Agent skill · Audited from source
Research Pipeline Runner
skill · WILLOSCAR/research-units-pipeline-skillsLicence not declaredAudited 19 Oct 2026 · source 81994516a430
Is it safe? Yes — SAFE, grade B (89/100). We read this skill's source at commit 81994516a430 and found no filesystem, network or shell access and no hard-coded secrets. What it does: Run a research Workflow end to end when the user requests a survey, brief, review, tutorial, or idea exploration; route an unbound goal, execute one eligible Unit at a time, and stop at checkpoints or diagnosed failures.
Cite
Cite this page
ModelsAtlas. “Research Pipeline Runner (WILLOSCAR/research-units-pipeline-skills)”. Retrieved 19 Oct 2026. https://modelsatlas.com/skills/willoscar/research-pipeline-runner
Trust audit
Audit 0.4.1 · source read 19 Oct 2026
SAFE means nothing in the source contradicts what the skill says it does. Grade B is shared by 16,667 of 17,602 audited skills.
What the source does
- FilesystemNone observedNo reads or writes in the source
- NetworkNone observedNo outbound calls in the source
- ShellNone observedNo commands run in the source
- DependenciesPinnedNothing floats
- SecretsNone foundNo keys in source
Five audit layers
| Layer | What we check | Result | Findings |
|---|---|---|---|
L0 Provenance | Repo owner, licence, archive status, activity | WARN | 2 |
L1 Static source | Secrets, path traversal, supply chain, hidden code | NA | 0 |
L2 Instructions | Prompt injection, authority framing, hidden directives | PASS | 0 |
L3 Inventory | The files and declarations match the source | PASS | 0 |
L4 Sandbox | Run in isolation and watch behaviour | SKIPPED why | 0 |
Gates applied: no behavioural pass, no license.
Findings (2)
MEDIUMInventory / provenanceinv.symlink · .claude/skills
.claude/skills
- Why
- link not followed
- Fix
- —
LOWInventory / provenanceinv.no_license
- Why
- no LICENSE file and no repo licence
- Fix
- add a licence
Audit 0.4.1 · source sha 81994516a430 · 19 Oct 2026Report an issue or request a re-scan
Provenance
Who published it, and what the verdict is pinned to
- PublisherWILLOSCAR GitHub userOwner of the repository this skill is read from
- Source folderWILLOSCAR/research-units-pipeline-skills/.codex/skills/research-pipeline-runnerThe exact folder we audited
- LicenceNot declaredAs the repository states it
- Commit pinned for this verdict81994516a430A new audit runs when the source changes
- Repository statusNot archivedLast push 14 days ago
- Sandboxed runNot runSkills are read, not executed; layer L4 is skipped
What it tells the agent
Full source on GitHub ↗Its description: Run a research Workflow end to end when the user requests a survey, brief, review, tutorial, or idea exploration; route an unbound goal, execute one eligible Unit at a time, and stop at checkpoints or diagnosed failures.
--- name: research-pipeline-runner binding: library description: Run a research Workflow end to end when the user requests a survey, brief, review, tutorial, or idea exploration; route an unbound goal, execute one eligible Unit at a time, and stop at checkpoints or diagnosed failures. --- # Research Pipeline Runner The runner turns one requested outcome into an auditable Workspace. Its leading word is **continuation**: every action must leave enough durable state for the next command or agent to continue without reconstructing the Run from chat. ## Inputs - The user Goal, including the target deliverable and constraints. - An existing Workspace, or a path under `workspaces/<name>/` for a new one. - The selected Pipeline when already recorded in `PIPELINE.lock.md`. ## Outputs - A Workspace containing `GOAL.md`, `PIPELINE.lock.md`, `UNITS.csv`, `STATUS.md`, `CHECKPOINTS.md`, and `DECISIONS.md`. - Pipeline-declared intermediate and target Artifacts. - Run Evidence under `.harness/` and `output/`. ## Steps ### 1. Bind the Goal to one Workflow Read the Goal and existing Workspace state. When no valid Pipeline lock exists, use `pipeline-router`; load `docs/PIPELINE_TAXONOMY.md` only for that routing branch. Preserve an existing valid lock. Completion criterion: `PIPELINE.lock.md` names exactly one Pipeline and its Unit template, and `UNITS.csv` belongs to that contract. ### 2. Reconcile before execution Run the Workspace Doctor or the equivalent Harness inspection. Resolve recoverable projections first. Route integrity errors to an explicit repair; retain all earlier Attempts and Decisions. Completion criterion: the Workspace has either