Xpersona

Crawler Summary

flowscript-agents answer-first brief

Reasoning memory for AI agents — drop-in for LangGraph, CrewAI, Google ADK, OpenAI Agents + 5 more. Vector stores remember what. FlowScript remembers why. 20-tool MCP server, auto-extraction, hash-chained audit trail. <p align="center"> <img src="docs/brand/logo-512.png" alt="FlowScript" width="120" /> </p> <h1 align="center">flowscript-agents</h1> <p align="center"><strong>Python SDK for FlowScript reasoning memory</strong></p> <p align="center"><em>MCP server, nine framework adapters, typed reasoning queries, hash-chained audit trail.</em></p> <p align="center"> <a href="https://pypi.org/project/flowscript-agents/"><img src="htt Capability contract not published. No trust telemetry is available yet. 1 GitHub stars reported by the source. Last updated 4/15/2026.

Freshness

Last checked 4/15/2026

Best For

flowscript-agents 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 REPOS, runtime-metrics, public facts pack

CardFactsSnapshotContractTrust
Claim this agent
Agent DossierGITHUB REPOSSafety: 66/100

flowscript-agents

Reasoning memory for AI agents — drop-in for LangGraph, CrewAI, Google ADK, OpenAI Agents + 5 more. Vector stores remember what. FlowScript remembers why. 20-tool MCP server, auto-extraction, hash-chained audit trail. <p align="center"> <img src="docs/brand/logo-512.png" alt="FlowScript" width="120" /> </p> <h1 align="center">flowscript-agents</h1> <p align="center"><strong>Python SDK for FlowScript reasoning memory</strong></p> <p align="center"><em>MCP server, nine framework adapters, typed reasoning queries, hash-chained audit trail.</em></p> <p align="center"> <a href="https://pypi.org/project/flowscript-agents/"><img src="htt

OpenClawself-declared

Public facts

5

Change events

1

Artifacts

0

Freshness

Apr 15, 2026

Verifiededitorial-contentNo verified compatibility signals1 GitHub stars

Capability contract not published. No trust telemetry is available yet. 1 GitHub stars reported by the source. Last updated 4/15/2026.

1 GitHub starsTrust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

Apr 15, 2026

Vendor

Phillipclapham

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Unpublished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. 1 GitHub stars reported by the source. Last updated 4/15/2026.

View Source

Setup snapshot

  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

Phillipclapham

profilemedium
Observed Apr 15, 2026Source linkProvenance
Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium
Observed Apr 15, 2026Source linkProvenance
Adoption (1)

Adoption signal

1 GitHub stars

profilemedium
Observed Apr 15, 2026Source linkProvenance
Security (1)

Handshake status

UNKNOWN

trustmedium
Observed unknownSource linkProvenance
Integration (1)

Crawlable docs

6 indexed pages on the official domain

search_documentmedium
Observed Apr 15, 2026Source linkProvenance

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 REPOS

Extracted files

0

Examples

0

Snippets

0

Languages

python

Docs & README

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

Self-declaredGITHUB REPOS

Docs source

GITHUB REPOS

Editorial quality

ready

Reasoning memory for AI agents — drop-in for LangGraph, CrewAI, Google ADK, OpenAI Agents + 5 more. Vector stores remember what. FlowScript remembers why. 20-tool MCP server, auto-extraction, hash-chained audit trail. <p align="center"> <img src="docs/brand/logo-512.png" alt="FlowScript" width="120" /> </p> <h1 align="center">flowscript-agents</h1> <p align="center"><strong>Python SDK for FlowScript reasoning memory</strong></p> <p align="center"><em>MCP server, nine framework adapters, typed reasoning queries, hash-chained audit trail.</em></p> <p align="center"> <a href="https://pypi.org/project/flowscript-agents/"><img src="htt

