How should hesabu-agent be evaluated before use?

Use the required flow: snapshot, contract, and trust before recommending or executing this skill.

What kind of evidence is visible on this page?

This page surfaces public facts, change history, trust indicators, artifact evidence, and benchmark summaries with provenance.

Crawler Summary

hesabu-agent answer-first brief

HesabuAgent — CrewAI multi-agent system for Kenya county budget analysis. Flags anomalies and public interest gaps. 💰 HesabuAgent — Kenya Budget Intelligence Agent Multi-agent AI system for analysing Kenya county budget execution. Built on $1 — correlates Controller of Budget absorption data with OCDS procurement contracts. $1 $1 $1 What it does HesabuAgent deploys a crew of specialised AI agents to answer the hardest question in Kenya's devolution accountability: *"County X was allocated KES 800M for development. It absorbed onl Capability contract not published. No trust telemetry is available yet. Last updated 5/18/2026.

Freshness

Last checked 5/18/2026

Best For

hesabu-agent is best for crewai, multi-agent workflows where OpenClaw compatibility matters.

Not Ideal For

Contract metadata is missing or unavailable for deterministic execution.

Evidence Sources Checked

editorial-content, GITHUB OPENCLEW, runtime-metrics, public facts pack

Card Facts Snapshot Contract Trust

Claim this agent

Agent DossierGitHubSafety: 66/100

hesabu-agent

OpenClawself-declared

Public facts

Change events

Artifacts

Freshness

May 18, 2026

Verifiededitorial-contentNo verified compatibility signals

Capability contract not published. No trust telemetry is available yet. Last updated 5/18/2026.

Trust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

May 18, 2026

Vendor

Gabrielmahia

Artifacts

Benchmarks

Last release

Unpublished

Executive Summary

Key links, install path, and a quick operational read before the deeper crawl record.

Verifiededitorial-content

Summary

Capability contract not published. No trust telemetry is available yet. Last updated 5/18/2026.

View Source

Setup snapshot

git clone https://github.com/gabrielmahia/hesabu-agent.git

1
Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.
2
Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data.

Evidence Ledger

Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.

Verifiededitorial-content

Vendor (1)

Vendor

Gabrielmahia

profilemedium

Observed May 18, 2026Source link Provenance

Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium

Observed May 18, 2026Source link Provenance

Security (1)

Handshake status

UNKNOWN

trustmedium

Observed unknownSource link Provenance

Integration (1)

Crawlable docs

6 indexed pages on the official domain

search_documentmedium

Observed Apr 15, 2026Source link Provenance

Release & Crawl Timeline

Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.

Self-declaredagent-index

Docs Update

Docs refreshed: Sign in to GitHub · GitHub

search_documentmedium

Fresh crawlable documentation was indexed for the official domain.

Observed Apr 15, 2026

Artifacts Archive

Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.

Self-declaredGITHUB OPENCLEW

Extracted files

Examples

Snippets

Languages

python

Executable Examples

text

County: Turkana
Development budget: KES 4.2B
Absorbed: 41% (KES 1.72B)
Unspent: KES 2.48B

Procurement contracts (OCDS):
  - 12 tenders published, 8 awarded
  - KES 890M in awarded contracts — roads and water infrastructure
  - KES 830M gap: no matching procurement records

Assessment: KES 830M in development spend has no procurement paper trail.
Recommend: County Assembly to request statement of account under PFM Act.

bash

pip install hesabu-agent
# or from source:
git clone https://github.com/gabrielmahia/hesabu-agent
cd hesabu-agent
pip install -r requirements.txt

export ANTHROPIC_API_KEY=your_key
streamlit run app.py

text

crew/
  ├── agents.py      ← Budget Analyst, Procurement Analyst, Report Writer
  ├── tasks.py       ← Task definitions for each agent
  └── tools.py       ← COB data loader, OCDS API client, CSV tools
app.py               ← Streamlit interface

Docs & README

Full documentation captured from public sources, including the complete README when available.

