# bolna (@bolna_dev) on x

- id: koinon:creator:x_bolna_dev
- url: https://koinonlink.com/kol/x/bolna_dev
- schema_version: 1.4

## Identity
- platform: x
- handle: bolna_dev
- platform_url: https://twitter.com/bolna_dev
- website: https://bolna.ai
- country: India
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 878
- following: 25
- posts_total: 207
- posts_observed: 12
- posts_per_day: 0.205
- account_age_days: 1012
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00797
- best_post_interactions: 7
- measurement_source: x_post_interactions
- measurement_formula: interactions on one post — likes, or likes + reposts + replies depending on the discovery path (the two are not distinguishable in the stored data)
- comparable_pool: peak_interactions
- status_note: We have only the single best observed post, so no mean exists. peak_post_engagement_rate is an UPPER BOUND, systematically higher than an average — never compare it against an average rate.
- 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
- subcategory: ai_tools
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: Bolna MCP/CLI features, Voice AI agent development, Community showcases and GitHub projects, Product launches and events
- bio: Powering Voice AI for India (@ycombinator f25)

## Audience (inferred)
- status: present
- description: Voice AI developers and builders using or evaluating Bolna for agent tools and management
- roles: automation
- seniority: practitioner
- pain_points: Managing agents and transcripts without dashboard access, Integrating docs search and tools into agents via CLI/MCP, Finding real community examples and deployed projects, Staying updated on new Voice AI features from early-stage tools
- posts_analysed: 4
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 0.8
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 62
- authenticity_basis: engagement_observed
- credibility_score: 62
- flagged_for_review: false
- koinon_bd_grade: A — 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_bolna_dev#015b6d49] your agent can now read and fetch our docs docs search and get tools just shipped in our MCP and CLI. simply ask a question, get the actual answer from the documentation with no hallucinated params. get started with MCP at https://t.co/YfPDw42jQe and https://t.co/ql7Gp6aZ3K for a (https://twitter.com/bolna_dev/status/2049836361273024887)
- [x_bolna_dev#adc6dd5d] Answer this question and we’ll save a seat for you at Sound Check - a quizzing night with a beer to cheer with. The link will be in your DM if you answer this right.👇
- [x_bolna_dev#143d487a] Bolna MCP is live! 🔵 List and inspect agents, pull call transcripts, check wallet - everything from a chat window, without opening the dashboard. Works with Claude, Cursor, Windsurf, Codex, Zed, and more. Currently in Beta. https://t.co/rAAN8Og7tZ
- [x_bolna_dev#90bb9bff] we’re launching a showcase page for the bolna community. if you’ve built something with bolna, we want it there. drop your github projects, blog posts, deployed agent

## 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=76, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=76, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=76, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=80, method=llm_scorer — Relative signal within Koinon indexing, not a market-wide score.
- commercial.promotion_intent: source_type=ai_inferred, confidence=0.6, freshness_days=80, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=108, 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=0.5, freshness_days=80, 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=108, 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=108, method=platform_profile

## Freshness
- profile_checked_days_ago: 108
- content_analysed_days_ago: 80
- audience_updated_days_ago: 76

## AI retrieval
- indexing_requests: 9
- 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_bolna_dev
- Request removal: https://koinonlink.com/claim?k=x_bolna_dev
- Terms: https://koinonlink.com/for-ai