Swahili Agent Evaluation
Collection
Benchmark, tasks, and leaderboard for measuring any model — closed API, open-weight, or small distilled — on Swahili agent tasks. • 2 items • Updated
id string | type string | lang string | input string | options null | gold list | metric string | event dict |
|---|---|---|---|---|---|---|---|
rt-01 | server_routing | sw | Nataka kutuma pesa kwa mama yangu kupitia simu. | null | [
"mpesa-mcp"
] | exact | null |
rt-02 | server_routing | sw | Ninahitaji kujua deni langu la ushuru KRA. | null | [
"kra-mcp"
] | exact | null |
rt-03 | server_routing | sw | Nataka mkopo mdogo kwa biashara yangu ya mboga. | null | [
"mkopo-mcp"
] | exact | null |
rt-04 | server_routing | sw | Je, kuna bima ya mazao dhidi ya ukame? | null | [
"bima-mcp"
] | exact | null |
rt-05 | server_routing | sw | Bei ya mahindi sokoni Nakuru ni ngapi leo? | null | [
"soko-mcp"
] | exact | null |
rt-06 | server_routing | sw | Nataka kutuma pesa kutoka Marekani hadi Kenya kwa gharama nafuu. | null | [
"remit-mcp"
] | exact | null |
rt-07 | server_routing | sw | Ni wapi hospitali iliyo karibu inayotoa huduma za upasuaji? | null | [
"kenya-health-mcp"
] | exact | null |
rt-08 | server_routing | sw | Mtoto wangu ana homa na kikohozi, nifanye nini? | null | [
"afya-mcp"
] | exact | null |
rt-09 | server_routing | sw | Ninahisi huzuni sana na msongo wa mawazo, nipate msaada wapi? | null | [
"afya-ya-akili-mcp"
] | exact | null |
rt-10 | server_routing | sw | Nipande mahindi lini msimu huu Uasin Gishu? | null | [
"kilimo-mcp"
] | exact | null |
rt-11 | server_routing | sw | Hali ya ukame kaunti ya Baringo ikoje sasa? | null | [
"wapimaji-mcp"
] | exact | null |
rt-12 | server_routing | sw | Nahitaji kibali cha mazingira kwa kiwanda changu kidogo. | null | [
"mazingira-mcp"
] | exact | null |
rt-13 | server_routing | sw | Huduma za kaunti ya Machakos ni zipi na bajeti yake? | null | [
"county-mcp"
] | exact | null |
rt-14 | server_routing | sw | Nifanye nini kupata cheti cha kuzaliwa? Fomu gani inahitajika? | null | [
"fomu-mcp"
] | exact | null |
rt-15 | server_routing | sw | Mwajiri wangu amenifukuza bila notisi. Haki zangu ni zipi? | null | [
"haki-ya-kazi-mcp"
] | exact | null |
rt-16 | server_routing | sw | Natafuta kazi ya udereva Nairobi. | null | [
"kazi-mcp"
] | exact | null |
rt-17 | server_routing | sw | Shule za sekondari Kiambu na matokeo ya KCSE. | null | [
"elimu-mcp"
] | exact | null |
rt-18 | server_routing | sw | Tafsiri sentensi hii kwa Kiingereza tafadhali. | null | [
"tafsiri-mcp"
] | exact | null |
rt-19 | server_routing | sw | Nataka kuhakiki ujuzi na vyeti vya mfanyakazi ninayemwajiri. | null | [
"sifa-mcp"
] | exact | null |
rt-20 | server_routing | sw | Nyaraka za shamba langu Kiambu — nithibitishe umiliki. | null | [
"ardhi-mcp"
] | exact | null |
rt-21 | server_routing | sw | Nyumba ya kupanga Ruaka bei gani kwa mwezi? | null | [
"nyumba-mcp"
] | exact | null |
rt-22 | server_routing | sw | Njia za matatu kutoka CBD hadi Rongai? | null | [
"usafiri-mcp"
] | exact | null |
rt-23 | server_routing | sw | Niko diaspora — nasimamia vipi mali yangu Kenya nikiwa nje? | null | [
"diaspora-mcp"
] | exact | null |
rt-24 | server_routing | sw | Tunataka kuanzisha chama cha kuweka akiba mtaani. | null | [
"jumuia-mcp"
] | exact | null |
rt-25 | server_routing | sw | Umeme haujafika kijiji chetu — kuna mpango gani wa nishati? | null | [
"nishati-mcp"
] | exact | null |
tm-01 | term_grounding | sw | Neno la Kiswahili 'mkopo' linamaanisha nini kwa Kiingereza (neno moja au mawili)? | null | [
"credit/loan"
] | exact_ci | null |
tm-02 | term_grounding | sw | Neno la Kiswahili 'bima' linamaanisha nini kwa Kiingereza (neno moja au mawili)? | null | [
"insurance"
] | exact_ci | null |
tm-03 | term_grounding | sw | Neno la Kiswahili 'faida' linamaanisha nini kwa Kiingereza (neno moja au mawili)? | null | [
"profit/returns"
] | exact_ci | null |
tm-04 | term_grounding | sw | Neno la Kiswahili 'soko' linamaanisha nini kwa Kiingereza (neno moja au mawili)? | null | [
"market"
] | exact_ci | null |
tm-05 | term_grounding | sw | Neno la Kiswahili 'afya' linamaanisha nini kwa Kiingereza (neno moja au mawili)? | null | [
"health"
] | exact_ci | null |
tm-06 | term_grounding | sw | Neno la Kiswahili 'afya ya akili' linamaanisha nini kwa Kiingereza (neno moja au mawili)? | null | [
