Project Onboarding

Project Onboarding (Adopting on an Existing Project)

How this skill is organised (progressive disclosure)

This skill follows the same three-level progressive-disclosure pattern as the other skills in this repository:

• Level 1 (always in context once loaded): this SKILL.md,

~250 lines. Decision tree + universal rules + which references to load for which scenario.

• Level 2 (loaded on demand by name): per-scenario reference files

in references/, with worked examples.

• Level 3 (planned future work): an interactive bin/onboard.sh

helper that automates the inventory step. Specification deferred; ad-hoc execution via the skill's reference files is sufficient while we accumulate experience.

When to load this skill

Load this skill when the user says any of:

• "I have an existing project; help me start using scicomp-research-skills on it."
• "Migrate this repo to use the scicomp-research-skills framework."
• "I already have a CLAUDE.md / .cursorrules / AGENTS.md;

how do I integrate it with this framework?"

• "Adopt these skills on my existing paper / library / analysis repo."
• "Bootstrap on top of what I already have."

Auto-load trigger (added 2026-05-17 from real-project feedback): also load this skill on the FIRST tool call into a directory when ALL of:

1. The current working directory contains no AGENTS.md at the repo

root.

1. The canonical framework checkout (~/.scicomp-research-skills/)

exists on this machine.

1. The directory's contents look like a research project: presence of

any one of *.tex, *.bib, references/, experiments/, figures/, notes/, pyproject.toml, setup.py, Project.toml, CMakeLists.txt, slides/, paper/, drafts/, OR a *.pdf in the repo root that looks like a manuscript.

1. The agent is about to do substantive work (drafting, editing, or

creating content -- not just reading).

The AmigAI session (May 2026) showed that without this auto-load trigger, the agent goes straight to drafting content (slides.tex) without recognising the directory as a Scenario 1.A onboarding opportunity. The skill therefore fires too late or not at all.

Do NOT load this skill if:

• The user is starting a NEW project from scratch -- use root

AGENTS.md Section 11 + the appropriate template (paper-skeleton/ or software-skeleton/) instead.

• The user wants to update an existing scicomp-research-skills-aware

project (refresh canonical, pull upstream changes) -- that's bin/refresh.sh + bin/install.sh --update, not a migration.

• The directory is a tiny scratch space (single throwaway script;

a one-shot data-conversion utility) where onboarding overhead would exceed the project's lifetime value.

Core principle: preserve and migrate, never silently overwrite

The single most important rule for migration:

Existing project content is the user's work. The agent's job is to preserve it, surface any conflicts to the user explicitly, and migrate content into the canonical layout -- not to replace existing files with template defaults.

Concretely:

1. Audit before acting. Before writing or moving any file, the

agent inventories what already exists (see references/existing-project-audit.md). The audit produces a plan; the user reviews the plan; only then does the agent execute.

1. Move rather than overwrite. When the framework expects a file

at path X and the user has content at path Y serving the same role, propose a rename + content merge -- do not write a fresh template file at X that obliterates Y.

1. Surface conflicts explicitly. When the user's existing

conventions disagree with the framework's universal conventions (root AGENTS.md Section 6), surface the conflict + the override-convention (per-project AGENTS.md "Project-specific overrides" section can deviate from universal rules), and let the user decide.

1. Never auto-delete. Even when the framework's expected layout

doesn't include a path the user has, do not delete. Either move it under the framework's layout, or leave it in place + note in PLAN.md / AGENTS.md that it exists.

1. One commit per logical migration step. A migration touching 30

files + restructuring directories should be many small commits, not one big "migrate to scicomp-research-skills" mega-commit. Each step is reviewable + revertable independently.

Decision tree: which scenario applies?

Before loading any reference file, classify the user's situation:

                        Is there an AGENTS.md / CLAUDE.md /
                        .cursorrules / GEMINI.md / CONVENTIONS.md /
                        AGENT.md at the project root?
                                |
                +---------------+---------------+
                |                               |
               NO                              YES
                |                               |
        SCENARIO 1: no                  SCENARIO 2: existing
        prior agentic work              agentic instructions
                |                               |
                v                               v
        load                            load
        references/                     references/
        scenario-1-no-                  scenario-2-existing-
        agentic-work.md                 agentic-files.md
        +                               +
        references/existing-            references/existing-
        project-audit.md                project-audit.md
                                        +
                                        references/conflict-
                                        resolution.md

Both scenarios share the inventory-before-acting step (covered in references/existing-project-audit.md). Both produce + execute a migration plan that the user reviews.

