Install
openclaw skills install afrexai-knowledge-managementOrganize, document, and maintain critical organizational knowledge with audits, taxonomy, templates, and risk management to preserve expertise and improve fi...
openclaw skills install afrexai-knowledge-managementTurn tribal knowledge into searchable, maintained organizational intelligence. Stop losing expertise when people leave.
Score each dimension 1-5 (1=nonexistent, 5=excellent):
| Dimension | Score | Evidence |
|---|---|---|
| Documentation coverage | % of processes documented | |
| Findability | Can new hire find answers in <5 min? | |
| Freshness | % of docs updated in last 6 months | |
| Contribution culture | % of team actively contributing | |
| Onboarding effectiveness | Time to productivity for new hires | |
| Knowledge retention | Impact when someone leaves | |
| Cross-team sharing | Teams accessing other teams' knowledge |
Total Score: ___/35
Interpretation:
knowledge_risk:
single_points_of_failure:
- person: "[Name]"
unique_knowledge: "[What only they know]"
risk_if_leaves: "high|medium|low"
extraction_priority: 1
extraction_method: "interview|shadowing|recording|pair-work"
undocumented_processes:
- process: "[Name]"
frequency: "daily|weekly|monthly|quarterly"
complexity: "high|medium|low"
current_owner: "[Name]"
documentation_priority: 1
tribal_knowledge:
- topic: "[What people 'just know']"
holders: ["[Name1]", "[Name2]"]
impact_area: "[What breaks without it]"
capture_method: "interview|workshop|write-up"
For each single-point-of-failure person:
Output format: Write up as a runbook (see Phase 3 templates).
knowledge_taxonomy:
# Level 1: Knowledge Types
types:
how_to:
description: "Step-by-step procedures and guides"
examples: ["Deploy to production", "Process a refund", "Set up dev environment"]
template: "runbook"
reference:
description: "Facts, specs, configurations to look up"
examples: ["API endpoints", "Config values", "Vendor contacts", "Pricing tables"]
template: "reference_doc"
explanation:
description: "Why things work the way they do"
examples: ["Architecture decisions", "Policy rationale", "Historical context"]
template: "explainer"
decision:
description: "How to make specific judgment calls"
examples: ["Escalation criteria", "Approval thresholds", "Priority frameworks"]
template: "decision_tree"
troubleshooting:
description: "Diagnosis and fix for known problems"
examples: ["Error codes", "Common failures", "Debug procedures"]
template: "troubleshooting_guide"
# Level 2: Domains (customize per org)
domains:
- engineering
- product
- sales
- operations
- finance
- hr_people
- customer_success
- security
- legal_compliance
# Level 3: Topics (within each domain)
# Example for engineering:
engineering_topics:
- architecture
- deployment
- monitoring
- incident_response
- development_workflow
- testing
- security
- infrastructure
[DOMAIN]-[TYPE]-[TOPIC]-[SPECIFICS]
Examples:
eng-howto-deploy-production
eng-ref-api-endpoints-v3
sales-decision-pricing-enterprise
ops-troubleshoot-billing-failed-charges
product-explain-auth-architecture
knowledge_base:
homepage:
- quick_links: # Top 10 most-accessed pages
- recently_updated: # Last 10 changes
- needs_review: # Stale docs flagged
by_audience:
new_hire: "[Onboarding path → essential reading list]"
engineer: "[Dev setup → architecture → deployment → debugging]"
manager: "[Policies → processes → templates → reports]"
customer_facing: "[Product knowledge → troubleshooting → escalation]"
by_domain: "[Taxonomy Level 2 domains]"
by_type: "[How-to | Reference | Explanations | Decisions | Troubleshooting]"
# [Title]: [Action verb] + [Object]
**Owner:** [Name]
**Last verified:** [YYYY-MM-DD]
**Estimated time:** [X minutes]
**Difficulty:** Easy | Medium | Advanced
## Prerequisites
- [ ] [Access/tool/permission needed]
- [ ] [Knowledge assumed]
## Steps
### 1. [First action]
[Specific instruction with exact commands, clicks, or actions]
> ⚠️ [Warning about common mistake at this step]
### 2. [Second action]
[Instructions]
