Xpersona

Crawler Summary

ks-cookbook answer-first brief

Developer acceleration layer for enterprise RAG + agent pipelines. 32 production-style flagships on LangChain, LangGraph, CrewAI, Temporal, OpenAI Agents SDK, pydantic-ai. Permission-aware retrieval, chunk-level citations, schema-enforced output. Built on Model Context Protocol (MCP). <div align="center"> Knowledge Stack Cookbook **Focus on agents. We handle document intelligence.** **32 production-style flagship agents + 100+ recipes for enterprise RAG — built on $1, works with every major agent framework.** $1 $1 $1 $1 $1 $1 $1 $1 $1 $1 $1 $1 · $1 · $1 · $1 · $1 </div> --- Knowledge Stack is the document intelligence layer behind your agents — ingestion, chunking, permissions, versioning, citati Capability contract not published. No trust telemetry is available yet. 7 GitHub stars reported by the source. Last updated 5/31/2026.

Freshness

Last checked 5/31/2026

Best For

ks-cookbook 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

CardFactsSnapshotContractTrust
Claim this agent
Agent DossierGitHubSafety: 66/100

ks-cookbook

Developer acceleration layer for enterprise RAG + agent pipelines. 32 production-style flagships on LangChain, LangGraph, CrewAI, Temporal, OpenAI Agents SDK, pydantic-ai. Permission-aware retrieval, chunk-level citations, schema-enforced output. Built on Model Context Protocol (MCP). <div align="center"> Knowledge Stack Cookbook **Focus on agents. We handle document intelligence.** **32 production-style flagship agents + 100+ recipes for enterprise RAG — built on $1, works with every major agent framework.** $1 $1 $1 $1 $1 $1 $1 $1 $1 $1 $1 $1 · $1 · $1 · $1 · $1 </div> --- Knowledge Stack is the document intelligence layer behind your agents — ingestion, chunking, permissions, versioning, citati

OpenClawself-declared

Public facts

4

Change events

0

Artifacts

0

Freshness

May 31, 2026

Verifiededitorial-contentNo verified compatibility signals7 GitHub stars

Capability contract not published. No trust telemetry is available yet. 7 GitHub stars reported by the source. Last updated 5/31/2026.

7 GitHub starsTrust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

May 31, 2026

Vendor

Knowledgestack

Artifacts

0

Benchmarks

0

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. 7 GitHub stars reported by the source. Last updated 5/31/2026.

View Source

Setup snapshot

git clone https://github.com/knowledgestack/ks-cookbook.git
  1. 1

    Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.

  2. 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

Knowledgestack

profilemedium
Observed May 31, 2026Source linkProvenance
Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium
Observed May 31, 2026Source linkProvenance
Adoption (1)

Adoption signal

7 GitHub stars

profilemedium
Observed May 31, 2026Source linkProvenance
Security (1)

Handshake status

UNKNOWN

trustmedium
Observed unknownSource linkProvenance

Release & Crawl Timeline

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

Self-declaredagent-index

Artifacts Archive

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

Self-declaredGITHUB OPENCLEW

Extracted files

0

Examples

5

Snippets

0

Languages

python

Executable Examples

bash

git clone https://github.com/knowledgestack/ks-cookbook.git
cd ks-cookbook
cp .env.example .env       # then fill in KS_API_KEY + OPENAI_API_KEY
make setup                 # installs every workspace package + validates env

bash

uv run python recipes/icd10_coder/recipe.py \
    --note-file recipes/icd10_coder/sample_inputs/deid_visit_001.txt

bash

uv run python recipes/clause_extractor/recipe.py --contract "Apple 2024 proxy"
uv run python recipes/contract_renewal_checker/recipe.py --contract "Donna Huang software development"
uv run python recipes/aml_sar_narrative/recipe.py --case-id "structuring-cash-deposits"
make help                  # list every demo target

bash

CORPUS_FOLDER_ID=your-folder-id make demo-credit-memo

bash

grep -l '"banking"' flagships/*/pyproject.toml

Docs & README

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

Self-declaredGITHUB OPENCLEW

Docs source

GITHUB OPENCLEW

Editorial quality

ready

Developer acceleration layer for enterprise RAG + agent pipelines. 32 production-style flagships on LangChain, LangGraph, CrewAI, Temporal, OpenAI Agents SDK, pydantic-ai. Permission-aware retrieval, chunk-level citations, schema-enforced output. Built on Model Context Protocol (MCP). <div align="center"> Knowledge Stack Cookbook **Focus on agents. We handle document intelligence.** **32 production-style flagship agents + 100+ recipes for enterprise RAG — built on $1, works with every major agent framework.** $1 $1 $1 $1 $1 $1 $1 $1 $1 $1 $1 $1 · $1 · $1 · $1 · $1 </div> --- Knowledge Stack is the document intelligence layer behind your agents — ingestion, chunking, permissions, versioning, citati

Full README
<div align="center">

Knowledge Stack Cookbook

Focus on agents. We handle document intelligence.

