evaluator
Independent assessment without debate context — adversarial loop prevents gaming
Skill by SimHacker
Chalk Labs
Need help deploying evaluator?
Chalk Labs sets up agents like this inside real teams: connected to your tools, tested on your data, with a human in the loop where it matters.
Install
Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.
npx agentmarket install skill/simhacker-evaluator
Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.
Get the weekly diff
The weekly diff: one email a week with new agent tools, notable updates and grade changes, plus security alerts for tools you follow. Double opt-in, one-click unsubscribe.
About
Reviews
Write a reviewNo reviews yet. Installed it? Reviews come from verified installers only. How reviews work
Permissions
What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.
- Tools
- No tools found
- Secrets
- None asked for
- Install scripts
- None found
Network hosts it talks to 1
codeload.github.com· found in install command
Files it touches
~/.claude/skills/evaluator
What's inside
- Skill name
evaluator- Description
- Independent assessment without debate context — adversarial loop prevents gaming
- License
- MIT
- Instructions
- 236 lines in SKILL.md · view on GitHub
Agent Skills spec issues
- allowed-tools: must be a space-separated string
Files (5)
- CARD.yml
- GLANCE.yml
- README.md
- SKILL.md
- skill-snitch-report.md
SKILL.md (first lines)
# Evaluator
> *"Fresh eyes, no bias, just the rubric."*
Committee output goes to a separate model instance with NO debate context.
## The Separation
```yaml
evaluation:
principle: "Evaluator has NO access to:"
- debate_transcript
- speaker_identities
- amendment_history
- voting_patterns
- minority_dissents
evaluator_sees_only:
- final_output
- rubric_criteria
- subject_matter_context
```
## Room Architecture
```yaml
# committee-room/
# ROOM.yml
# debate.yml
# output.yml
# outbox/
# evaluation-request-001.yml
# evaluation-room/
# ROOM.yml
# rubric.yml
# inbox/
# evaluation-request-001.yml # Landed here
# evaluations/
# eval-001.yml
```
## Evaluation Request
```yaml
# Thrown from committee to evaluator
evaluation_request:
id: eval-req-001
from: committee-room
timestamp: "2026-01-05T15:00:00Z"
subject: "Client X Engagement Decision"
output_only: |
Recommendation: Accept Client X with:
- Explicit scope boundaries
- Milestone-based billing
- Quarterly scope review
Confidence: 0.65
Key considerations:
- Revenue opportunity aligns with growth goals
- Risk mitigated by contractual protections
- Capacity impact manageable
rubric: client-evaluation-v1
# Note: NO debate context included
```
## Evaluation Process
```yaml
evaluation:
request: eval-req-001
evaluator: "fresh model instance"
context_loaded: false # Critical!
steps:
1. load_rubric: client-evaluation-v1
2. read_output: evaluation_request.output_only
3. score_each_criterion: independently
4. calculate_weighted_total: true
5. generate_critique: if score < threshold
```
## Evaluation Output
```yaml
# evaluation-room/evaluations/eval-001.yml
evaluation:
id: eval-001
request: eval-req-001
timestamp: "2026-01-05T15:05:00Z"
rubric: client-evaluation-v1
scores:
resource_efficiency:
score: 4
rationale: "Output indicates capacity is manageable"
risk_level:
score: 3
rationale: "Mitigations proposed but not detailed"
confidence: "Would score higher with specific terms"
strategic_alignment:
score: 4
rationale: "Growth goals mentioned, seems aligned"
stakeholder_impact:
score: 3
rationale: "Not explicitly addressed in output"
flag: "Committee should consider stakeholder effects"
weighted_total: 3.45
threshold: 3.5From SimHacker/moollm, MIT.
More from SimHacker/moollm
- 0.667score
change-name
SimHacker
Change a name, email address, phone number, handle, or any identifying string across the artifacts where it lives — starting with surgical…
SkillAFreshness: A★ 60Claude Code +9 - 0.664score
emacs
SimHacker
GNU Emacs as a stateful Lisp machine for agents — daemon, moo-* protocol, emacs.py router, emacs:// URLs, spoken grammar, play-learn-lift.
SkillAFreshness: A★ 60Claude Code +9 - 0.662score
design-sense
SimHacker
Ambient design skill socket — the working designer's head.
