project-insights
Skill41 starsChanged 20 days agoApache-2.0View on GitHub
Generate project health insights including schedule variance, resource utilization, risk indicators, milestone tracking, and executive dashboard summaries
2 other projects use a version of this.
Adopted by
Most recently taken up by
- niyaznurbhasha/claude-skillstheir own version, first seen Apr 7, 2026
- vinci7/project-insights-skilltheir own version, first seen Oct 18, 2025
Other versions2 projects use a version of this.
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Wrote their own version · 2
- vinci7/project-insights-skill★ 1same name
- niyaznurbhasha/claude-skills★ 0same name
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
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The file
We split this skill into the rules it gives an agent
8 rules. About 0 are common, 2 are distinctive, and 6 are very specific to this project.
≈0
Common · estimate
Many files like this have a rule of this kind.
≈2
Distinctive · estimate
This author's own choices. Worth a look.
6
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 42
When to use: When project managers, PMO leaders, or executives need a data-driven assessment of project health, portfolio status, or sprint …
- Very specific: line 48
Access: Read access to pm_project, pm_project_task, planned_task, pm_resource_plan, rm_story, rm_sprint, risk tables
- Distinctive: line 66
If you only have the project number:
- Very specific: line 306
Use Display Values: Always include sysparm_display_value=true in REST calls for readable output in dashboards
- Very specific: line 307
Calculate Earned Value: Use percent_complete * budget_cost to derive earned value for EVM analysis
- Very specific: line 313
Validate Data Freshness: Check sys_updated_on timestamps to ensure metrics reflect current state
- Very specific: line 320
Solution: Check the project's percent_complete_method field.
- Very specific: line 325
Solution: Verify that time entries are being recorded against the project tasks.
≈ “Common” is an estimate: at least 1 in 5 of the 350,495 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
Project Insights
Overview
This skill enables you to generate comprehensive project health insights from ServiceNow's Strategic Portfolio Management (SPM) module. It covers:
- Analyzing schedule variance and timeline adherence across project tasks
- Measuring resource utilization against planned allocations
- Identifying risk indicators and potential blockers
- Tracking milestone completion and upcoming deadlines
- Calculating agile velocity and sprint burndown metrics
- Producing executive dashboard summaries with actionable recommendations
When to use: When project managers, PMO leaders, or executives need a data-driven assessment of project health, portfolio status, or sprint performance in ServiceNow SPM.
Prerequisites
- Plugins:
com.snc.project(Project Portfolio Management),com.snc.sdlc.agile.2.0(Agile Development 2.0) - Roles:
project_manager,program_manager,portfolio_manager, oradmin - Access: Read access to
pm_project,pm_project_task,planned_task,pm_resource_plan,rm_story,rm_sprint,risktables - Knowledge: Understanding of project scheduling concepts (critical path, EVM) and agile metrics (velocity, burndown)
Procedure
Step 1: Retrieve Project Overview
Fetch the core project record and its current status.
Using MCP (Claude Code/Desktop):
Tool: SN-Get-Record
Parameters:
table_name: pm_project
sys_id: [project_sys_id]
fields: sys_id,number,short_description,description,state,phase,priority,risk,percent_complete,start_date,end_date,actual_start_date,actual_end_date,work_start,work_end,schedule_variance,cost_variance,budget_cost,actual_cost,project_manager,program,portfolio,business_unit,health,health_reasonIf you only have the project number:
Using MCP:
Tool: SN-Query-Table
Parameters:
table_name: pm_project
query: number=PRJ0010001
fields: sys_id,number,short_description,state,phase,percent_complete,start_date,end_date,actual_start_date,schedule_variance,cost_variance,budget_cost,actual_cost,project_manager,health,risk
limit: 1Using REST API:
GET /api/now/table/pm_project?sysparm_query=number=PRJ0010001&sysparm_fields=sys_id,number,short_description,state,phase,percent_complete,start_date,end_date,actual_start_date,schedule_variance,cost_variance,budget_cost,actual_cost,project_manager,health,risk&sysparm_limit=1&sysparm_display_value=trueStep 2: Analyze Schedule Variance
Query project tasks to identify overdue, at-risk, and on-track items.
