name: evolve-agent
locale: caveman-ultra
source_locale: en
source_commit: 82c77053
fence_basis_commit: 854ad675f
translator: "Julius Brussee homage — caveman"
translation_date: "2026-04-24"
description: >
Evolve an existing agent definition by refining its persona in-place or
creating an advanced variant. Covers assessing the current agent against
best practices, gathering evolution requirements, choosing scope
(refinement vs. variant), applying changes to skills, tools, capabilities,
and limitations, updating version metadata, and synchronizing the registry
and cross-references. Use when an agent's skills list is outdated, user
feedback reveals capability gaps, tool requirements have changed, an
advanced variant is needed alongside the original, or the agent's scope
needs sharpening after real-world use.
license: MIT
allowed-tools: Read Write Edit Bash Grep Glob
metadata:
author: Philipp Thoss
version: "1.0"
domain: general
complexity: intermediate
language: multi
tags: meta, agent, evolution, maintenance, versioning
Evolve an Existing Agent
Improve, extend, or create advanced variant of agent originally made w/ create-agent. Covers maintenance: assess gaps, apply targeted improvements, bump versions, sync registry + cross-refs.
Use When
- Skills list outdated after new skills added
- User feedback → capability gaps, unclear purpose, weak examples
- Tool reqs changed (new MCP, tool removed, privilege reduction)
- Scope needs sharpen — overlaps or too broad
- Advanced variant needed alongside original (e.g.,
r-developer + r-developer-advanced)
- Related agents/teams added → See Also stale
In
- Required: Path to existing agent file (e.g.,
agents/r-developer.md)
- Required: Evolution trigger (feedback, new skills, tool change, overlap, team integration, limitations)
- Optional: Version bump magnitude (patch, minor, major)
- Optional: Create variant instead of refine in-place (default: refine in-place)
Do
Step 1: Assess Current
Read existing + eval each section vs quality checklist guides/agent-best-practices.md:
| Section | Check | Common Issues |
|---|
| Frontmatter | Required fields (name, description, tools, model, version, author) | Missing tags, stale version, wrong priority |
| Purpose | Specific problem, not "helps with X" | Vague/overlapping |
| Capabilities | Concrete, verifiable, bold lead-ins | Generic ("handles development"), no grouping |
| Available Skills | Matches frontmatter, IDs in registry | Stale IDs, missing new, lists defaults unnecessarily |
| Usage Scenarios | 2-3 realistic + invocation | Placeholder, unrealistic |
| Examples | User req + agent behavior | Missing/trivial |
| Limitations | 3-5 honest constraints | Too few/vague/missing |
| See Also | Valid cross-refs | Stale links |
# Read the agent file
cat agents/<agent-name>.md
# Check frontmatter parses
head -20 agents/<agent-name>.md
# Verify skills in frontmatter exist in registry
grep "skills:" -A 20 agents/<agent-name>.md
# Check if agent is referenced by any team
grep -r "<agent-name>" teams/*.md
→ List specific gaps by section.
If err: no file or no frontmatter → skill N/A, use create-agent from scratch.
Step 2: Gather Reqs
Identify + categorize trigger:
| Trigger | Example | Scope |
|---|
| User feedback | "Missed XSS in review" | Add skill/capability |
| New skills | Library gained analyze-api-security | Update skills list |
| Tool change | New MCP available | Add tools/mcp_servers |
| Scope overlap | 2 agents claim "code review" | Sharpen purpose + limitations |
| Team integration | Added to new team | Update See Also, verify capabilities |
| Model upgrade | Deeper reasoning needed | Change model field |
| Privilege reduction | Bash but only reads | Remove unnecessary tools |
Document changes + target sections before edit:
- Frontmatter: add `new-skill-id` to skills list
- Capabilities: add "API Security Analysis" capability
- Available Skills: add `new-skill-id` with description
- Limitations: remove outdated limitation about missing skill
- See Also: add link to new team that includes this agent
→ Concrete list mapped to sections.
If err: unclear → consult user. Vague goals → vague improvements.
Step 3: Choose Scope
Decision matrix refine in-place vs variant:
| Criteria | Refinement (in-place) | Advanced Variant (new) |
|---|
| Agent ID | Unchanged | New: <agent>-advanced or <agent>-<specialty> |
| File path | Same .md | New file in agents/ |
| Version bump | Patch/minor | Starts 1.0.0 |
| Model | May change | Often higher (sonnet → opus) |
| Registry | Update existing | New entry |
| Original | Modified directly | Left intact, gains See Also |
Refinement: Update skills, fix docs, sharpen scope, adjust tools. Keeps identity.
Variant: Evolved version serves diff audience, needs diff model, or capabilities make original too broad. Original stays for simpler uses.
→ Clear decision + rationale.
If err: unsure → default refinement. Extract variant later easier than merge back.
Step 4: Apply Changes
Refinements
Edit existing directly:
- Frontmatter: Update
skills, tools, tags, model, priority, mcp_servers
- Purpose/Capabilities: Revise for new scope/functionality
- Available Skills: Add new + descriptions, remove deprecated
- Usage Scenarios: Add/revise for new capabilities
- Limitations: Remove obsolete, add honest new
- See Also: Update cross-refs
Editing rules:
- Preserve all sections — add not remove
- Sync Available Skills w/ frontmatter
skills
- No default skills (
meditate, heal) in frontmatter unless core methodology
- Verify each ID:
grep "id: skill-name" skills/_registry.yml
Variants
# Copy the original as a starting point
cp agents/<agent-name>.md agents/<agent-name>-advanced.md
# Edit the variant:
# - Change `name` to `<agent-name>-advanced`
# - Update `description` to reflect the advanced scope
# - Raise `model` if needed (e.g., sonnet → opus)
# - Reset `version` to "1.0.0"
# - Expand skills, capabilities, and examples for the advanced use case
# - Reference the original in See Also as a simpler alternative
→ Agent file (refined/variant) passes Step 1 checklist.
If err: edit breaks structure → git diff review, revert via git checkout -- <file>.
Step 4.5: Sync Translated Variants
Required when translations exist. Applies to human authors + AI agents. No skip — stale source_commit → npm run validate:translations false staleness across locales.
Check + update translations:
# Check for existing translations
ls i18n/*/agents/<agent-name>.md 2>/dev/null
If translations exist
- Current source commit:
npm run validate:translations
- Update
source_commit each translated:
npm run check:fence-propagation -- --id <agent-name>
node tools/provenance-field.mjs --field fence_basis_commit --set $(git rev-parse --short HEAD) <mirror paths>
- Flag files → re-translation in commit msg:
evolve(<agent-name>): <description of changes>
Translations flagged for re-sync: de, zh-CN, ja, es
Changed sections: <list sections that changed>
- Regenerate status:
npm run translation:status
If no translations exist
No action. Proceed Step 5.
Variants
Defer translation of new variants until stabilize (1-2 versions). Translations after ≥1 refinement.
→ All translated source_commit updated. npm run translation:status exits 0.
If err: sed fails match frontmatter field → open manually, verify source_commit in YAML. Missing → re-scaffold npm run translate:scaffold -- agents <agent-name> <locale>.
Step 5: Version + Metadata
Bump version semver:
| Change | Bump | Example |
|---|
| Typo/wording | Patch: 1.0.0 → 1.0.1 | Fixed unclear limitation |
| New skills, capability expanded | Minor: 1.0.0 → 1.1.0 | Added 3 new skills |
| Restructured, model change | Major: 1.0.0 → 2.0.0 | Narrowed scope, opus |
Also update:
updated date = today
tags if domain coverage changed
description if purpose materially diff
priority if importance rel changed
→ version + updated reflect magnitude + date. New variants start "1.0.0".
If err: forget bump → no way track. Always bump before commit.
Step 6: Registry + Cross-Refs
Refinements
Update existing entry in agents/_registry.yml → match revised frontmatter:
# Find the agent's registry entry
grep -A 10 "id: <agent-name>" agents/_registry.yml
Update description, tags, tools, skills → match file. No count change.
Update cross-refs if capabilities/name changed:
# Check if any team references this agent
grep -r "<agent-name>" teams/*.md
# Check if any guide references this agent
grep -r "<agent-name>" guides/*.md
Variants
Add new agent to registry alphabetically:
- id: <agent-name>-advanced
path: agents/<agent-name>-advanced.md
description: One-line description of the advanced variant
tags: [domain, specialty, advanced]
priority: normal
tools: [Read, Write, Edit, Bash, Grep, Glob]
skills:
- skill-id-one
- skill-id-two
Then:
- Increment
total_agents top of registry
- Add See Also in original → variant
- Add See Also in variant → original
.claude/agents/ symlink → auto-discoverable
→ Registry matches frontmatter. Variants: total_agents matches actual.
If err: count entries grep -c "^ - id:" agents/_registry.yml + verify matches total_agents.
Step 7: Validate
Full checklist:
# Verify frontmatter
head -20 agents/<agent-name>.md
# Check skills exist
for skill in skill-a skill-b; do
grep "id: $skill" skills/_registry.yml
done
# Count agents on disk vs registry
ls agents/*.md | grep -v template | wc -l
grep total_agents agents/_registry.yml
# Review all changes
git diff
→ All pass. Ready to commit.
If err: address each failing item. Common: stale IDs in Available Skills, forgotten updated date.
Check
Traps
- Forget version bump: No way track changes. Always
version + updated before commit.
- Stale translations post-evolution: 1,288+ translation files → every agent evolution → up to 4 locale files stale. Check
ls i18n/*/agents/<agent-name>.md + update source_commit or flag re-translation.
- Skills list drift: Frontmatter
skills + ## Available Skills must sync. Update one not other → confusion humans + tooling.
- List defaults unnecessarily: Adding
meditate/heal to frontmatter when inherited. Only list if core methodology (e.g., mystic, alchemist).
- Tool over-provisioning: Add
Bash or WebFetch "just in case" during evolution. Every addition justified by specific new capability.
- Stale See Also after variant: Original + variant need reference each other. One-directional → incomplete graph.
- Registry not updated: After skills/tools/desc change → registry must match. Stale → discovery + tooling failures.
→
create-agent — foundation for new agents; evolve-agent assumes this followed
evolve-skill — parallel procedure for SKILL.md
commit-changes — commit evolved agent w/ descriptive msg