Scenario 1 sub-cases

references/scenario-1-no-agentic-work.md covers:

• 1.A: empty-ish repo (a few files; no significant existing

layout). Migration is essentially "copy template + fill in placeholders + first commit"; fastest path.

• 1.B: mature repo with substantial existing structure

(existing src/, experiments/, figures/, etc.). Migration must reconcile existing layout with framework's expected layout.

• 1.C: repo with non-standard layout (sources at repo root, or

code/ instead of src/, or domain-specific layouts). Migration decides what's load-bearing vs cosmetic in the framework's expectations.

Scenario 2 sub-cases

references/scenario-2-existing-agentic-files.md covers:

• 2.A: one agent-file format (e.g. just CLAUDE.md). Migration:

AGENTS.md becomes canonical; existing file becomes a symlink (preserving the agent client's discovery) OR its content merges into AGENTS.md.

• 2.B: multiple agent-file formats (CLAUDE.md + .cursorrules
• GEMINI.md). Same as 2.A applied N times; deduplicate during

migration.

• 2.C: agent-file with substantive project content (not just

generic rules but project-specific facts, conventions, in-progress decisions). Content is valuable and must be migrated to the right destination (AGENTS.md "Project facts" / PLAN.md / notes/) rather than discarded.

• 2.D: conflicting conventions (existing CLAUDE.md says X,

shared root AGENTS.md Section 6 says Y). See references/conflict-resolution.md for the per-project override convention.

Universal migration workflow

Regardless of scenario, the migration follows five steps:

1. Audit -- inventory the existing project. Output: a plan-of-

migration document (typically appended to a temporary notes/_migration_.md that gets deleted after the migration is committed). See references/existing-project-audit.md.

1. Plan -- propose specific file moves, content merges, new

files to add, conflicts to resolve. The user reviews the plan before any write actions.

1. Execute -- do the migration. One commit per logical step

(per the "one commit per logical migration step" rule above).

1. Verify -- run the loaded skills' first-action protocols to

confirm the migrated project is in a valid state (PLAN.md exists + readable; AGENTS.md exists + readable; cross-references resolve; no personal-path leaks; pre-commit / shellcheck pass if applicable).

1. Document -- append an entry to the project's

notes/agent_feedback.md recording what was migrated, what conflicts arose, and how they were resolved. This is the onboarding-session deposit (per agent-resource-discipline/references/persistent-memory.md's last-action protocol).

The full step-by-step procedure lives in the per-scenario reference files; this section is the spine.

Ready-to-paste prompts for users

The user can copy any of the following into their agent's first message to kick off a migration. Each prompt loads this skill, classifies the scenario, and starts the audit.

Each prompt below begins with a prerequisite-check block so the agent can install the framework if it isn't already installed (rather than failing opaquely on the "load skill" step). The block is identical across all prompts; the user always pastes ONE thing regardless of install state.

For Scenario 1 (no prior agentic work):

PREREQUISITE CHECK (run this first):

1. Check whether ~/.scicomp-research-skills/AGENTS.md exists.
2. If it does NOT exist, install the framework now. Try SSH first;
   if that fails, fall back to HTTPS:
     git clone git@github.com:a-attia/scicomp-research-skills.git ~/.scicomp-research-skills \
       || git clone https://github.com/a-attia/scicomp-research-skills.git ~/.scicomp-research-skills
     ~/.scicomp-research-skills/bin/install.sh
   If both clone attempts fail, report the error to me and stop;
   do not proceed silently.
3. If it exists but is more than 30 days old (modification time of
   ~/.scicomp-research-skills/AGENTS.md), suggest I run
   `~/.scicomp-research-skills/bin/refresh.sh` and proceed regardless.

REQUEST:

Load the project-onboarding skill from
~/.scicomp-research-skills/skills/project-onboarding/SKILL.md.
This is an existing  project
with no prior AGENTS.md / CLAUDE.md / .cursorrules. Audit the
current state, produce a migration plan, and walk me through it
step by step before executing.