**Expected result:** [What you should see/get]
### 3. [Continue...]
## Verification
- [ ] [How to confirm it worked]
- [ ] [What to check]
## Troubleshooting
| Problem | Likely Cause | Fix |
|---------|-------------|-----|
| [Symptom] | [Why] | [Steps] |
## Related
- [Link to related runbook]
- [Link to reference doc]
# [Subject] Reference
**Owner:** [Name]
**Last verified:** [YYYY-MM-DD]
**Scope:** [What this covers and doesn't cover]
## Overview
[1-2 sentence summary of what this reference contains]
## [Main content organized as tables, lists, or structured data]
| Item | Value | Notes |
|------|-------|-------|
| | | |
## Quick Lookup
[Most frequently needed items at the top]
## Change Log
| Date | Change | By |
|------|--------|-----|
| | | |
# ADR-[NNN]: [Title]
**Status:** Proposed | Accepted | Deprecated | Superseded by ADR-[NNN]
**Date:** [YYYY-MM-DD]
**Deciders:** [Names]
## Context
[What situation or problem prompted this decision?]
## Decision
[What was decided and why?]
## Alternatives Considered
| Option | Pros | Cons | Why rejected |
|--------|------|------|-------------|
| [A] | | | |
| [B] | | | |
## Consequences
- **Positive:** [Benefits]
- **Negative:** [Tradeoffs accepted]
- **Risks:** [What could go wrong]
## Review Date
[When should this be revisited?]
# Troubleshooting: [System/Process Name]
**Owner:** [Name]
**Last verified:** [YYYY-MM-DD]
## Quick Diagnostic
[Flowchart as text] Is [X] happening? → YES: Go to Problem A → NO: Is [Y] happening? → YES: Go to Problem B → NO: Go to Problem C
## Problem A: [Symptom Description]
**Likely causes (in order of probability):**
1. [Most common cause]
2. [Second most common]
3. [Rare but possible]
**Fix for Cause 1:**
[Step-by-step resolution]
**Fix for Cause 2:**
[Step-by-step resolution]
**Escalation:** If none of the above work → [who to contact, what info to provide]
## Problem B: [Next symptom]
[Same structure]
# Decision Guide: [Topic]
**Owner:** [Name]
**Last verified:** [YYYY-MM-DD]
## When to use this guide
[Situation that triggers this decision]
## Decision Flow
### Step 1: [First question]
- **If [condition A]** → [Action/next step]
- **If [condition B]** → [Action/next step]
- **If unsure** → [Default action or escalation]
### Step 2: [Second question based on Step 1 answer]
[Continue branching]
## Override conditions
[When to ignore this guide and escalate instead]
## Examples
| Scenario | Decision | Reasoning |
|----------|----------|-----------|
| [Real example] | [What was decided] | [Why] |
The 4C Test (every document must pass all four):
Formatting rules:
contribution_workflow:
create:
trigger: "New knowledge identified (incident learnings, process change, new tool)"
steps:
- choose_template: "Match content type to template"
- draft: "Write using template structure"
- self_review: "Run 4C Test checklist"
- peer_review: "SME validates accuracy"
- publish: "Add to knowledge base in correct location"
- announce: "Notify relevant teams/channels"
update:
trigger: "Existing doc is wrong, incomplete, or stale"
steps:
- flag: "Mark as needs-update with reason"
- update: "Make changes, update 'Last verified' date"
- review: "If significant change, get peer review"
- publish: "Update in place"
- notify: "If behavioral change, announce"
retire:
trigger: "Doc no longer relevant (deprecated system, changed process)"
steps:
- mark: "Status: Deprecated, add redirect to replacement"
- archive: "Move to archive after 30 days"
- redirect: "Ensure all links point to replacement"
Making it easy (remove friction):
Making it visible (social proof):
Making it expected (cultural norms):
Every document should be findable by:
Tag schema:
document_tags:
domain: "[engineering|product|sales|ops|finance|hr|cs|security|legal]"
type: "[howto|reference|explanation|decision|troubleshooting]"
audience: "[all|engineering|management|customer-facing|new-hire]"
technology: "[list relevant tools/systems]"
status: "[current|needs-review|deprecated]"
difficulty: "[beginner|intermediate|advanced]"
Prioritize search results by:
After every incident:
Meeting types that MUST produce knowledge artifacts:
First 30 days — new hire documents:
Template for new hire feedback:
onboarding_feedback:
week: "[1|2|3|4]"
couldnt_find:
- topic: "[What they looked for]"
where_looked: "[Where they searched]"
how_resolved: "[Asked someone? Found eventually? Still unclear?]"