Using MCP:
Tool: SN-Query-Table
Parameters:
table_name: pm_project_task
query: parent=[project_sys_id]^stateNOT IN3,4,7^end_date<javascript:gs.nowDateTime()
fields: sys_id,number,short_description,state,percent_complete,start_date,end_date,actual_start_date,actual_end_date,assigned_to,priority,milestone
limit: 50Using REST API:
GET /api/now/table/pm_project_task?sysparm_query=parent=[project_sys_id]^stateNOT IN3,4,7^end_date<javascript:gs.nowDateTime()&sysparm_fields=sys_id,number,short_description,state,percent_complete,start_date,end_date,assigned_to,priority,milestone&sysparm_limit=50&sysparm_display_value=trueQuery upcoming tasks due within the next 14 days:
Using MCP:
Tool: SN-Query-Table
Parameters:
table_name: pm_project_task
query: parent=[project_sys_id]^stateNOT IN3,4,7^end_date>=javascript:gs.nowDateTime()^end_date<=javascript:gs.daysAgoEnd(-14)
fields: sys_id,number,short_description,state,percent_complete,end_date,assigned_to,priority,milestone
limit: 30Using REST API:
GET /api/now/table/pm_project_task?sysparm_query=parent=[project_sys_id]^stateNOT IN3,4,7^end_date>=javascript:gs.nowDateTime()^end_date<=javascript:gs.daysAgoEnd(-14)&sysparm_fields=sys_id,number,short_description,state,percent_complete,end_date,assigned_to,priority&sysparm_limit=30&sysparm_display_value=trueStep 3: Assess Resource Utilization
Query resource plans to understand allocation versus actual effort.
Using MCP:
Tool: SN-Query-Table
Parameters:
table_name: pm_resource_plan
query: task=[project_sys_id]^state=2
fields: sys_id,resource,planned_hours,actual_hours,remaining_hours,utilization,start_date,end_date,resource_type,group
limit: 50Using REST API:
GET /api/now/table/pm_resource_plan?sysparm_query=task=[project_sys_id]^state=2&sysparm_fields=sys_id,resource,planned_hours,actual_hours,remaining_hours,utilization,start_date,end_date,resource_type,group&sysparm_limit=50&sysparm_display_value=trueCalculate utilization metrics:
- Over-allocated: Resources where
actual_hours > planned_hours - Under-utilized: Resources where
utilization < 50% - At capacity: Resources where utilization is between 80% and 100%
Step 4: Review Risk Indicators
Query the risk table for project-specific risks and issues.
Using MCP:
Tool: SN-Query-Table
Parameters:
table_name: risk
query: task=[project_sys_id]^state!=6
fields: sys_id,number,short_description,category,risk_score,probability,impact,state,response,assigned_to,due_date,mitigation_plan
limit: 20Using REST API:
GET /api/now/table/risk?sysparm_query=task=[project_sys_id]^state!=6&sysparm_fields=sys_id,number,short_description,category,risk_score,probability,impact,state,response,assigned_to,due_date,mitigation_plan&sysparm_limit=20&sysparm_display_value=trueStep 5: Track Milestones
Query milestone tasks to assess progress against key deliverables.
Using MCP:
Tool: SN-Query-Table
Parameters:
table_name: pm_project_task
query: parent=[project_sys_id]^milestone=true^ORDERBYend_date
fields: sys_id,number,short_description,state,percent_complete,end_date,actual_end_date,assigned_to,priority
limit: 20Using REST API:
GET /api/now/table/pm_project_task?sysparm_query=parent=[project_sys_id]^milestone=true^ORDERBYend_date&sysparm_fields=sys_id,number,short_description,state,percent_complete,end_date,actual_end_date,assigned_to,priority&sysparm_limit=20&sysparm_display_value=trueStep 6: Gather Agile Metrics (If Applicable)
For projects using Agile methodology, query sprint and story data.
Using MCP:
Tool: SN-Query-Table
Parameters:
table_name: rm_sprint
query: release.product.project=[project_sys_id]^state=3^ORDERBYDESCend_date
fields: sys_id,number,short_description,start_date,end_date,story_points,capacity,state
limit: 5Query completed stories per sprint to calculate velocity:
Using MCP:
Tool: SN-Query-Table
Parameters:
table_name: rm_story
query: sprint=[sprint_sys_id]^state=3
fields: sys_id,number,story_points,state,sprint
limit: 100Using REST API:
GET /api/now/table/rm_story?sysparm_query=sprint=[sprint_sys_id]^state=3&sysparm_fields=sys_id,number,story_points,state&sysparm_limit=100Calculate velocity: Sum of story_points for completed stories in each sprint. Average the last 3-5 sprints for a reliable velocity metric.