For Scenario 2 (existing agentic instructions):

PREREQUISITE CHECK (run this first):

1. Check whether ~/.scicomp-research-skills/AGENTS.md exists.
2. If it does NOT exist, install the framework now. Try SSH first;
   if that fails, fall back to HTTPS:
     git clone git@github.com:a-attia/scicomp-research-skills.git ~/.scicomp-research-skills \
       || git clone https://github.com/a-attia/scicomp-research-skills.git ~/.scicomp-research-skills
     ~/.scicomp-research-skills/bin/install.sh
   If both clone attempts fail, report the error to me and stop;
   do not proceed silently.
3. If it exists but is more than 30 days old (modification time of
   ~/.scicomp-research-skills/AGENTS.md), suggest I run
   `~/.scicomp-research-skills/bin/refresh.sh` and proceed regardless.

REQUEST:

Load the project-onboarding skill from
~/.scicomp-research-skills/skills/project-onboarding/SKILL.md.
This is an existing  project
that already has .
Preserve the existing content; produce a migration plan that
integrates with the scicomp-research-skills framework without
losing any of the project-specific facts I've already captured.
Walk me through the plan step by step before executing anything.

The full library of prompts (per sub-case) is in references/migration-prompts.md.

Workflow rules

The full discipline is in the references; the cross-cutting rules are:

1. Audit before acting. No file writes before the user has reviewed

• approved the migration plan.

1. Preserve user content. Never silently overwrite. Move +

merge; don't replace.

1. Surface conflicts. When user conventions disagree with

framework conventions, name the conflict + cite both rules + ask the user to choose. The per-project AGENTS.md "Project-specific overrides" section is the formal home for approved deviations.

1. One commit per logical step. Many small migration commits,

not one mega-commit.

1. Never auto-delete. When in doubt, move-and-document; let the

user delete if they choose.

1. Update notes/agent_feedback.md with onboarding-specific

observations: what worked smoothly, what required workarounds, what gaps in this skill the migration revealed.

Adjacent skills (compose freely)

This skill composes with:

• agent-resource-discipline -- always load. The first-action

protocol applies (read project state before acting); the last- action protocol applies (update indices + agent_feedback after).

• human-facing-doc-authoring -- load when migrating or creating

any human-facing doc (the new AGENTS.md / PLAN.md / README.md / notes/ files all follow that skill's structural conventions).

• literature-survey -- load when an existing project has a

bibliography that needs migration into the references/_collection_log.md audit-trail discipline.

• research-software-engineering (for software projects) or

research-paper-writing (for paper projects) -- load AFTER the migration is done; they are for normal work, not for onboarding.

Output contract

When the user invokes this skill, the agent should:

1. Confirm the scenario (1 vs 2 + sub-case) per the decision tree.
2. Load the matching scenario reference + always load

references/existing-project-audit.md.

1. Execute the audit (first action: read existing repo state).
2. Produce a migration plan + present it to the user for review.
3. WAIT for the user to approve before executing any writes.
4. Execute step-by-step with one commit per logical step.
5. Run verification (Step 4 of the universal workflow).
6. Append an entry to notes/agent_feedback.md summarising the

onboarding (Step 5 of the universal workflow).

See also

• references/existing-project-audit.md -- the inventory-before-

acting procedure shared by both scenarios.

• references/scenario-1-no-agentic-work.md -- worked examples

for sub-cases 1.A / 1.B / 1.C.

• references/scenario-2-existing-agentic-files.md -- worked

examples for sub-cases 2.A / 2.B / 2.C / 2.D.

• references/conflict-resolution.md -- how to surface and resolve

conflicts between user conventions and framework conventions (the per-project AGENTS.md "Project-specific overrides" mechanism).

• references/migration-prompts.md -- ready-to-paste user prompts

for each scenario + sub-case.

• Root AGENTS.md Section 12 -- agent-facing summary of this

skill's workflow.

• Root README.md "Adopting on an existing project" -- user-facing

summary of the same workflow.

---

Created 2026-05-13 by A. Attia. Companion to the "Starting a new project" workflow (root AGENTS.md Section 11 + README.md "Starting a new project that uses this repository") which assumes a from-scratch start. This skill addresses the realistic "I already have a project; help me adopt the framework" case, which is more common than starting fresh. Revised 2026-05-17 (F-12 from real-project feedback -- AmigAI): broadened the triggering condition + frontmatter description to fire on bare-of-AGENTS.md directories with research-project-shaped contents, not only on explicit user requests. The AmigAI session showed the agent missing the bare-directory onboarding opportunity because the trigger was too narrowly worded.

Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

• Author: a-attia
• Source: a-attia/scicomp-research-skills
• License: MIT

Install and usage instructions live in the source repository linked above.