Project Intelligence Change Event Extraction logo

Project Intelligence Change Event Extraction

Organization
pnp
project-intelligence-change-event-extraction

Reads every document in a SharePoint project library and compiles a complete, structured record of every change event — scope assumptions, scope changes, technical decisions, client requests, risks, budget and schedule events, governance events, and early-warning signals — writing each to the Change Events SharePoint list with signal strength and governance flags. Use when the user asks to "extract change events from the project", "build the project change log", "find the signals in these project documents", "populate the Change Events list", or "start the Project Intelligence Engine on this site". First stage of the Project Intelligence Engine; its output feeds Root Cause Analysis.

Overview

Publisherpnp
Repositorysharepoint-skills
Skill nameproject-intelligence-change-event-extraction
Stars
141
Forks
60
Bundled files
Instructions only
LicenseMIT
Links
  • Markdown instructions

    A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.

  • Works with any LLM

    AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.

  • Self-contained

    Everything the model needs lives in the instructions — no extra files to sync.

  • Open source

    Published by pnp on GitHub. Read the source before you install it.

Installation

Install the Project Intelligence Change Event Extraction AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

1

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
    https://github.com/pnp/sharepoint-skills/tree/main/Skills/project-intelligence-change-event-extraction/project-intelligence-change-event-extraction
  4. Enable the skill in any chat where you want it available.
Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.
2

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills
git clone --depth 1 https://github.com/pnp/sharepoint-skills.git /tmp/sharepoint-skills
mkdir -p .claude/skills
cp -r /tmp/sharepoint-skills/Skills/project-intelligence-change-event-extraction/project-intelligence-change-event-extraction .claude/skills/project-intelligence-change-event-extraction
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Project Intelligence Change Event Extraction in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Project Intelligence Change Event Extraction on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Project Intelligence Change Event Extraction is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

  • Loaded only when it is needed

    The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.

  • Switch models mid-chat

    Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

Change Event Extraction

Purpose

Read every document in this project library and compile a complete, structured record of every event that affected — or should have affected — the project's scope, timeline, budget, or technical approach. This is the factual foundation for all subsequent analysis. Be thorough: a signal buried in a footnote is as important as a formal change request.


Step 1 — Read all documents

Process ALL documents in the Project Documents library. Note each document's title, author (if stated), and date. Do not skip or skim any document. Read attachments, appendices, and meeting notes as carefully as the main body.


Step 2 — Identify change events

For each document, identify every instance of the following event types:

Event typeWhat qualifies
Scope assumption establishedA baseline, estimate, or assumption that the project plan, budget, or timeline depends on — especially if unvalidated
Scope changeAddition, reduction, or modification to agreed deliverables, data, or work
Technical decisionArchitecture or technology choice made or changed during delivery
Client requestAny instruction or request from the client affecting scope, approach, schedule, or budget — formal or informal
Risk eventRisk identified, rating changed, risk materialising, risk dismissed, or risk downgraded below its true severity
Budget eventCost variance, overrun, approved financial change, or budget assumption set
Schedule eventMilestone slippage, date change, sprint replan, or timeline extension
Governance eventChange request raised, steering committee decision, approval, escalation, or missed change control step
Signal / early warningAny observation, comment, or flagged item that indicated potential future risk — even if not formally escalated

Step 3 — Extract all fields for every event

For each event, extract every field in the table below. If a field is not documented, state "Not documented" — do not omit the field or leave it blank.

FieldWhat to captureIf not available
#Sequential event number
DateExact date if statedApproximate (e.g. "~Week 5")
WeekEngagement week numberDerive from date if possible
Event typeOne of the categories above
Source documentFile name and section or heading
TitleShort descriptive title, 5–8 words
DescriptionOne factual sentence — exactly what happened
Parameter changedSpecific value that changed, with before/after (e.g. "Data volume: 2 TB → 6.24 TB")"N/A — no parameter change"
Reason / rationaleWhy did this happen? What drove the change or decision? Quote the source if available"Not documented"
Raised byName and role of person who raised, flagged, or initiated the event"Not documented"
Approved / acknowledged byName and role of person who formally approved or acknowledged, or "Not required" / "Not obtained""Not documented"
Action takenWhat was done in response — CR raised, risk logged, observation noted, escalated, ignored"No action documented"
Missing informationWhat should have been captured, validated, or escalated but was not — be specific"None identified"
ImpactDownstream consequence this event had or could have had — be specific and quantify if possible
Change order raised?Yes / No / Pending / Not Applicable
Signal strengthHIGH = project-threatening if unresolved; MEDIUM = concerning, warrants escalation; LOW = noted for awareness

Step 4 — Write to the Change Events list

For each event extracted in Step 3, create one item in the Change Events list on this SharePoint site. Use the exact column names defined in SHAREPOINT.md. Populate every column for every event. Do not skip any event.

If an item for this event already exists in the list (matched by Title and Date), update it rather than creating a duplicate.

After all items are written, confirm the count: "N events written to the Change Events list."


Output — produce the following in chat


SECTION 1: CHAT SUMMARY

Begin with the following framing statement, exactly as written:

"Names in this log record who held information or decision authority at each event point. This analysis identifies process and governance gaps — where controls were needed and not in place."