32 production-style flagship agents + 100+ recipes for enterprise RAG — built on MCP, works with every major agent framework.

GitHub Repo stars Discord

License: MIT Python 3.11+ Flagships Recipes MCP compatible LangChain LangGraph CrewAI Temporal

Quickstart · Flagships · Recipes · Wiki · Discord

</div>

Knowledge Stack is the document intelligence layer behind your agents — ingestion, chunking, permissions, versioning, citations — exposed as a stable MCP surface that plugs into LangChain, LangGraph, CrewAI, Temporal, OpenAI Agents SDK, pydantic-ai, Claude Desktop, Cursor, and anything else that speaks MCP. Every flagship runs under every framework — same prompt + schema, framework swaps in.

You focus on agent logic. KS manages the knowledge layer.

→ New here? Jump to the Quickstart below, or browse the flagships by vertical.

Index

Quickstart

git clone → first cited recipe in ~5 minutes.

Prereqs: Python 3.11+, uv, a Knowledge Stack API key (sign in at https://app.knowledgestack.ai), and an OpenAI key (gpt-4o; gpt-4o-mini skips grounding and emits empty citations).

git clone https://github.com/knowledgestack/ks-cookbook.git
cd ks-cookbook
cp .env.example .env       # then fill in KS_API_KEY + OPENAI_API_KEY
make setup                 # installs every workspace package + validates env

Run your first recipe:

uv run python recipes/icd10_coder/recipe.py \
    --note-file recipes/icd10_coder/sample_inputs/deid_visit_001.txt

The agent makes ~10–20 MCP tool calls (search_knowledge, read, …), then emits a JSON CodingResult with real chunk_ids pointing into your tenant.

Other quick wins:

uv run python recipes/clause_extractor/recipe.py --contract "Apple 2024 proxy"
uv run python recipes/contract_renewal_checker/recipe.py --contract "Donna Huang software development"
uv run python recipes/aml_sar_narrative/recipe.py --case-id "structuring-cash-deposits"
make help                  # list every demo target

Each recipe folder has its own README.md with a captured live output and troubleshooting. To adapt a flagship to your own tenant, override CORPUS_FOLDER_ID:

CORPUS_FOLDER_ID=your-folder-id make demo-credit-memo

Flagships by vertical

32 flagships. Each links to its own README with the expected corpus, a sample input, and a captured sample output — open one to see exactly what it does before running.

Jump to: Banking · Legal · Accounting & tax · Healthcare · Insurance · Real estate · Sales & revenue · HR · Engineering · Government, pharma, energy

Banking & financial services

  • Credit memo drafter — Cited credit memo from your bank's policy + a borrower's financials.<br/>Tags: banking credit-risk underwriting commercial-lending
  • Loan covenant monitor — Flag covenant breaches from quarterly financials.<br/>Tags: banking covenant-monitoring credit-risk
  • KYC onboarding review — CDD checklist + risk tier against your KYC policy.<br/>Tags: banking kyc aml compliance
  • Earnings risk analyzer — Hebbia-style 10-K risk-flag memo with chunk citations.<br/>Tags: finance sec-filings 10-k investment-research

Legal

  • Contract obligation extractor — Every shall/must/will obligation from a contract, categorized + cited.<br/>Tags: legal contracts msa obligations
  • MSA redline vs. playbook — Compare an inbound MSA clause-by-clause against your playbook.<br/>Tags: legal contracts redline negotiations
  • Privacy impact assessment — PIA memo citing GDPR Article 35 + company template.<br/>Tags: legal privacy gdpr security

Accounting & tax

  • Rev-rec memo (ASC 606) — Five-step revenue-recognition memo grounded in policy.<br/>Tags: accounting asc-606 revenue-recognition memos
  • Audit workpaper drafter — Tie a GL balance to source docs with PCAOB AS 1215 cites.<br/>Tags: accounting audit pcaob workpapers
  • Tax position memo — Tax memo citing IRC sections + Treasury Regs.<br/>Tags: tax irc research memos

Healthcare

  • Prior-authorization letter — Cited prior-auth or appeal letter grounded in payer medical policy.<br/>Tags: healthcare prior-auth payer clinical
  • Clinical trial eligibility — Match a patient against I/E criteria from a real protocol.<br/>Tags: healthcare clinical-trials eligibility ctms

Insurance

Real estate

  • Lease abstract — One-page cited abstract (term, rent, renewals, CAM, exclusives).<br/>Tags: real-estate leases commercial
  • Zoning compliance check — Proposed use vs. local Land Development Code.<br/>Tags: real-estate zoning compliance municipal

Sales & revenue

  • CSV enrichment — Enrich every CSV row with a short summary from your KB.<br/>Tags: sales data-enrichment batch operations
  • Research brief — Cited .docx research brief from your tenant.<br/>Tags: research reports analyst
  • RFP first draft — RFP responses grounded in past proposals + capability docs.<br/>Tags: sales rfp proposals go-to-market
  • Sales battlecard — Differentiators, objection handlers, win themes.<br/>Tags: sales competitive enablement
  • Compliance questionnaire filler — Auto-complete CAIQ / SIG from your policy docs.<br/>Tags: security compliance caiq sig questionnaires

