F08 -- Manifesto Accountability Engine

Tracks elected officials' actions against their campaign promises and manifesto commitments, generating accountability reports.

Key Features

• Commitment extraction: LLM-powered extraction of specific commitments from manifesto text and speeches.
• Evidence tracking: Attach evidence (news articles, voting records, policy actions) to commitments.
• Evidence classification: Automated classification of evidence as fulfilled, broken, partial, or unrelated using LLM analysis.
• Confidence scoring: Each evidence classification includes a confidence score.
• Status tracking: Commitments are tracked as pending, fulfilled, broken, or partially fulfilled.
• Accountability reports: Generate summary reports of promise fulfillment rates.

Server Functions

Function	Endpoint	Description
extract_commitments	accountability/extract	Extract commitments from manifesto text
list_commitments	accountability/list	List all tracked commitments
get_commitment	accountability/get	Fetch a commitment with evidence
add_evidence	accountability/add-evidence	Attach evidence to a commitment
classify_evidence	accountability/classify	LLM-classify evidence against a commitment
generate_report	accountability/report	Generate an accountability summary report

Commitment Structure

Each extracted commitment includes:

• Text: The specific promise made
• Topic: Policy area (healthcare, economy, education, etc.)
• Strength: How definitive the promise was (firm, conditional, aspirational)
• Date: When the commitment was made
• Status: Current fulfillment status

Evidence Classification

Evidence is classified against commitments:

Classification	Meaning
fulfilled	The commitment has been met
broken	The commitment has been contradicted
partial	Some progress but incomplete fulfillment
unrelated	The evidence is not relevant to this commitment

UI Components

• Accountability dashboard (/accountability): Overview of commitment fulfillment rates with status breakdowns.
• Commitment list: Filterable table of all tracked commitments with status badges.
• Commitment detail: Full view with evidence timeline and classification details.
• Report generator: Produce formatted accountability reports.

Database Tables

• commitments -- extracted promises with topic, strength, status, evidence count
• evidence -- evidence records with classification, confidence, and commitment linkage