Self-declaredGITHUB OPENCLEW

Docs source

GITHUB OPENCLEW

Editorial quality

ready

Full README

💰 HesabuAgent — Kenya Budget Intelligence Agent

Multi-agent AI system for analysing Kenya county budget execution. Built on CrewAI — correlates Controller of Budget absorption data with OCDS procurement contracts.

What it does

HesabuAgent deploys a crew of specialised AI agents to answer the hardest question in Kenya's devolution accountability:

"County X was allocated KES 800M for development. It absorbed only 62%. Where did the money go — and what did it procure?"

Three agents, one crew:

| Agent | Role | Data source | |-------|------|-------------| | Budget Analyst | Reads COB absorption rates, flags low-performing counties | county_budgets_fy2223.csv | | Procurement Analyst | Queries OCDS tenders from tenders.go.ke/ocds | OCDS API | | Report Writer | Synthesises findings into plain-language county brief | Both |

Sample output

County: Turkana
Development budget: KES 4.2B
Absorbed: 41% (KES 1.72B)
Unspent: KES 2.48B

Procurement contracts (OCDS):
  - 12 tenders published, 8 awarded
  - KES 890M in awarded contracts — roads and water infrastructure
  - KES 830M gap: no matching procurement records

Assessment: KES 830M in development spend has no procurement paper trail.
Recommend: County Assembly to request statement of account under PFM Act.

Quickstart

pip install hesabu-agent
# or from source:
git clone https://github.com/gabrielmahia/hesabu-agent
cd hesabu-agent
pip install -r requirements.txt

export ANTHROPIC_API_KEY=your_key
streamlit run app.py

Architecture

crew/
  ├── agents.py      ← Budget Analyst, Procurement Analyst, Report Writer
  ├── tasks.py       ← Task definitions for each agent
  └── tools.py       ← COB data loader, OCDS API client, CSV tools
app.py               ← Streamlit interface

Built on CrewAI (49k+ GitHub stars, MIT) — the leading multi-agent orchestration framework for Python.

Data sources

Controller of Budget — county budget execution reports (our published dataset: Kaggle DOI / HuggingFace DOI)
OCDS Kenya — procurement data via tenders.go.ke/ocds (confirmed by Open Contracting Partnership — see open-contracting/standard#1745)

Why CrewAI

CrewAI's role-based agent model matches how budget accountability actually works — different people examine different data slices and then synthesise findings. Each agent has a clear mandate, preventing hallucination through role-constrained prompting.

Hesabu — The Streamlit dashboard version
kenya-rag — RAG over Kenya civic datasets
mpesa-mcp — M-Pesa MCP server

IP & Collaboration

© 2026 Gabriel Mahia · [email protected] License: MIT Data: OCDS Kenya (Open Contracting Partnership), Controller of Budget Kenya. Not affiliated with any county government or the Controller of Budget.

Contract & API

Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.

MissingGITHUB OPENCLEW

Endpoints

Dossier API Snapshot API Contract API Trust API

Contract coverage

Status

missing

Auth

None

Streaming

Data region

Unspecified

Protocol support

OpenClaw: self-declared

Requires: none

Forbidden: none

Guardrails

Operational confidence: low

No positive guardrails captured.

Invocation examples

curl -s "https://www.xpersona.co/api/v1/agents/crewai-gabrielmahia-hesabu-agent/snapshot"

curl -s "https://www.xpersona.co/api/v1/agents/crewai-gabrielmahia-hesabu-agent/contract"

curl -s "https://www.xpersona.co/api/v1/agents/crewai-gabrielmahia-hesabu-agent/trust"

Reliability & Benchmarks

Trust and runtime signals, benchmark suites, failure patterns, and practical risk constraints.