HR

Engineering, product & SRE

  • Incident runbook lookup — PagerDuty alert → runbook + cited remediation.<br/>Tags: engineering sre runbooks incident-response
  • API doc generator — Endpoint → developer docs from OpenAPI + style guide.<br/>Tags: engineering api documentation devex
  • Release notes generator — Customer-facing notes from specs + migration guide.<br/>Tags: product engineering release-notes
  • SOW scope validator — SOW completeness vs. template + methodology.<br/>Tags: proserv sow scope-management

Government, pharma & energy

  • Grant compliance checker — Sub-awardee activity vs. NOFO + 2 CFR 200.<br/>Tags: government grants compliance cfr
  • FOIA response drafter — FOIA letter with exemption analysis.<br/>Tags: government foia public-records
  • Adverse event narrative — CIOMS-style AE narrative from drug label + PV SOP.<br/>Tags: pharma pharmacovigilance cioms safety
  • NERC CIP evidence pack — Compliance evidence memo for a NERC CIP requirement.<br/>Tags: energy nerc-cip compliance utilities

Browse by tag

Tags are first-class metadata declared in each flagship's pyproject.toml [project] keywords. To find every flagship that uses a given tag, search the repo:

grep -l '"banking"' flagships/*/pyproject.toml

To add or change tags on a flagship: edit keywords = [...] in its pyproject.toml, then run make tags.

See INDUSTRIES.md for the broader roadmap and proposed next flagships.

Recipes

Short (≤100 LOC) single-file patterns across LangGraph, raw OpenAI, raw Anthropic, and MCP-only — see recipes/INDEX.md.

MCP tools used

Every flagship and recipe in this repo is read-only against your tenant. The 10 MCP tools the agents are allowed to call:

search_knowledge · search_keyword · read · read_around · list_contents · find · get_info · view_chunk_image · get_organization_info · get_current_datetime

That's the full contract. Writes are intentionally not exposed.

Community

Star history

If this repo helps you ship, star it — it's the single biggest signal we use to decide which flagships, frameworks, and verticals to prioritize next.

<div align="center"> <a href="https://star-history.com/#knowledgestack/ks-cookbook&Date"> <picture> <source media="(prefers-color-scheme: dark)" srcset="https://api.star-history.com/svg?repos=knowledgestack/ks-cookbook&type=Date&theme=dark" /> <img alt="Star History Chart" src="https://api.star-history.com/svg?repos=knowledgestack/ks-cookbook&type=Date" width="700" /> </picture> </a> </div>

License

MIT. See LICENSE.

Contract & API

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

MissingGITHUB OPENCLEW

Endpoints

Dossier APISnapshot APIContract APITrust API

Contract coverage

Status

missing

Auth

None

Streaming

No

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-knowledgestack-ks-cookbook/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-knowledgestack-ks-cookbook/contract"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-knowledgestack-ks-cookbook/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.

Self-declaredprotocol-neighbors
Github OpenclewUpdated 4mo agoRank 65

@x1pay/langchain

LangChain/LangGraph tools for AI agent x402 payments on X1

OPENCLAW
Github OpenclewUpdated 4mo agoRank 65

oceanbus-langchain

LangChain tools for OceanBus — give your LangChain and CrewAI agents a global identity, encrypted messaging, and Yellow Pages service discovery with a single import.

OPENCLAWoceanbuslangchainlangchain-tools
Agent hubMore from this sourceOpenClaw agents
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-knowledgestack-ks-cookbook/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-knowledgestack-ks-cookbook/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-knowledgestack-ks-cookbook/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-knowledgestack-ks-cookbook/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-knowledgestack-ks-cookbook/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-knowledgestack-ks-cookbook/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_OPENCLEW",
      "generatedAt": "2026-10-08T23:11:23.186Z"
    }
  },
  "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": "Knowledgestack",
    "category": "vendor",
    "href": "https://github.com/knowledgestack/ks-cookbook",
    "sourceUrl": "https://github.com/knowledgestack/ks-cookbook",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-05-31T06:18:26.403Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "protocols",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "category": "compatibility",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-knowledgestack-ks-cookbook/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-knowledgestack-ks-cookbook/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-05-31T06:18:26.403Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "traction",
    "label": "Adoption signal",
    "value": "7 GitHub stars",
    "category": "adoption",
    "href": "https://github.com/knowledgestack/ks-cookbook",
    "sourceUrl": "https://github.com/knowledgestack/ks-cookbook",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-05-31T06:18:26.403Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "handshake_status",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "category": "security",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-knowledgestack-ks-cookbook/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-knowledgestack-ks-cookbook/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true,
    "metadata": {}
  }
]

Change Events JSON

[]

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