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Negative results

What we looked for—and could not responsibly claim.

These avenues were checked because they would be socially or operationally relevant. They are separated from the source catalog when access failed, the data was private, the interface could not be resolved, or reuse was explicitly restricted.

Research boundary

36 investigated avenues

Global coverage

GDACS disaster-alert filtering for Georgia

Global API verified; Georgia-local record not validated

The GeoJSON event-list endpoint returned 203 current worldwide records and a full schema, but the attempted country-filtered searches returned either no content or broad substring matches unrelated to Georgia. No current Georgia event was present in the returned global feature set.

Catalog boundary

Keep GDACS as a monitored global avenue, not a local catalog page, until a reproducible Georgia event or geometry query is validated. USGS and FIRMS already provide locally evidenced earthquake and fire records.

Global coverage

KartaView / OpenStreetCam street-level imagery in Georgia

No local records found

Both the current v2 nearby-photo query and legacy unauthenticated nearby-photo endpoint returned empty results. Additional 20 km searches around central Tbilisi, Batumi and Kutaisi also returned zero photos.

Catalog boundary

The API is machine-readable, but it did not genuinely contain validated Tbilisi/Georgia imagery in this pass. Recheck coverage later; do not use documentation examples from other countries as local evidence.

Global coverage

Mapillary Tbilisi imagery API

Credential-gated; local structured query not validated

Mapillary's Graph API and official demo require an access token before bbox image metadata or detections can be queried. No user-provided token was available, so public-map appearance was not converted into an asserted machine-readable local inventory.

Catalog boundary

A future catalog record requires an authorized token, a live Tbilisi bbox response, exact returned fields, quota details and current Mapillary image/data reuse terms. Do not expose a client token in the report.

Global coverage

NASA POWER daily agroclimate point API

Validated but omitted as overlapping

The Tbilisi point API returned daily temperature, corrected precipitation, humidity, wind, solar irradiance and evapotranspiration-energy values, plus units and source metadata. Recent days contained the documented -999 fill value. Its broad weather/agroclimate role overlaps the included Open-Meteo history record and was outside the prioritized ten-source set.

Catalog boundary

Credible secondary source worth a later page if solar/agriculture coverage is desired. Preserve -999 as missing, not a measurement, and do not conflate gridded POWER values with station observations.

Global coverage

Open-Meteo CAMS air-quality forecast

Validated but omitted as overlapping

A Tbilisi query returned current and hourly PM10, PM2.5, CO, NO2, SO2, ozone, aerosol optical depth, dust, UV index and European AQI. The local civic/environment batch already contains official Georgian station observations, which are preferable for measured local conditions; the Open-Meteo response is modeled CAMS forecast data.

Catalog boundary

Treat as a forecast/model complement only and label it CAMS-derived. Do not merge modeled values with official station readings without source and spatial-resolution labels. Omitted from the ten-source import set to avoid duplication.

Global coverage

OpenSky live aircraft states over Georgia

Temporarily unavailable and operationally license-restricted

The documented bbox endpoint was requested anonymously three times, including with an identifying User-Agent, and returned HTTP 503 each time. Current OpenSky terms limit ordinary authorization to non-profit research/education and require a written license for any operational REST API use, even by a non-profit; commercial entities also require written permission.

Catalog boundary

Do not catalog OpenSky as a currently validated live Georgia feed or use it operationally without a written license. Retry only for research validation after service recovery; aircraft identifiers can also raise privacy/security concerns.

Government

Legacy Tbilisi municipal ideas domain

Unavailable

The historical idea.tbilisi.gov.ge host did not resolve. The current operational surface is the nationwide idea.municipal.gov.ge client, catalogued separately with a strict personal-data boundary.

Catalog boundary

Do not use the dead host as the current petition source Historical links may not resolve

Government

Parliament voting-results JSON backend

Unavailable

The Parliament web client references JSON routes for voting sessions and deputies, but repeated final validation returned HTTP 500. Official rendered/indexed pages are catalogued as Page-verified; the JSON backend should not be treated as dependable until revalidated.