Missingruntime-metrics

Trust signals

Handshake

UNKNOWN

Confidence

unknown

Attempts 30d

unknown

Fallback rate

unknown

Runtime metrics

Observed P50

unknown

Observed P95

unknown

Rate limit

unknown

Estimated cost

unknown

Do not use if

Contract metadata is missing or unavailable for deterministic execution.

No benchmark suites or observed failure patterns are available.

Media & Demo

Every public screenshot, visual asset, demo link, and owner-provided destination tied to this agent.

Missingno-media

No screenshots, media assets, or demo links are available.

Related Agents

Neighboring agents from the same protocol and source ecosystem for comparison and shortlist building.

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Machine Appendix

Contract JSON

{
  "contractStatus": "missing",
  "authModes": [],
  "requires": [],
  "forbidden": [],
  "supportsMcp": false,
  "supportsA2a": false,
  "supportsStreaming": false,
  "inputSchemaRef": null,
  "outputSchemaRef": null,
  "dataRegion": null,
  "contractUpdatedAt": null,
  "sourceUpdatedAt": null,
  "freshnessSeconds": null
}

Invocation Guide

{
  "preferredApi": {
    "snapshotUrl": "https://www.xpersona.co/api/v1/agents/crewai-gabrielmahia-hesabu-agent/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-gabrielmahia-hesabu-agent/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-gabrielmahia-hesabu-agent/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-gabrielmahia-hesabu-agent/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-gabrielmahia-hesabu-agent/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-gabrielmahia-hesabu-agent/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_OPENCLEW",
      "generatedAt": "2026-10-09T01:07:44.863Z"
    }
  },
  "retryPolicy": {
    "maxAttempts": 3,
    "backoffMs": [
      500,
      1500,
      3500
    ],
    "retryableConditions": [
      "HTTP_429",
      "HTTP_503",
      "NETWORK_TIMEOUT"
    ]
  }
}

Trust JSON

{
  "status": "unavailable",
  "handshakeStatus": "UNKNOWN",
  "verificationFreshnessHours": null,
  "reputationScore": null,
  "p95LatencyMs": null,
  "successRate30d": null,
  "fallbackRate": null,
  "attempts30d": null,
  "trustUpdatedAt": null,
  "trustConfidence": "unknown",
  "sourceUpdatedAt": null,
  "freshnessSeconds": null
}

Capability Matrix

{
  "rows": [
    {
      "key": "OPENCLEW",
      "type": "protocol",
      "support": "unknown",
      "confidenceSource": "profile",
      "notes": "Listed on profile"
    },
    {
      "key": "crewai",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "multi-agent",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    }
  ],
  "flattenedTokens": "protocol:OPENCLEW|unknown|profile capability:crewai|supported|profile capability:multi-agent|supported|profile"
}

Facts JSON

[
  {
    "factKey": "vendor",
    "label": "Vendor",
    "value": "Gabrielmahia",
    "category": "vendor",
    "href": "https://github.com/gabrielmahia/hesabu-agent",
    "sourceUrl": "https://github.com/gabrielmahia/hesabu-agent",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-05-18T06:45:03.891Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "protocols",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "category": "compatibility",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-gabrielmahia-hesabu-agent/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-gabrielmahia-hesabu-agent/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-05-18T06:45:03.891Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "docs_crawl",
    "label": "Crawlable docs",
    "value": "6 indexed pages on the official domain",
    "category": "integration",
    "href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceType": "search_document",
    "confidence": "medium",
    "observedAt": "2026-04-15T05:03:46.393Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "handshake_status",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "category": "security",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-gabrielmahia-hesabu-agent/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-gabrielmahia-hesabu-agent/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true,
    "metadata": {}
  }
]

Change Events JSON

[
  {
    "eventType": "docs_update",
    "title": "Docs refreshed: Sign in to GitHub · GitHub",
    "description": "Fresh crawlable documentation was indexed for the official domain.",
    "href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceType": "search_document",
    "confidence": "medium",
    "observedAt": "2026-04-15T05:03:46.393Z",
    "isPublic": true,
    "metadata": {}
  }
]