wrong_or_outdated:
- doc: "[Which document]"
issue: "[What's wrong]"
suggestions:
- "[Free text improvements]"
When someone is leaving:
freshness_policy:
review_frequency:
critical_operations: "quarterly" # Deployment, incident response, security
standard_processes: "semi-annually" # Regular workflows
reference_docs: "annually" # Specs, contacts, architecture
explanations: "annually" # Background, history, rationale
review_process:
- owner_notified: "2 weeks before due date"
- review_actions:
- verify: "Is this still accurate? Test/confirm."
- update: "Fix any outdated information"
- stamp: "Update 'Last verified' date"
- skip: "If can't review, reassign or flag"
- escalation: "Unreviewed after 30 days → manager notified"
- stale_threshold: "2x review period without update → flagged as stale"
kb_health:
date: "[YYYY-MM-DD]"
coverage:
total_documents: 0
by_type:
howto: 0
reference: 0
explanation: 0
decision: 0
troubleshooting: 0
by_domain: {}
gaps_identified: []
freshness:
current: 0 # Reviewed within policy
needs_review: 0 # Due for review
stale: 0 # Past review deadline
deprecated: 0
freshness_rate: "0%" # current / (current + needs_review + stale)
quality:
peer_reviewed: "0%"
using_templates: "0%"
has_owner: "0%"
has_tags: "0%"
usage:
searches_per_week: 0
failed_searches: 0 # Searches with no results
top_10_pages: []
pages_never_accessed: 0
contribution:
docs_created_this_month: 0
docs_updated_this_month: 0
unique_contributors: 0
contribution_rate: "0%" # contributors / total team size
Agenda (60 min):
automation_triggers:
incident_resolved:
action: "Create task: 'Write troubleshooting guide for [incident title]'"
assignee: "Incident commander"
due: "+10 days"
new_hire_started:
action: "Generate personalized onboarding reading list from KB by role"
doc_stale:
action: "Notify owner, CC manager if unreviewed after 14 days"
repeated_question:
threshold: "Same question asked 3+ times in support/Slack"
action: "Create task: 'Document answer to [question]'"
process_changed:
trigger: "PR merged that changes workflow/process"
action: "Check if related docs need updating, create task if yes"
failed_search:
threshold: "Same search term fails 5+ times/week"
action: "Flag as gap, create task to write missing doc"
kb_chatbot:
flow:
1_receive_question: "User asks in designated channel"
2_search: "Semantic search across KB"
3_respond:
found_match: "Return relevant doc link + summary"
partial_match: "Return closest docs + 'Did you mean...?'"
no_match: "Log as gap, route to human expert, create doc task"
4_feedback: "Was this helpful? 👍/👎"
5_improve: "Use feedback to tune search, identify doc improvements"
sources:
- knowledge_base_docs
- slack_saved_answers # Curated from Slack threads
- incident_postmortems
- meeting_notes_tagged_as_knowledge
| Mechanism | Frequency | Format | Audience |
|---|---|---|---|
| "TIL" channel | Daily | Short post (1-3 sentences + link) | All |
| Brown bag lunch | Bi-weekly | 20-min presentation + Q&A | Cross-team |
| Architecture review | Monthly | 45-min deep dive + ADR | Engineering |
| Customer insight share | Monthly | Top 5 patterns + implications | Product + CS + Sales |
| Postmortem review | Per incident | Written + optional walkthrough | Engineering + ops |
| New tool/technique demo | As needed | 15-min demo + doc link | Relevant teams |
| Quarterly knowledge review | Quarterly | Dashboard + gap analysis | Leadership |
knowledge_map:
engineering:
produces: ["Architecture docs", "Runbooks", "API specs", "ADRs"]
consumes_from:
product: ["PRDs", "User research", "Roadmap"]
customer_success: ["Bug patterns", "Feature requests", "Usage data"]
sales: ["Technical requirements", "Integration needs"]
product:
produces: ["PRDs", "User research", "Roadmap", "Release notes"]
consumes_from:
engineering: ["Technical feasibility", "Architecture constraints"]
customer_success: ["Feature requests", "Churn reasons"]
sales: ["Deal requirements", "Competitive intel"]
customer_success:
produces: ["FAQ", "Troubleshooting guides", "Best practices"]