one eligible next Unit or one specific blocking condition with a recorded next action. ### 3. Execute one Unit For the next eligible Unit: 1. read its owner, dependencies, inputs, outputs, acceptance rule, and Skill; 2. open the Attempt through the Pipeline adapter; 3. follow that Skill's `SKILL.md` and selectively load its context pointers; 4. verify every required output and acceptance condition; 5. commit Completion through the Pipeline adapter. Completion criterion: the Unit is committed as `DONE` with matching Attempt, Manifest, and Artifact evidence, or it is `BLOCKED` with a diagnosable Failure. ### 4. Respect the stop line The **stop line** is the first HUMAN checkpoint, unresolved Decision, failed quality contract, missing required Artifact, or terminal execution error. Summarize what exists, name the evidence to inspect, and leave one concrete resume command or question. Completion criterion: the Run never advances beyond a stop line, and another operator can identify the blocker from Workspace files without chat history. ### 5. Continue to the declared outcome Repeat reconciliation and single-Unit execution while an eligible Unit exists. After the final Unit, run Audit and Artifact Pack generation. Completion criterion: target Artifacts exist, required Evaluations pass, Audit contains no blocking issue, and the Artifact Pack indexes the delivery and Run Evidence. ## Branch Pointers - **Workflow selection:** read `docs/PIPELINE_TAXONOMY.md`, then the chosen `pipelines/*.pipeline.md`. The taxonomy owns the routing catalog; this Skill does not duplicate it. - **Survey strict mode:** read the locked Survey Pipeline's quality contract and the active delivery profile before writing. Branch-specific markers and gates live there. - **Offline retrieval:** use the selected retrieval Skill's documented import path and preserve source provenance. - **Manual Unit execution:** use `unit-executor` while retaining the same Completion Protocol. ## Operator Commands Use the outcome-first CLI for normal operation: ```bash uv run rh goal create --topic "<topic>" --workflow <workflow> --workspace workspaces/<name> uv run rh run start --workspace workspaces/<name> uv run rh run resume --workspace workspaces/<name> uv run rh run status --workspace workspaces/<name> uv run rh evidence inspect --workspace workspaces/<name> uv run rh improve diagnose --workspace workspaces/<name> ``` Use `scripts/pipeline.py` for maintainer debugging, explicit approvals, and manual status transitions. The Pipeline adapter remains the only supported path for changing Unit state.
Excerpt, first 4,294 characters of SKILL.md, verbatim from the audited commit. It is text from someone else’s repository, quoted so you can judge it before your agent reads it.
Install
Pinned to the audited commit 8199451
uv run rh goal create --topic "<topic>" --workflow <workflow> --workspace workspaces/<name> uv run rh run start --workspace workspaces/<name> uv run rh run resume --workspace workspaces/<name> uv run rh run status --workspace workspaces/<name> uv run rh evidence inspect --workspace workspaces/<name> uv run rh improve diagnose --workspace workspaces/<name>
git clone https://github.com/WILLOSCAR/research-units-pipeline-skills git -C research-units-pipeline-skills checkout 81994516a430
Commands as the repository documents them: shown, never run by us. Our verdict covers commit 81994516a430 only.
Works in
The author has not said which agents this skill supports, and we have not tested it in any.
Audit history
Every audit, every source change
- ✓SAFE B 89 / 100
first audit · source
81994516a430
README badge
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[](https://modelsatlas.com/skills/willoscar/research-pipeline-runner/)
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Questions about Research Pipeline Runner
What does the Research Pipeline Runner skill do?
Is Research Pipeline Runner safe to install?
What can Research Pipeline Runner access on my machine?
How current is this page?
Sources
- github.com/WILLOSCAR/research-units-pipeline-skills/tree/main/.c — the audited source at commit 81994516a430 and every finding aboveObserved · 19 Oct 2026
Spotted something wrong? Report a correction · Methodology
Keep going in your AI
Opens with this page as the source. We add nothing else to the prompt.
- What does the Research Pipeline Runner skill do?
- Is Research Pipeline Runner safe to install?
- What can Research Pipeline Runner access on my machine?