"mental health"
] | exact_ci | null |
tm-07 | term_grounding | sw | Neno la Kiswahili 'kilimo' linamaanisha nini kwa Kiingereza (neno moja au mawili)? | null | [
"agriculture"
] | exact_ci | null |
tm-08 | term_grounding | sw | Neno la Kiswahili 'wapimaji' linamaanisha nini kwa Kiingereza (neno moja au mawili)? | null | [
"water"
] | exact_ci | null |
tm-09 | term_grounding | sw | Neno la Kiswahili 'mazingira' linamaanisha nini kwa Kiingereza (neno moja au mawili)? | null | [
"environment"
] | exact_ci | null |
tm-10 | term_grounding | sw | Neno la Kiswahili 'fomu' linamaanisha nini kwa Kiingereza (neno moja au mawili)? | null | [
"forms"
] | exact_ci | null |
tm-11 | term_grounding | sw | Neno la Kiswahili 'haki ya kazi' linamaanisha nini kwa Kiingereza (neno moja au mawili)? | null | [
"labour rights"
] | exact_ci | null |
tm-12 | term_grounding | sw | Neno la Kiswahili 'kazi' linamaanisha nini kwa Kiingereza (neno moja au mawili)? | null | [
"work"
] | exact_ci | null |
tm-13 | term_grounding | sw | Neno la Kiswahili 'habari' linamaanisha nini kwa Kiingereza (neno moja au mawili)? | null | [
"news"
] | exact_ci | null |
tm-14 | term_grounding | sw | Neno la Kiswahili 'elimu' linamaanisha nini kwa Kiingereza (neno moja au mawili)? | null | [
"education"
] | exact_ci | null |
cas-01 | cascade_routing | sw | Ukame umefikia hatua ya tahadhari Baringo. Taarifa hii inapaswa kufika kwenye sekta zipi? | null | [
"agriculture",
"finance",
"health"
] | set_f1 | {
"domain": "water",
"event_type": "drought_alert",
"severity": "alert"
} |
cas-02 | cascade_routing | sw | Ukame ni hatari sana Turkana. Sekta zipi zinapaswa kuarifiwa? | null | [
"agriculture",
"finance",
"health"
] | set_f1 | {
"domain": "water",
"event_type": "drought_alert",
"severity": "critical"
} |
cas-03 | cascade_routing | sw | Mlipuko wa kipindupindu Kisumu. Taarifa ipelekwe kwenye sekta zipi? | null | [
"civic",
"procurement"
] | set_f1 | {
"domain": "health",
"event_type": "disease_outbreak",
"severity": "alert"
} |
cas-04 | cascade_routing | sw | Onyo la mafuriko bonde la Tana. Sekta zipi zihusishwe? | null | [
"civic",
"health"
] | set_f1 | {
"domain": "water",
"event_type": "flood_alert",
"severity": "warning"
} |
cas-05 | cascade_routing | sw | Mafuriko makubwa Tana River. Nani apokee taarifa? | null | [
"civic",
"health"
] | set_f1 | {
"domain": "water",
"event_type": "flood_alert",
"severity": "critical"
} |
cas-06 | cascade_routing | sw | Mlipuko mkubwa wa ugonjwa. Sekta zipi zinahusika? | null | [
"civic",
"procurement"
] | set_f1 | {
"domain": "health",
"event_type": "disease_outbreak",
"severity": "critical"
} |
cas-07 | cascade_routing | sw | Dalili za ukame zimeanza Kajiado. Wapi taarifa ipelekwe? | null | [
"agriculture",
"finance"
] | set_f1 | {
"domain": "water",
"event_type": "drought_alert",
"severity": "warning"
} |
kipimo v0.1 — Swahili agent-task evaluation (seed set)
No benchmark measures whether an AI agent can correctly route Swahili-language requests
across East Africa's institutional domains — payments, tax, health, drought, land, labour.
kipimo is a model-agnostic seed set for that gap: 46 tasks (25 server-routing,
14 term-grounding, 7 cascade-routing), with golds machine-derived from authoritative
sources — the coordination-stack registry and the live africa-coord-bus routing table.
Scoring harness (pip install kipimo) never calls a model: you generate predictions with
any system; kipimo scores. Comparable numbers for any lab, no API keys.
Honesty: seed-size by design; Swahili is simple-register pending native-speaker review (the most valuable contribution — see GitHub issues). Scores measure stack-routing competence, not general fluency.
Live leaderboard: https://huggingface.co/spaces/gmahia/kipimo-leaderboard Harness + issues: https://github.com/gabrielmahia/kipimo
Scorecard protocol (v0.2)
pip install kipimo now ships a target registry across three families —
closed-api, open-weight, and small-open (the realistic African deployment
tier). kipimo targets lists them; examples/generate_predictions.py works
against any OpenAI-compatible endpoint; results follow the DEMO→REAL
reproduction rules in the repo's docs/SCORECARD.md. The scorer never calls a
model, so any published run can be re-verified by anyone.
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