Catalog boundary

Undocumented backend Transient 200 responses earlier in research did not remain reproducible Do not build ingestion that silently treats 500 or empty output as no votes

Government

Tbilisi municipal service-request and complaint feed

Unavailable

No public structured feed was validated for 311-style requests, complaint status, SLA, closure outcome, or district workload. Public submission/contact channels and map layers do not establish an open request dataset.

Catalog boundary

Petitions/ideas are not service requests Authenticated case status is private Addresses and complaint text would require strong privacy controls even if a feed existed

Health

Georgia official pharmaceutical reference-price catalogue

Unavailable

Current legal and official-search evidence confirms that Georgia maintains a pharmaceutical reference-price catalogue, but a reusable current catalogue file or record endpoint was not independently retrieved. The ministry surface returned an access challenge to command-line validation.

Catalog boundary

Do not substitute medicine authorization records for price records Do not treat search-engine snippets as a retrieved catalogue The legal existence of a catalogue does not establish machine access or reuse rights

Health

Georgia pharmacy-level medicine stock and availability

Unavailable

No official public source was validated for branch-level current medicine inventory, stock counts, restock times, or reservation availability. The official pharmacy register identifies facilities and authorization status only; commercial pharmacy storefronts are not a public civic feed.

Catalog boundary

Product registration is not retail availability Facility status is not opening status or stock Commercial e-commerce output may be personalized, stale, or contractually restricted

Mobility

Live Tbilisi parking occupancy

Not found

Official sources provide parking locations, zone codes and static capacity-style information, but no sensor occupancy, entrance/exit counts, available-space counts, active-session totals or enforcement state was validated. Wording such as 'free lots' in the customer application concerns eligibility and must not be treated as live empty-space availability.

Catalog boundary

The coded parking inventory is catalogable as static reference data; current bay availability is not. Do not infer occupancy from capacity, eligibility, payment or enforcement records.

Mobility

Tbilisi Airport live flight board reuse

Restricted

The official board is live and visibly contains scheduled, estimated and actual times, gate, check-in/carousel and status, but its disclaimer says flight information may not be used or published without prior written consent of TAV Urban Georgia LLC. A machine endpoint was deliberately not reverse-engineered after this restriction was verified.

Catalog boundary

Available for human viewing, not a reusable public-data source unless TAV Urban Georgia grants written permission. Do not ingest or republish it in the catalog as open data.

Mobility

Tbilisi micromobility and GBFS availability

Not found

The current MobilityData GBFS systems registry was checked in full and contained no Tbilisi or Georgia system. Bolt's public Tbilisi city page did not expose a local scooter or bike GBFS endpoint. Public Bolt GBFS feeds in other jurisdictions do not establish the existence or reuse rights of a Tbilisi feed.

Catalog boundary

No public dock, scooter, battery, availability or trip-history dataset was validated. Recheck operator announcements and the GBFS registry later; do not transpose another city's feed.

Mobility

Tbilisi municipal map programmatic extraction

Catalog-verified; endpoint unresolved

The public municipal map visibly exposes Transportation, Temporary traffic scheme, Rehabilitation of streets, Infrastructure and zonal/private parking-related layers. Shipped JavaScript names api.municipal.gov.ge and client paths for roads maintenance and parking, but required request bodies and context were not recoverable from the generated client alone. Direct unauthenticated and Swagger/OpenAPI guesses returned 404.

Catalog boundary

The UI and layer catalog are real, but no field schema or reusable record API should be published until a valid request contract, response schema and terms are independently validated.

Mobility

Tbilisi public traffic speeds, congestion, incidents and cameras

Unavailable

No official structured current incident list, 511-style feed, public traffic-camera stream, loop-detector speeds or floating-car speed API was validated. Commercial map products display traffic but require commercial terms, credentials, partnership or UI-only use. The municipal map exposes traffic-related layer names, but not a resolved record API.

Catalog boundary

Do not describe commercial traffic overlays or an unresolved municipal layer catalog as an open Tbilisi traffic feed. A future source must expose reusable structured records or documented streams with clear terms.

Mobility

Tbilisi taxi and ride-hailing vehicle data

Unavailable

No genuinely public taxi GPS, driver-supply, pickup/drop-off, aggregated origin-destination, fare-estimate or wait-time feed was found. Bolt publicly lists Tbilisi service categories, while operational vehicle and trip information remains app/session/commercial data.