SkillAFreshness: A★ 60Claude Code +9 - 0.662score
copy-that
SimHacker
Transmission hygiene for content leaving the chat.
SkillAFreshness: A★ 60Claude Code +9 - 0.661score
datasette
SimHacker
Datasette — serve SQLite over HTTP with metadata YAML, JSON API, plugins; MOOLLM path from cursor-mirror export.
SkillAFreshness: A★ 60Claude Code +9 - 0.659score
action-queue
SimHacker
Sims-inspired action scheduling — queue actions, execute in order.
SkillAFreshness: A★ 60Claude Code +9 - 0.659score
artifactory
SimHacker
The Engine of Creation — a general-purpose constructor that reads, writes, edits, destroys, and persists artifacts across the filesystem and git.
SkillAFreshness: A★ 60Claude Code +9 - 0.659score
container
SimHacker
A directory that is a scope, not a place: its defaults: reach every room, character and object inside it, like OpenLaszlo's <node> or the CSS cascade.
SkillAFreshness: A★ 60Claude Code +9 - 0.656score
context
SimHacker
Runtime context passed to compiled closures — the world as seen from inside
SkillAFreshness: A★ 60Claude Code +9 - 0.656score
character
SimHacker
Core patterns for all characters — home, location, relationships, inventory
SkillAFreshness: A★ 60Claude Code +9 - 0.656score
budtender
SimHacker
Cannabis-specialized bartender — strains, terpenes, edibles, rolling
SkillAFreshness: A★ 60Claude Code +9 - 0.656score
bartender
SimHacker
Generic bartending capabilities — pour drinks, manage tabs, know regulars
SkillAFreshness: A★ 60Claude Code +9
Signals
- Stars
- 60
- Forks
- 5
- Open issues
- 1
- Last commit (this folder)
- Oct 20, 2026 (10 days ago)
From GitHub (fetched Oct 24, 2026).
Details
- License
- MIT
- Repository
- github.com/SimHacker/moollm
- First seen
- Oct 24, 2026
- Last checked
- Oct 24, 2026
- Source
- GitHubgithub-graphql
More from SimHacker
- 0.667score
change-name
SimHacker
Change a name, email address, phone number, handle, or any identifying string across the artifacts where it lives — starting with surgical…
SkillAFreshness: A★ 60Claude Code +9 - 0.664score
emacs
SimHacker
GNU Emacs as a stateful Lisp machine for agents — daemon, moo-* protocol, emacs.py router, emacs:// URLs, spoken grammar, play-learn-lift.
SkillAFreshness: A★ 60Claude Code +9 - 0.662score
copy-that
SimHacker
Transmission hygiene for content leaving the chat.
SkillAFreshness: A★ 60Claude Code +9 - 0.662score
design-sense
SimHacker
Ambient design skill socket — the working designer's head.
SkillAFreshness: A★ 60Claude Code +9 - 0.661score
datasette
SimHacker
Datasette — serve SQLite over HTTP with metadata YAML, JSON API, plugins; MOOLLM path from cursor-mirror export.
SkillAFreshness: A★ 60Claude Code +9 - 0.659score
action-queue
SimHacker
Sims-inspired action scheduling — queue actions, execute in order.
SkillAFreshness: A★ 60Claude Code +9
Done for you
Rather not set it up yourself?
Chalk Labs scopes, builds and runs agents for your team: the task audit, the eval harness, the integrations and the weekly ops report. Fixed scope, priced before we start.
See how we build AI agents →Read the case studies
Chalk Labs is a two-founder AI and growth studio. We build AI agents, CRMs and MVPs for Web3 and AI companies, and have shipped 50+ product and token launches.
- launches shipped
- 50+
- launches shipped
- media placements
- 500+
- media placements
- founders on every account
- 2
- founders on every account
Press we've placed: Forbes · CoinDesk · Decrypt · Cointelegraph · The Block
Rahil Jain, Co-founder, Chalk Labs. Ex-Goldman Sachs engineer. You talk to the person who builds it.
Get evaluator running in your business
Tell us what you want to automate. A founder replies within one working day with a plan, not a pitch deck.
Cite this page
evaluator skill. Agent Mart. https://agentmart.dev/skills/simhacker-evaluator (last updated 2026-10-24)