Step 7: Compile the Executive Dashboard Summary
Assemble all collected data into a structured health report:
=== PROJECT HEALTH DASHBOARD ===
Project: PRJ0010001 - Cloud Migration Phase 2
Manager: Sarah Chen | Program: Digital Transformation
Phase: Execution | Health: [Green/Yellow/Red]
SCHEDULE PERFORMANCE:
Planned End: 2026-06-30 | Projected End: 2026-07-15
Schedule Variance: +15 days (at risk)
Tasks Overdue: 4 of 32 (12.5%)
Tasks Due Next 14 Days: 7
Milestones Completed: 3 of 8 (37.5%)
Next Milestone: "Integration Testing Complete" due 2026-04-01
COST PERFORMANCE:
Budget: $450,000 | Actual Spend: $285,000 (63.3%)
Cost Variance: -$12,000 (under budget)
Burn Rate: $47,500/month
Projected Total: $427,500
RESOURCE UTILIZATION:
Total Resources: 12
Over-allocated (>100%): 2 (John D. 120%, Maria S. 115%)
Under-utilized (<50%): 1 (Alex K. 35%)
Average Utilization: 82%
RISK SUMMARY:
Open Risks: 5 (2 High, 2 Medium, 1 Low)
Top Risk: "Vendor API deprecation" (Score: 16, Impact: High)
Overdue Mitigations: 1
AGILE VELOCITY (Last 3 Sprints):
Sprint 14: 34 pts | Sprint 15: 38 pts | Sprint 16: 31 pts
Average Velocity: 34.3 pts/sprint
Remaining Backlog: 142 pts
Projected Sprints to Complete: 4.1 sprints
RECOMMENDATIONS:
1. [URGENT] Address 4 overdue tasks blocking Integration Testing milestone
2. [ACTION] Rebalance workload from John D. and Maria S. to Alex K.
3. [MONITOR] Vendor API deprecation risk - mitigation plan overdue
4. [PLAN] At current velocity, backlog completion extends 1 sprint beyond planStep 8: Portfolio-Level Insights
For PMO leaders, aggregate project health across the portfolio.
Using MCP:
Tool: SN-Query-Table
Parameters:
table_name: pm_project
query: portfolio=[portfolio_sys_id]^stateNOT IN-5,3,4
fields: sys_id,number,short_description,state,phase,health,percent_complete,schedule_variance,cost_variance,budget_cost,actual_cost,risk,project_manager,end_date
limit: 50Using REST API:
GET /api/now/table/pm_project?sysparm_query=portfolio=[portfolio_sys_id]^stateNOT IN-5,3,4&sysparm_fields=sys_id,number,short_description,state,phase,health,percent_complete,schedule_variance,cost_variance,budget_cost,actual_cost,risk,project_manager,end_date&sysparm_limit=50&sysparm_display_value=trueTool Usage
MCP Tools Reference
| Tool | When to Use |
SN-Get-Record | Retrieve a single project or task record by sys_id |
SN-Query-Table | Query bounded task, resource, risk, milestone, sprint, and story fields; calculate summaries locally |
SN-Natural-Language-Search | Natural language search for projects (e.g., "find at-risk projects in Q2") |
REST API Reference
| Endpoint | Method | Purpose |
/api/now/table/pm_project | GET | Query project records and portfolio data |
/api/now/table/pm_project_task | GET | Query tasks, milestones, schedule data |
/api/now/table/pm_resource_plan | GET | Resource allocation and utilization |
/api/now/table/risk | GET | Project risks and mitigations |
/api/now/table/rm_sprint | GET | Sprint data for velocity calculations |
/api/now/table/rm_story | GET | Story completion for burndown metrics |
/api/now/table/pm_portfolio | GET | Portfolio-level aggregation |
/api/now/table/pm_program | GET | Program-level project grouping |
Best Practices
- Use Display Values: Always include
sysparm_display_value=truein REST calls for readable output in dashboards - Calculate Earned Value: Use
percent_complete * budget_costto derive earned value for EVM analysis - Trend Over Time: Compare metrics across multiple reporting periods to identify trends, not just snapshots
- Focus on Leading Indicators: Prioritize velocity trends, upcoming milestones, and resource constraints over lagging metrics
- Set Health Thresholds: Define clear Green/Yellow/Red criteria (e.g., Green = schedule variance < 5 days, Yellow = 5-15 days, Red = >15 days)
- Include Recommendations: Raw data is insufficient; always provide actionable recommendations with urgency levels
- Cross-Reference Risks: Correlate overdue tasks with open risks to identify systemic issues
- Validate Data Freshness: Check
sys_updated_ontimestamps to ensure metrics reflect current state
Troubleshooting
"Project shows 0% complete despite finished tasks"
Cause: Percent complete may be calculated from planned duration, not task completion
Solution: Check the project's percent_complete_method field. Options include "manual," "task-based," and "duration-based." Verify task states are correctly updated.