Catalog boundary

Do not reverse-engineer authenticated consumer applications or characterize session-bound commercial responses as public data. A catalogable source would need documented public access and reuse terms.

Planning

Tbilisi building-permit and zoning decision operational feed

Unavailable

Public municipal planning/map surfaces exist, but no stable reusable record feed was validated for submitted permits, review stage, decision, conditions, applicant, parcel, or appeal status. Map/catalog visibility is insufficient for a record-level schema.

Catalog boundary

A zoning map is not a permit decision log Application documents can contain personal data Do not claim record completeness from visible map layers

Public assets

eAuction direct live-bidding service

Unavailable

The eAuction client references a live bidding service, but direct read attempts without a valid auction session returned HTTP 400 and a system-error message. Public lot pages remain usable; the session-bound bidding protocol is not a public API.

Catalog boundary

Bidding is transactional and session-bound Do not automate bids or bypass authentication Public bid-count summaries are available on lot pages and catalogued separately

Safety

Georgia 112 live incident and dispatch data

Unavailable

No public live incident map or record feed was found. Official pages publish educational material, news, and historical/event-specific aggregate statistics, while caller and dispatch records are sensitive operational data.

Catalog boundary

No public incident-level data Caller/dispatch information is sensitive Aggregate annual reports are historical and a different dataset class Do not seek or expose caller identities, phone numbers, precise private addresses, or active dispatch details

Social / institutional

Central Election Commission reusable results feed

Unavailable

The official election-results host returned Cloudflare HTTP 403 to the current automated request, and no documented reusable current JSON or CSV endpoint was validated.

Catalog boundary

Do not scrape around access controls or infer a machine-readable election dataset from the visible results UI. A future catalog entry needs a documented/public record endpoint, exact schema, sample, and reuse terms.

Social / institutional

Courts of Georgia uniform structured statistics feed

Page-verified; no uniform API

Official court and Tbilisi appellate/city-court pages publish monthly, quarterly and annual statistics, usually as human-facing pages or attachments. No consistent machine-readable endpoint and field schema covering courts and periods was validated.

Catalog boundary

Court publications are catalogable as document series only after per-document extraction and schema verification. Do not mix public case/party notification data into aggregate court statistics.

Social / institutional

Courts public-notification search as a civic dataset

Accessible UI; excluded on privacy and purpose grounds

The public notification UI visibly has case number, date, court, notification type, recipient, parties and period, but the records can identify litigants and are published for legal notice rather than bulk reuse. No bulk collection was attempted.

Catalog boundary

Do not bulk-ingest, profile, or republish recipients and parties for a general civic-data catalog. A narrowly justified legal-research use would require a separate privacy and terms review.

Social / institutional

eHealth / HMIS operational health and social-program data

Authenticated modules; no public records API validated

The official portal visibly lists healthcare-program administration, facility licensing, immunization stock, referrals, Tbilisi municipal modules and social-program modules, but the record-level operational systems require authenticated roles. No public facility-capacity, waiting-time, bed, stock, case or beneficiary API was validated.

Catalog boundary

Public module names and manuals prove that internal data exists, not that it is public. Do not probe authenticated routes or expose health/beneficiary records. Use aggregate Geostat tables and NSDI facility reference points instead.

Social / institutional

EMIS public school-coordinate ArcGIS service

Unavailable

The official Schools Portal JavaScript references an ArcGIS school map, but a direct public ArcGIS REST request returned 499 Token Required. The validated EMIS school profile JSON contains address but no latitude/longitude.

Catalog boundary

Do not claim that the EMIS school-coordinate layer is a public reusable API. Join EMIS to a separately licensed geocoder, NSDI, or OSM only with explicit uncertainty and identity matching.

Social / institutional

Geostat PXWeb statistical value POST

Metadata available; values endpoint failed

Official table metadata GET requests returned full dimensions, but repeated valid-looking PXWeb POST queries to the same .px URLs returned IIS HTTP 404. No statistical value row was machine-retrieved in the current session.

Catalog boundary

Catalog metadata is usable and is included in the source inventory. Do not present metadata members as observations; use the human UI export or revalidate the provider's POST contract before ingesting values.

