Install
openclaw skills install cognitive-bias-busterRecognize and counter 50+ cognitive biases in real-time thinking, decisions, and judgments.
openclaw skills install cognitive-bias-busterCognitive Bias Buster helps users recognize when their thinking is being distorted by systematic cognitive errors — and provides practical countermeasures for each. Drawing from decades of research in behavioral economics and cognitive psychology (Kahneman, Tversky, Ariely, and others), this skill catalogs 50+ biases organized into 6 families, with real-time detection prompts and de-biasing techniques for each.
This skill does not eliminate biases — it makes them visible so users can compensate. Biases are features of human cognition, not bugs to be "fixed." The goal is better awareness, not perfect rationality.
Use this skill when the user asks to:
Trigger phrases: "Cognitive bias", "Thinking error", "Why am I wrong?", "Bias check", "Am I biased?", "Mental blind spot", "De-bias", "Thinking trap", "Judgment error"
Understand what the user is analyzing:
Run through the 6 bias families and flag which might be active in this context. For each family, ask the diagnostic questions.
We are bombarded with information; we filter aggressively — and often wrongly.
| Bias | Signal | Countermeasure |
|---|---|---|
| Availability Heuristic | You judge likelihood by how easily examples come to mind | Ask: "What data am I NOT seeing?" |
| Attentional Bias | You only notice what you're already looking for | Deliberately seek disconfirming evidence |
| Anchoring | First number/info disproportionately influences you | Resist giving the first number; seek multiple anchors |
| Confirmation Bias | You seek, interpret, and remember info that supports what you already believe | Actively look for evidence against your view |
| Observer-Expectancy Effect | You unconsciously influence outcomes to match expectations | Blind yourself to conditions when possible |
| Selection Bias | Your sample is not representative of the whole | Check: "Who is missing from this data?" |
Diagnostic questions: What information came first? What am I ignoring? What would prove me wrong?
We compulsively find patterns and meaning — even in random noise.
| Bias | Signal | Countermeasure |
|---|---|---|
| Apophenia / Patternicity | You see meaningful patterns in random data | Ask: "Is this pattern real or am I imposing it?" |
| Clustering Illusion | You see streaks or clusters that are statistically expected | Check base rates and sample size |
| Gambler's Fallacy | You believe past independent events affect future probabilities | Remind yourself: coins have no memory |
| Hindsight Bias | You believe past events were more predictable than they were | Document predictions before outcomes are known |
| Illusion of Control | You overestimate your influence over outcomes | Distinguish skill from luck in this context |
| Framing Effect | The same info presented differently changes your choice | Reframe the decision in opposite terms |
| Sunk Cost Fallacy | You continue because of past investment, not future value | Ask: "If I hadn't started this, would I start now?" |
Diagnostic questions: Am I seeing a real pattern or imposing one? Would I interpret this differently if the outcome were unknown?
We must act quickly to survive — so we jump to conclusions and favor the familiar.
| Bias | Signal | Countermeasure |
|---|---|---|
| Action Bias | You prefer doing something over doing nothing, even when waiting is better | Ask: "What is the cost of waiting 24 hours?" |
| Hyperbolic Discounting | You strongly prefer immediate rewards over larger future ones | Imagine the future self and calculate annualized value |
| Status Quo Bias | You prefer things stay the same | Ask: "If the status quo weren't an option, what would I choose?" |
| Default Effect | You stick with pre-set options | Consciously reject defaults and compare alternatives |
| Optimism Bias | You believe you're less likely to experience negative events | Look at base rates for people like you |
| Overconfidence | You overestimate your knowledge or abilities | Estimate confidence, then halve it |
| Dunning-Kruger Effect | Low competence leads to overconfidence; high competence to underconfidence | Seek external feedback on your actual skill level |
Diagnostic questions: Am I rushing because of pressure or real urgency? What would a neutral observer recommend?
We only keep a tiny fraction of what we experience — and we distort even that.
| Bias | Signal | Countermeasure |
|---|---|---|
| Peak-End Rule | You judge experiences by their peak and end, not average | Calculate the actual average, not just the highlight |
| Rosy Retrospection | You remember the past as better than it was | Check contemporaneous records or journals |
| Telescoping Effect | You misdate events (recent feel older, old feel recent) | Verify dates from records |
| Suggestibility | You adopt memories suggested by others | Document events independently before discussing |
| False Memory | You remember things that didn't happen | Treat vivid memories with skepticism if uncorroborated |
| Context Effect | Recall depends on the context you're in now | Revisit the original context mentally or physically |
Diagnostic questions: Is this memory or a reconstruction? What would my diary from that time say?
We evolved to coordinate in groups — but groupthink has its own distortions.
| Bias | Signal | Countermeasure |
|---|---|---|
| Bandwagon Effect | You believe/do things because many others do | Ask: "Would I believe this if nobody else did?" |
| Authority Bias | You attribute greater accuracy to authority figures | Evaluate the claim independently of who said it |
| Halo Effect | One positive trait colors your whole perception | Evaluate traits independently |
| In-Group Favoritism | You favor people in your group | Consciously evaluate out-group members on merits |
| Out-Group Homogeneity | You see out-groups as more alike than they are | Learn individual differences within out-groups |
| Groupthink | Groups prioritize harmony over critical evaluation | Assign a devil's advocate role |
| False Consensus | You overestimate how much others agree with you | Survey a diverse sample anonymously |
| Fundamental Attribution Error | You attribute others' behavior to character but your own to circumstance | Consider situational factors for others too |
| Self-Serving Bias | You attribute successes to yourself, failures to circumstances | Reverse it: what role did luck play in success? |
| Naive Realism | You believe you see reality objectively while others are biased | Accept that your perception is also constructed |
Diagnostic questions: Would I believe this if it came from a stranger? Am I conforming or reasoning?
We are terrible at intuiting probabilities — and we consistently get the math wrong.
| Bias | Signal | Countermeasure |
|---|---|---|
| Base Rate Neglect | You ignore general statistical info in favor of specific info | Always start with the base rate |
| Conjunction Fallacy | You believe two conditions together are more likely than one alone | Remember: P(A and B) ≤ P(A) |
| Zero-Risk Bias | You prefer to reduce a small risk to zero over a greater reduction in a larger risk | Compare absolute risk reduction, not relative |
| Survivorship Bias | You focus on successes and ignore failures | Ask: "What happened to the ones who failed?" |
| Neglect of Probability | You treat all non-zero probabilities as similar | Assign rough numerical estimates |
| Law of Small Numbers | You generalize from small samples | Check sample size before drawing conclusions |
| Berkson's Paradox | You misinterpret correlation in selected populations | Consider how the sample was selected |
Diagnostic questions: What are the actual numbers? What is the sample size? What is the base rate?
For each bias family that scored high risk, go deeper:
For the top 2–3 most relevant biases, select and apply countermeasures:
Create a brief bias audit record:
User says: "I got a job offer with a higher salary but I'm worried about leaving my current team."
Skill guides:
User says: "My friend made a lot on crypto. Should I invest too?"
Skill guides:
User says: "My partner and I keep arguing about the same thing. I know I'm right."
Skill guides: