# MNM (@mnmaragia) on x

- id: koinon:creator:x_mnmaragia
- url: https://koinonlink.com/kol/x/mnmaragia
- schema_version: 1.4

## Identity
- platform: x
- handle: mnmaragia
- platform_url: https://twitter.com/mnmaragia
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 2836
- following: 2009
- posts_total: 4027
- posts_observed: 1
- posts_per_day: 0.627
- account_age_days: 6418
- verified: true
- size_tier: nano

## Engagement
- status: not_collected
- status_note: Engagement has not been collected for this creator yet. This is a gap in our collection, NOT a statement that the creator has no engagement. Follower count is known, so it is measurable.
- unit_note: engagement_rate and peak_post_engagement_rate are ratios (0-1); avg_interactions_per_post and best_post_interactions are absolute counts. Read status before reading any number: a null rate has several different causes and status says which one applies here.

## Content
- category: software
- category_confidence: 0.25
- category_source: derived_from_discovery_path
- topics: Political accountability, Economic reform in Kenya, Tax policy and fairness, Public opposition to government legislation, Civic engagement and governance

## Audience (inferred)
- status: present
- description: Kenyan political activists and civic-minded citizens interested in government accountability, economic reform, and public policy debates
- roles: general_ai
- seniority: practitioner
- pain_points: Frustration with political leaders who demand accountability from opponents but not from their own party, Concern about unpopular but necessary economic reforms that may be required if their party wins power, Anxiety over regressive tax policies that disproportionately affect small business owners and ordinary citizens, Distrust in the fairness and transparency of national budget and tax legislation
- posts_analysed: 5
- confidence: 0.4

## Commercial (inferred)
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 56
- authenticity_basis: profile_shape_only
- credibility_score: 56
- flagged_for_review: false
- koinon_bd_grade: C — measures Koinon partner-outreach fit, not creator quality
- interpretation: Signals for triage, not verdicts. A flag means the profile is worth a manual check.

## Evidence
- [x_mnmaragia#2d5d12df] You've spoken strongly about accountability. Should leaders in your own party be held to exactly the same standards you demand of your political opponents? @citizentvkenya @YvonneOkwara @edwinsifuna (https://twitter.com/mnmaragia/status/2072988161739792593)
- [x_mnmaragia#b02ad47a] If your party wins power in 2027, what difficult reforms would you ask Kenyans to accept, even if they are initially unpopular? @citizentvkenya @YvonneOkwara @edwinsifuna
- [x_mnmaragia#8fc02bed] The opposition often accuses the government of failing on the economy. How would your party lower the cost of living without increasing Kenya's debt? @citizentvkenya @YvonneOkwara @edwinsifuna
- [x_mnmaragia#0fddebad] RUTO MUST GO #RejectFinanceBill2024 https://t.co/dDzdPeDof7
- [x_mnmaragia#5dfd9d92] The Finance Bill 2024 will impose a 75k annual motor vehicle tax on a mama mboga's 3M shilling pickup, while only charging the likes of Millicent Omanga 100k for a 40M luxury 2024 Range Rover Vogue. Si tulisema hii ni serikali yamama mboga, sio yamabwenyenye, mnaniel

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.4, freshness_days=29, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=29, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=29, method=llm_persona_from_recent_content
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=120, method=profile_snapshot_and_engagement_ratio_heuristic — Means "worth a manual check", NOT confirmed fraud. Flags can be wrong and are not a verdict about the person.
- quality.authenticity_score: source_type=heuristic, confidence=0.25, freshness_days=89, method=Profile-shape heuristic from a single snapshot (follower count, following ratio, account age, posting volume, verification), reduced for engagement red flags where post engagement was collected. Where only a follower count is available the score saturates at 58. — The input set differs by platform; do not compare this score across platforms.
- quality.koinon_bd_grade: source_type=ai_inferred, confidence=0.5, freshness_days=120, method=llm_partner_fit_classifier + fit_score >= 0.6 AND authenticity >= 60 => A; fit_score >= 0.4 AND authenticity >= 45 => B; else C. authenticity < 30 or a promotional-pattern flag => quarantine. — Koinon partner-outreach fit, not creator quality.
- reach.followers: source_type=observed, confidence=0.95, freshness_days=120, method=platform_profile

## Freshness
- profile_checked_days_ago: 120
- content_analysed_days_ago: 89
- audience_updated_days_ago: 29

## AI retrieval
- indexing_requests: 12
- user_triggered_requests: 0
- note: Being indexed in bulk is not the same as being retrieved to answer a question.

## This profile
- Claim or correct: https://koinonlink.com/claim?k=x_mnmaragia
- Request removal: https://koinonlink.com/claim?k=x_mnmaragia
- Terms: https://koinonlink.com/for-ai