consumes_from:
engineering: ["Release notes", "Known issues"]
product: ["Feature docs", "Roadmap"]
sales:
produces: ["Battlecards", "Competitive intel", "Use case docs"]
consumes_from:
product: ["Feature docs", "Roadmap", "Pricing"]
customer_success: ["Case studies", "Success metrics"]
engineering: ["Technical capabilities", "Integration docs"]
| Metric | Target | Measurement |
|---|---|---|
| Time to answer | <5 min for documented topics | Sample timing tests |
| New hire time to productivity | Reduce by 30% | First solo task date |
| Repeated questions | Decrease 50% in 6 months | Support ticket analysis |
| Doc coverage | >80% of critical processes | Audit against process list |
| Freshness rate | >85% within review policy | Dashboard metric |
| Contribution rate | >40% of team contributing monthly | Contributor count |
| Search success rate | >80% find what they need | Search analytics |
| Failed search rate | <10% of searches | Search analytics |
| Knowledge reuse | >60% of team using KB weekly | Usage analytics |
Knowledge Management ROI:
Time Saved:
Reduced question-answering = [hours/week] × [avg hourly cost] × 52
Faster onboarding = [weeks saved] × [new hires/year] × [weekly cost]
Faster incident resolution = [hours saved/incident] × [incidents/year] × [hourly cost]
Risk Reduced:
Key person dependency = [probability of departure] × [knowledge reconstruction cost]
Compliance documentation = [audit prep hours saved] × [hourly cost]
Quality Improved:
Fewer repeated mistakes = [error rate reduction] × [cost per error]
Consistent processes = [variance reduction] × [rework cost]
Total Annual Value = Time Saved + Risk Reduced + Quality Improved
Investment = Tool cost + Time spent maintaining KB + Training
ROI = (Total Annual Value - Investment) / Investment × 100
| Dimension | Weight | 0-2 (Poor) | 3-5 (Adequate) | 6-8 (Good) | 9-10 (Excellent) |
|---|---|---|---|---|---|
| Accuracy | 20% | Unverified, possibly wrong | Mostly correct | Verified, accurate | Tested, peer-reviewed |
| Completeness | 15% | Major gaps | Covers basics | Comprehensive | Edge cases included |
| Clarity | 15% | Confusing, jargon-heavy | Understandable | Clear, well-structured | A new hire gets it |
| Findability | 10% | No tags, bad title | Some tags | Good tags, clear title | Synonyms, cross-refs |
| Freshness | 15% | >12 months stale | Within annual review | Within semi-annual | Within quarterly |
| Template compliance | 10% | No structure | Partial template | Full template | Template + extras |
| Actionability | 10% | Theory only | Some steps | Clear steps | Copy-paste ready |
| Ownership | 5% | No owner | Owner assigned | Owner active | Owner + backup |
Score interpretation:
| Dimension | Weight | Metric |
|---|---|---|
| Coverage | 20% | % of critical processes documented |
| Freshness | 20% | % of docs within review policy |
| Quality | 15% | Average document quality score |
| Usage | 15% | % of team using KB weekly |
| Contribution | 15% | % of team contributing monthly |
| Search effectiveness | 15% | % of searches finding results |
| Command | Action |
|---|---|
| "Audit our knowledge management" | Run Phase 1 assessment, generate risk register |
| "Design our KB structure" | Create taxonomy and navigation architecture |
| "Write a runbook for [X]" | Generate using runbook template |
| "Write an ADR for [X]" | Generate architecture decision record |
| "Create a troubleshooting guide for [X]" | Generate using troubleshooting template |
| "Review KB health" | Generate health dashboard and identify gaps |
| "Plan knowledge extraction for [person]" | Generate interview guide and schedule |
| "Set up freshness tracking" | Create review schedule and notification rules |
| "Design onboarding knowledge path for [role]" | Curate reading list from KB |
| "Analyze failed searches" | Review search gaps and create tasks |
| "Generate quarterly KB report" | Full metrics dashboard with recommendations |
| "Plan KB migration from [source]" | Create migration plan with prioritization |