📦 Agora Doubt List — 技能工具
v2.2.0Generate a Cartesian verification artifact before trusting a plan, claim, implementation, or release. Turn confidence into explicit checks.
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OpenClaw
安全
high confidenceThis is an instruction-only skill that generates verification/checklist artifacts and is internally consistent: it requires no installs, binaries, or credentials and the runtime instructions stay within the stated purpose.
评估建议
This skill appears low-risk and coherent: it only contains instructions for producing verification checklists and asks for no secrets or installs. Before enabling, consider who will act on its output (don't let checklist output be used as an automatic gate without human oversight), test the skill on a few representative items to validate usefulness, and remember that the model can still hallucinate checks — require reviewers to confirm verifications and link to evidence before trusting a 'clear'...详细分析 ▾
✓ 用途与能力
Name/description match the SKILL.md: the skill's goal is to produce a structured 'doubt list' and all inputs, classification rules, and output templates support that. There are no requested env vars, binaries, or config paths that are unrelated to the stated purpose.
✓ 指令范围
SKILL.md contains step-by-step guidance for generating doubts and checks and does not instruct the agent to read files, access environment variables, call external endpoints, or perform system actions outside the scope of generating a checklist.
✓ 安装机制
No install specification and no code files — nothing will be downloaded or written to disk. This is the lowest-risk install profile.
✓ 凭证需求
The skill requests no credentials, API keys, or config paths. There is no disproportionate access requested relative to the simple checklist/guidance functionality.
✓ 持久化与权限
always is false, and the skill does not request or modify persistent agent/system configuration. It does not ask for elevation or long-lived privileges.
安全有层次,运行前请审查代码。
运行时依赖
无特殊依赖
版本
latestv2.2.02026/4/16
Agora v2.2.0 release
● 无害
安装命令
点击复制官方npx clawhub@latest install agora-doubt-list
镜像加速npx clawhub@latest install agora-doubt-list --registry https://cn.longxiaskill.com镜像同步中
技能文档
Purpose
Convert confidence into verifiable skepticism.
This skill asks: what must be checked before we trust this? It is not for performative negativity. It exists to separate fact, inference, preference, and guess.
Activate when
Use this skill when:
- a plan sounds persuasive but has not been stress-tested
- a release is nearing shipment
- a claim is important, risky, or governance-sensitive
- the team wants a verification checklist before execution
- consequences of error are high
Inputs
Expected inputs may include:
- a feature or release plan
- a design proposal
- a decision memo
- a claim or assertion set
- implementation notes or test results
Classification rule
Before generating doubts, classify each major statement as one of:
- Fact — directly established or evidenced
- Inference — reasoned from available evidence
- Preference — normative or taste-based judgment
- Guess — plausible but currently unverified
Unclassified claims are not ready for trust.
Doubt categories
Always produce doubts across five categories.
1. Happy path doubts
- What must go right for the main story to hold?
- Which "obvious" success condition has not actually been verified?
2. Edge case doubts
- What happens under uncommon but realistic conditions?
- What retries, partial failures, or weird inputs have been ignored?
3. Boundary doubts
- What breaks at minimum, maximum, empty, overloaded, concurrent, or delayed conditions?
4. Ambiguity doubts
- Which terms or promises could be interpreted in more than one way?
- Which claims sound specific but are not operationally defined?
5. Evil demon scenarios
- What if the most confidence-inducing assumption is false?
- What if the evidence is incomplete, stale, biased, or misread?
- What catastrophic but low-frequency scenario would embarrass the team later?
Procedure
Step 1 — State the object of doubt
Name exactly what is being reviewed.Step 2 — Classify key claims
Mark each important claim as Fact / Inference / Preference / Guess.Step 3 — Generate doubts across all five categories
Do not stop at happy path concerns.Step 4 — Convert doubts into checks
Every serious doubt should map to a concrete verification action.Step 5 — Assign release posture
Conclude whether the work is:- Clear enough to proceed
- Proceed with conditions
- Do not proceed yet
Output artifact
## Doubt ListObject of Review
- ...
Claim Classification
- Claim: ... -> Fact / Inference / Preference / Guess
Happy Path Doubts
- Doubt: ...
- Verification: ...
Edge Case Doubts
- Doubt: ...
- Verification: ...
Boundary Doubts
- Doubt: ...
- Verification: ...
Ambiguity Doubts
- Doubt: ...
- Verification: ...
Evil Demon Scenarios
- Doubt: ...
- Verification: ...
Clarity Gate
- Clear: ...
- Not clear: ...
Release Posture
- Proceed / Proceed with conditions / Do not proceed yet
Guardrails
- Do not confuse disagreement with evidence.
- Do not mark a guess as fact because the team likes it.
- Do not stop at implementation QA; plans, memos, and claims also need doubt.
- Do not generate abstract doubts without corresponding verification actions.
Failure modes
Common failure modes:
- only checking the happy path
- writing doubts that are too vague to test
- skipping claim classification
- treating rhetorical confidence as evidence
- using this skill to block progress without naming concrete conditions for trust
Escalation points
Escalate when:
- the key claim cannot be verified with currently available evidence
- the team is relying on guesswork for a high-consequence decision
- release pressure is overriding clarity
- terms in the proposal are too ambiguous for meaningful review
Completion condition
This skill is complete only when a reviewer could pick up the output and know what to verify next.