CD skill-to-http
Expose installed agent Skills as HTTP(S) REST API services. Runs a persistent FastAPI server that auto-generates an API endpoint per Skill, with sync/async execution, webhook callbacks, and a multi-engine sub-agent executor (OpenClaw / Claude Code / Codex CLI / LLM fallback). Ships a bilingual (EN/ZH) web management console. HTTP by default (zero-friction), optional HTTPS with self-signed SAN certificates for production. Use when you need to serve Skills over HTTP, call Skills remotely, or expose Skill capabilities to external systems.
Expose installed agent Skills as HTTP(S) REST API services.
As a process D 48/100 · Unfinished process — weak spots: result and completion, when it triggers, inputs and preconditions
What is at stake
The skill contains fragments that, in the wrong hands, cost money or data. Below: what the installer risks and what the author should do.
The skill contains commands that delete files, rewrite disks or execute code fetched from the network. The agent may run them without asking if it believes the instructions require it.
Replace destructive commands with safe equivalents that ask for confirmation, scope them to one folder, and stop piping curl into a shell: pin a version and a checksum.
How to improve
- Address the high-severity findings: each costs 18 safety points. If one is a false positive, add the rule id to guard.allow in spec.yaml.
- Your own cases (evals/evals.json, 4–6 real requests with expected answers): the full check would then run those instead of a model-drafted suite.
- A spec.yaml with trigger phrases and assertions — a behaviour contract for CI; `skilltest init` writes a template.
Guard findings · 5
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high Dangerous commands
cmd-install-from-urlSKILL.md:237Installs a package from an untrusted URL / archivepip install -i https://pypi.tuna.tsinghua.edu.cn/simple claude_agent_sdk
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high Dangerous commands
cmd-install-from-urlSKILL.md:239Installs a package from an untrusted URL / archivepip install -i https://pypi.tuna.tsinghua.edu.cn/simple 'claude_agent_sdk>=0.0.9'
Medium and low: 3
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low Dangerous commands
cmd-background-processscripts/console.py:1169Starts a background / autostarted process (code comment)# setsid() 创建新 session + 进程组,彻底脱离原进程组控制范围。
comment -
low Dangerous commands
cmd-background-processscripts/console.py:1172Starts a background / autostarted processos.setsid()
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low Dangerous commands
cmd-background-processscripts/console.py:1173Starts a background / autostarted process (string literal in code, not executed)logger.debug("Console: setsid() 成功,脱离进程组控制")code literal
Files scanned: 21. Evidence is masked. Grey chips explain why severity was lowered.
Against the Agent Skills spec
✓ No remarks against the Agent Skills spec
Process rating: all ten parameters 48/100
- 0Result and completion. Does not say what the result is
- 0Inputs and preconditions. Does not say what the process needs to start
- 0Progress reporting. Says nothing while it works
- 20When it triggers. No condition that starts the skill
- 30Running it twice. 3 mutating operations with no state check
- 50Failures and branches. 0 branches, has a failure section
- 60Tools and files. Uses tools (bash, web, python, node) that frontmatter does not declare
- 100Steps. 55 steps
- 100Consistency. Name and required fields are in place
- 100Execution cost. Instruction body is 3845 tokens
- low 14 top-level sections: this looks like several domains in one skill
- low The response is described with custom markup (12 tags): a typed call is more reliable
Everything here is measured from the skill text rather than judged by a model, so the numbers are checkable. A parameter weighs more when it is a more common reason for the process to stall.
Quality signals
- +5Description has no quoted example phrases that should trigger the skill
- +4Description does not say when NOT to use the skill (false activations)
- +3Output format is not stated: the model decides each time
- -2localhost URLs: will not work for another user
- +1No license
- +2Single-language instructions
- +3Description length 541: enough signal without eating the budget
- +4Structure: 25 headings
- +3Step-by-step instructions: 55 items
- +4Has examples (14 code blocks)
- +4Reference files are cited in the instructions (3 of 3)
- +3All 15 scripts are documented
Quality base 70; lint remarks subtract, signals add up to 100. Result: 89.