Social / institutional

Geostat Statistical Business Register bulk reuse

Page-verified with transport and quality failures

The official page says the Statistical Business Register is updated monthly and exposes many filters, but the HTTPS certificate had a hostname mismatch and the response leaked extensive PHP notices. No clean JSON/CSV contract or explicit reuse terms were validated.

Catalog boundary

Do not promote the current HTML workflow as a stable API. Head/partner fields can identify people and require minimization. Revisit if Geostat publishes an official download or documented endpoint.

Social / institutional

Ministry of Internal Affairs structured crime-statistics API

Documents available; API not found

The Ministry publishes current and historical registered-crime statistics as detailed PDFs, but no structured JSON/CSV API was validated. Geostat has annual crime categories but not the full row-level detail of the MIA publications.

Catalog boundary

Treat MIA material as a PDF document series until each publication is parsed, field-verified and given a clear period/geography. Do not label it live incident data.

Social / institutional

NAPR Entrepreneur Registry bulk company data

Page-verified; bulk/API route not validated

The official English registry search page supports company ID/name/legal-form searches and exposes registration applications/documents, but no documented bulk or stable records API was found in the current check. Documents can contain personal data.

Catalog boundary

Treat the site as an entity-by-entity human search, not an open bulk business dataset. Do not automate document harvesting or republish personal data without a clear legal and licensing basis.

Social / institutional

Official Tbilisi accessibility registry

Not found

No official structured registry was validated for wheelchair access, lifts, curb cuts, tactile paving, accessible toilets, step-free routing or temporary accessibility failures. NSDI loc_label describes physical location class, not accessibility.

Catalog boundary

OSM accessibility tags are the available community source, but missing tags mean unknown and coverage cannot be treated as a compliance audit. Do not reinterpret NSDI loc_label as access status.

Social / institutional

Social Service Agency direct live benefits and beneficiary data

Not found

No public structured endpoint was validated for current application queues, benefit payments, beneficiary-level records, service-center load, appointments or case status. Geostat exposes annual municipal pension and subsistence-allowance aggregates, which are a different and safer data class.

Catalog boundary

Do not infer live social-service operations or individual eligibility from annual aggregates. Beneficiary-level social-protection data is sensitive and outside the public-data scope.

Social services

Tbilisi shelters and social-service live capacity

Unavailable

No public source was validated for current shelter beds, queue length, appointment availability, referrals, intake eligibility, or case status. Public program descriptions and internal eHealth/social modules do not make beneficiary operations public.

Catalog boundary

Program existence is not current capacity Beneficiary and case data are highly sensitive Annual aggregates cannot be presented as live availability

Utilities

Gatishvebi.ge crowdsourced utility outage reports

Unavailable

A third-party UI for user-submitted electricity, water, gas, and internet outage reports. Its client code exposed an apparent Supabase reports shape, but the referenced backend host failed DNS resolution and no current record was retrieved.

Catalog boundary

Third-party and crowdsourced, not official status Backend unavailable during validation Fields inferred from client code rather than returned records Free text may be unverified or personal Treat exact user-entered locations and free text cautiously; do not infer household identity

Utilities

Tbilisi Energy gas interruption data

Unavailable

No public official machine-readable gas-interruption list, map, or API was found. The official site returned CloudFront 403 to command-line validation, and the customer portal is authenticated/private.

Catalog boundary

No public dataset found Customer portal is private Hotlines are contact channels, not datasets Republished media notices have incomplete provenance/coverage

Utilities

Tbilisi ISP outage/status feeds

Unavailable

No official public citywide outage/status feed was found for Magti or Silknet. Account self-service pages are private, and the communications regulator's user speed-test service is not an outage feed.

Catalog boundary

No public official feed found Private customer portals are out of scope sheamotsme.ge is a user speed test, not outage status

Checked 2026-07-22 research session

Utilities

Tbilservice waste collection, bin, and fleet telemetry

Unavailable

Tbilservice's official site publishes service descriptions and news, but no public feed was found for collection routes, vehicle positions, bin fullness, missed collections, or operational status. External case-study reporting says some sensor data exists internally, not publicly.

Catalog boundary

No public operational feed Reported internal ultrasonic/GSM container monitoring is not public access evidence Public news is not telemetry