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agent-launcher-orchestrator

Use when someone wants to build, launch, grade or schedule a Claude Managed Agent in their own Anthropic account ('build me an agent', 'run this nightly'). Reads the session goal, routes with goal_router.py and compiles the loop with loop_compiler.py.

Quality

87%

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SKILL.md
Quality
Evals
Security

Quality

Content

88%Weight 40%Scale 1-5

Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.

A well-engineered orchestrator skill: deterministic routing with exit-code semantics, complete executable commands, explicit error-recovery loops, and disciplined scope enforced by hard refusal gates. The main gap is that two linked reference files (cma-primitives.md, loops-and-workflows.md) are cited but absent from the bundle, and a few prose passages could be tightened.

DimensionReasoningScore

Conciseness

The body is efficient — a compact routing table, an exit-code contract, and terse forcing questions with recommendations; no concept explanations Claude would already know. A few phrases could be trimmed ('Heavy intake stays in the forked context; the parent gets a digest', the provenance note about launch-your-agent), matching the 4 anchor rather than the lean 5 anchor.

4 / 5

Actionability

Provides copy-paste-ready, complete commands: 'python3 scripts/goal_router.py --out-dir ./my-agent' with documented exit codes 0/3/4, a full loop_compiler.py invocation with all flags, goal_state.py subcommands, and a concrete hand-off payload (goal string, agent_name, out_dir, plan.v1). All three referenced scripts exist in ./scripts/, matching the fully-executable 5 anchor.

5 / 5

Workflow Clarity

The sequence is explicit (run router, act on exit code, compile the loop, fork with the hand-off contract, then 'goal_state.py advance' and digest) with genuine feedback loops: exit 3 'ask the one printed forcing question, then re-route', exit 4 'get one sentence, then re-route', plus hard pre-flight refusal gates. Explicit validation checkpoints and error recovery match the 5 anchor.

5 / 5

Progressive Disclosure

Well-sectioned overview with one-level-deep, clearly signaled references, and every referenced script (goal_state.py, goal_router.py, loop_compiler.py) exists in the bundle's scripts/ directory. However, both advertised reference documents ('../../references/cma-primitives.md', '../../references/loops-and-workflows.md') do not resolve — no references/ directory exists in the bundle — so navigation is only mostly reliable, matching the 4 anchor.

4 / 5

Total

18

/

20

Passed

Description

83%Weight 40%Scale 1-5

Based on the skill's description, can an agent find and select it at the right time? Clear, specific descriptions lead to better discovery.

A strong description with an explicit 'Use when' clause containing verbatim natural trigger phrases and a concrete what-statement naming the exact scripts involved. Its only weaknesses are incomplete capability coverage and a slightly over-broad 'build me an agent' trigger that could collide with generic agent-building skills.

DimensionReasoningScore

Specificity

Names several concrete actions ('Reads the session goal, routes with goal_router.py and compiles the loop with loop_compiler.py', 'build, launch, grade or schedule') with specific tool names, matching the 'several specific actions; minor gaps' anchor. Not 5 because coverage is not comprehensive — intake/interview, phase management, and the BYOK contract are unmentioned; clearly above 3 since more than 1-2 actions are concrete.

4 / 5

Completeness

Explicitly answers 'when' with concrete trigger phrases ('Use when someone wants to build, launch, grade or schedule a Claude Managed Agent...') and 'what' with the read-goal/route/compile pipeline. Both halves are concrete and explicit, matching the 5 anchor rather than the 4 anchor where 'when' would be less specific.

5 / 5

Trigger Term Quality

Includes verbatim natural user utterances as triggers ("'build me an agent'", "'run this nightly'") alongside 'build, launch, grade or schedule', giving good keyword coverage. Not 5 because common synonyms like 'deploy', 'create', or 'set up an agent' are missing; well above 3 given the quoted natural phrases.

4 / 5

Distinctiveness Conflict Risk

'Claude Managed Agent in their own Anthropic account' carves a clear niche with distinct triggers, but the generic trigger 'build me an agent' could fire on non-CMA agent-building requests, creating minor overlap risk with closely related skills. Mostly distinct rather than minimal conflict risk.

4 / 5

Total

17

/

20

Passed

Validation

81%

Checks the skill against the spec for correct structure and formatting. All validation checks must pass before discovery and implementation can be scored.

Validation — 13 / 16 Passed

Validation for skill structure

CriteriaDescriptionResult

metadata_field

'metadata' should map string keys to string values

Warning

frontmatter_unknown_keys

Unknown frontmatter key(s) found; consider removing or moving to metadata

Warning

relative_links

Relative link issues: 2 suspicious

Warning

Total

13

/

16

Passed

Repository

alirezarezvani/claude-skills

Path

agent-launcher/skills/agent-launcher-orchestrator/SKILL.md

Reviewed

Table of Contents

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