"Resource utilization numbers seem incorrect"
Cause: Resource plan records may not have actuals logged
Solution: Verify that time entries are being recorded against the project tasks. Check actual_hours on pm_resource_plan records.
"No risk records found for the project"
Cause: Risks may be linked via the task field to project tasks rather than the project itself
Solution: Query with task.parent=[project_sys_id] to find risks linked to child tasks. Also check risk_condition for auto-generated risk records.
"Sprint velocity data is inconsistent"
Cause: Stories may be moved between sprints or completed after sprint closure
Solution: Filter for stories where sprint matches the target sprint and state=3 (Complete). Exclude stories moved out via sprint_changed field if available.
Examples
Example 1: Weekly Status Report for a Single Project
Step 1 - Gather data:
Tool: SN-Query-Table
Parameters:
table_name: pm_project
query: number=PRJ0010042
fields: sys_id,number,short_description,state,phase,health,percent_complete,schedule_variance,budget_cost,actual_cost,project_manager,end_date
limit: 1Step 2 - Get overdue tasks:
Tool: SN-Query-Table
Parameters:
table_name: pm_project_task
query: parent=[sys_id]^state=2^end_date<javascript:gs.nowDateTime()
fields: number,short_description,end_date,assigned_to,priority
limit: 10Output:
WEEKLY STATUS - PRJ0010042 ERP Upgrade
Report Date: 2026-03-19
Health: YELLOW | Phase: Testing | Complete: 72%
Schedule: 8 days behind plan | Budget: $12K under budget
KEY ISSUES:
- 3 overdue tasks in Integration Testing phase
- UAT environment provisioning delayed by vendor
MILESTONES:
[DONE] Requirements Complete (Feb 15)
[DONE] Development Complete (Mar 01)
[LATE] Integration Testing (Due Mar 10, now projected Mar 22)
[UPCOMING] UAT Sign-off (Due Apr 05)
[UPCOMING] Go-Live (Due Apr 30)
ACTIONS NEEDED:
1. Escalate vendor environment issue to procurement
2. Add 2 QA resources for parallel testingExample 2: Portfolio Health Summary
Tool: SN-Query-Table
Parameters:
table_name: pm_project
query: portfolio.short_description=Digital Transformation^stateNOT IN-5,3,4
fields: number,short_description,health,percent_complete,schedule_variance,budget_cost,actual_cost,end_date,project_manager
limit: 20Output:
PORTFOLIO DASHBOARD - Digital Transformation
Active Projects: 8 | Total Budget: $3.2M
HEALTH DISTRIBUTION:
Green: 5 projects (62.5%)
Yellow: 2 projects (25.0%)
Red: 1 project (12.5%)
AT-RISK PROJECTS:
[RED] PRJ0010042 - ERP Upgrade (8 days behind, vendor dependency)
[YELLOW] PRJ0010055 - API Gateway (resource constraints)
[YELLOW] PRJ0010061 - Data Lake (scope change pending approval)
BUDGET SUMMARY:
Allocated: $3,200,000
Spent: $1,890,000 (59.1%)
Projected: $3,050,000 (4.7% under budget)Related Skills
spm/agile-story-generation- Generate and manage user storiesspm/planning-summarization- Summarize planning sessions and portfolio decisionsspm/feedback-summarization- Analyze retrospective and stakeholder feedbackreporting/executive-dashboard- Build executive dashboards and visualizationsreporting/trend-analysis- Trend analysis for project metrics over time
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