Then produce the following:

Change Events list: State the total count — "[N] change events have been written to the Change Events list on this site." Do not reproduce the full change log table in chat.

Headline metrics:

  • HIGH signal events: list each by title
  • Events with no change order raised: count and % of total
  • Governance gap score: N / 10
  • Scope Churn Index: N%

Missing Information Summary: a bulleted list of the most significant documentation gaps across all events — things that should exist in a well-run engagement but were absent. Be direct and specific. Examples: "No formal validation of the Week 2 data volume estimate is documented anywhere in the project record." or "Risk R-009 was rated Medium/Low but no quantitative basis for that rating is recorded."


SECTION 2: THREE SUMMARY LEVELS

Produce all three of the following, clearly labelled:


ULTRA-SHORT SUMMARY

For: executive slide decks, steering committee updates, RAID log entries

Write 4–6 bullet points. Each bullet is one sentence. Cover only the most consequential events — decisions made, things that went wrong, and outcomes. A reader should be able to read this in 20 seconds and understand the project's critical path of failure. No background, no process detail.


GET ME UP TO SPEED

For: a new project manager stepping in, a delivery director being briefed, a client asking "what happened"

Write 3–5 paragraphs as a coherent narrative. Chronological. Imagine you are briefing someone intelligent who knows nothing about this project and has 3 minutes. Cover: what the project was, the key decisions and assumptions made, what signals appeared and how they were handled, when the failure became visible, and what the current situation is. Include specific dates, numbers, names, and document references. Write in plain English — no jargon, no passive voice.


DETAILED FULL HISTORY

For: post-mortem reviews, governance audits, contract disputes, lessons learned

A structured narrative with one paragraph per major phase or cluster of events. This is the complete record — every event matters. Include all rationale recorded, who knew what and when, what was actioned and what was not, and where the documentation record falls short. Do not summarise away detail. This section should be suitable for use in a formal project review or as background for a legal review.


SECTION 3: PROJECT INTELLIGENCE DASHBOARD

Produce this section under the heading ## PROJECT INTELLIGENCE DASHBOARD.

Change Event KPIs
KPIValueCommentary
Total change events extracted
Events with no change order raisedInclude % of total
Events with undocumented or missing rationaleInclude % of total
Events with no named approverInclude % of total
HIGH signal strength events
HIGH signal events that were formally actionedState as "N of N"
Weeks between first HIGH signal and impact eventQuantifies how long the window was open
Change concentration periodThe engagement week range with highest event density
Governance gap scoreRate 0–10: 0 = all changes properly governed; 10 = none
Change Type Breakdown

State the count of events by type. Example format: 3 scope events · 4 risk events · 2 governance events · 1 budget event · 2 schedule events

Scope Churn Index

For every project parameter that changed between baseline and actual (data volume, table count, budget, timeline, team size, etc.):

ParameterBaseline valueSource of baselineActual valueSource of actualVarianceVariance %

Sum the absolute variance percentages and divide by the number of parameters — this is the overall Scope Churn Index. A score above 50% indicates a project that was significantly mispriced or misscoped at inception.

Top 3 Governance Gaps

The three most consequential instances where a change, risk, or assumption should have triggered formal governance but did not. Each gap on one line: what it was, when it was present, and what the correct governance action should have been.

  1. [Gap description — date — correct action]
  2. [Gap description — date — correct action]
  3. [Gap description — date — correct action]
Documentation Quality Rating

Rate the overall quality of the project's change management documentation on a scale of 1–5:

  • 5 — Complete: every change has rationale, approver, and action documented
  • 4 — Good: most changes documented; minor gaps
  • 3 — Partial: key decisions documented but rationale and approvals often missing
  • 2 — Poor: events can be inferred but documentation is sparse and inconsistent
  • 1 — Inadequate: significant events reconstructed from context; major gaps in record

State the rating and one sentence explaining the primary reason for the score.

Frequently asked questions

What does the Project Intelligence Change Event Extraction AI skill do?

Reads every document in a SharePoint project library and compiles a complete, structured record of every change event — scope assumptions, scope changes, technical decisions, client requests, risks, budget and schedule events, governance events, and early-warning signals — writing each to the Change Events SharePoint list with signal strength and governance flags. Use when the user asks to "extract change events from the project", "build the project change log", "find the signals in these project documents", "populate the Change Events list", or "start the Project Intelligence Engine on thi...

Why use Project Intelligence Change Event Extraction on TypingMind?

Because you install it once and use it with any model. Project Intelligence Change Event Extraction is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Project Intelligence Change Event Extraction in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/pnp/sharepoint-skills/tree/main/Skills/project-intelligence-change-event-extraction/project-intelligence-change-event-extraction. TypingMind reads its SKILL.md and installs it as a skill you can enable per chat.

Which AI models can use Project Intelligence Change Event Extraction?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Project Intelligence Change Event Extraction?

As many as you like. As long as a model supports skills, you can use Project Intelligence Change Event Extraction with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Project Intelligence Change Event Extraction AI skill free?

Yes. It is published on GitHub by pnp under the MIT license. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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