
N files at the expected NN_analysis_<slug>.md paths under <path>/analysis/.
- All seven schema sections present in each file; no empty sections without a gap-note + Open Question.
- At least one cited source per file sample-checked (
Read for local paths, well-formedness for URLs).
STOP. Read references/checklist.md in full before declaring outputs verified. That file is the seven-section output validation checklist (installation, inputs, scout, dispatch, files, schema, summary). Every item must pass; failing items trigger a re-dispatch of the offending slice. The bullets above are tripwires, not the contract.
If a section is empty, a file is missing, a cited path is fake, or the schema is incomplete, re-dispatch the offending slice via a fresh compozy exec with the schema embedded and a request to fill the gap. The parent never authors the missing analysis content — the dispatched agent owns the write.
Step 6: Synthesize summary.md
- Read every
<path>/analysis/NN_analysis_<slug>.md in full.
- Author
<path>/analysis/summary.md with these sections:
- Research Question — the operator's
--prompt, verbatim.
- Slice Map — table mapping each
NN – slug to its slice question and one-line finding.
- Convergences — patterns or risks that appear in two or more analyses, with cross-citations to the slice files.
- Divergences — places where slices disagree or where one slice surfaces a finding the others miss.
- Risks & Open Questions — consolidated, deduplicated list pulled from each analysis's Open Questions and Risks/Mismatches sections.
- Recommended Next Steps — short, actionable list. Each step cites the slice file(s) that support it.
- Index — bullet list of
<path>/analysis/NN_analysis_<slug>.md paths so a future reader can drill in.
summary.md is parent-authored. Do not dispatch a slice for this step.
When Not To Use
- Single-file lookups ("where is X defined?", "what does function Y return?"): use
Explore or direct Grep/Read. This skill is overkill.
- Edits to existing code: the explorer is scoped-write — it can only create new analysis files, not modify anything else.
- Tightly scoped competitor / reference-repo research in projects that already ship a more specialized variant (for example a project-local skill that mirrors a fixed competitor catalog). Use that variant when it exists; use this skill as the generic fallback.
Error Handling
Operational tripwires only — the full failure taxonomy lives in references/dispatch-rules.md (Failure Handling) and references/checklist.md.
compozy binary not found on PATH: abort with a one-line message instructing the operator to install Compozy (/Users/pedronauck/dev/compozy/looper). Do not fall back to harness-native subagent tools.
~/.compozy/agents/explorer/AGENT.md missing and operator declines install: abort the dispatch with a one-line message. Do not inline-define the agent in the slice prompt.
--ide invalid: list the accepted values (codex, claude, cursor-agent, droid, opencode, pi, gemini, copilot) and ask the operator to choose a valid one. Do not fall back silently to claude.
--reasoning invalid: ask the operator for one of low, medium, high, xhigh.
--path directory cannot be created: stop and report the filesystem error. Do not fall back to the current working directory silently.
--agents out of range: ask the operator for an in-range value. Do not auto-clamp.
- Scout cannot find
--agents non-overlapping slices: reduce the dispatch count, inform the operator, and proceed with the smaller set.
compozy exec exits non-zero, contract violation, schema-incomplete analysis, fabricated evidence, or ambiguous-prompt refusal: STOP. Re-read references/dispatch-rules.md in full before re-dispatching. The parent never authors the missing content; the dispatched agent owns the write.
- Network/disk error during dispatch: fail the round entirely. Do not produce a half-set of analyses. Re-dispatch after the error is resolved.