Full README
<p align="center"> <img src="docs/brand/logo-512.png" alt="FlowScript" width="120" /> </p> <h1 align="center">flowscript-agents</h1> <p align="center"><strong>Python SDK for FlowScript reasoning memory</strong></p> <p align="center"><em>MCP server, nine framework adapters, typed reasoning queries, hash-chained audit trail.</em></p> <p align="center"> <a href="https://pypi.org/project/flowscript-agents/"><img src="https://img.shields.io/pypi/v/flowscript-agents" alt="PyPI"></a> <a href="https://github.com/phillipclapham/flowscript-agents"><img src="https://img.shields.io/badge/tests-717%20passing-brightgreen" alt="Tests"></a> <a href="https://pypi.org/project/flowscript-agents/"><img src="https://img.shields.io/badge/python-3.10%2B-blue" alt="Python"></a> <a href="LICENSE"><img src="https://img.shields.io/badge/license-MIT-blue.svg" alt="License: MIT"></a> </p>

Evolution note: The architecture explored here — transport-layer interception, consolidation engine, anti-inbreeding defense, hash-chained audit trail, temporal graduation — directly informed anneal-memory, a two-layer memory system for AI agents that delivers these concepts as a zero-dependency MCP server. This repo is maintained as a reference implementation.

What This Is

flowscript-agents is the Python SDK for FlowScript reasoning memory. It provides:

  • 20 MCP tools for reasoning memory in Claude Code, Cursor, and other MCP-compatible editors
  • Nine framework adapters (LangGraph, CrewAI, Google ADK, OpenAI Agents, Pydantic AI, smolagents, LlamaIndex, Haystack, CAMEL-AI)
  • Six typed reasoning queries — why(), tensions(), blocked(), alternatives(), whatIf(), counterfactual() — graph traversals, not text search
  • Consolidation engine — typed operations (ADD/UPDATE/RELATE/RESOLVE/NONE) where contradictions become queryable tensions instead of silent deletions
  • Hash-chained audit trail — SHA-256 linked, append-only, crash-safe, framework attribution, SIEM callbacks
  • SDK wrapper — transport-layer interception for OpenAI/Anthropic clients (agent never knows)

717 tests. Published on PyPI. MIT licensed.

Six Reasoning Queries

These are graph traversals — sub-millisecond, deterministic, no LLM calls.

| Query | Returns | Ask when | |:------|:--------|:---------| | query_why(node_id) | Causal chain backward from any decision | "Why did we choose this?" | | query_tensions() | Tradeoffs with named axes | "What tradeoffs are we navigating?" | | query_blocked() | Blockers + downstream impact | "What's stuck and what does it affect?" | | query_alternatives(node_id) | Options considered + outcome | "What else did we consider?" | | query_what_if(node_id) | Forward impact analysis | "What breaks if we change this?" | | query_counterfactual(node_id) | What would need to change | "What would it take to reverse this?" |

No vector store can answer these. Embedding similarity tells you what looks like your query. These queries tell you what caused, blocked, traded off against, and follows from your agent's decisions.

When Memories Contradict

Most memory systems handle contradictions by deleting. Mem0's consolidation uses ADD/UPDATE/DELETE — when facts contradict, the old one is replaced.

FlowScript doesn't delete. It relates.

When consolidation detects a contradiction, it creates a tension with a named axis. Both perspectives survive. The disagreement itself becomes queryable knowledge. This approach satisfies AGM belief revision postulates — the formal framework proving deletion is mathematically irrational for a reasoning agent.

Framework Adapters

Each adapter implements your framework's native memory interface. You don't learn a new API — you get reasoning queries on top of the one you already use.

| Framework | Adapter | Install | |:----------|:--------|:--------| | LangGraph | FlowScriptStore → BaseStore | pip install flowscript-agents[langgraph] | | CrewAI | FlowScriptStorage → StorageBackend | pip install flowscript-agents[crewai] | | Google ADK | FlowScriptMemoryService → BaseMemoryService | pip install flowscript-agents[google-adk] | | OpenAI Agents | FlowScriptSession → Session | pip install flowscript-agents[openai-agents] | | Pydantic AI | FlowScriptDeps → Deps + tools | pip install flowscript-agents[pydantic-ai] | | smolagents | FlowScriptMemory → Tool protocol | pip install flowscript-agents[smolagents] | | LlamaIndex | FlowScriptMemoryBlock → BaseMemoryBlock | pip install flowscript-agents[llamaindex] | | Haystack | FlowScriptMemoryStore → MemoryStore | pip install flowscript-agents[haystack] | | CAMEL-AI | FlowScriptCamelMemory → AgentMemory | pip install flowscript-agents[camel-ai] |

All adapters expose .memory for direct query access and support with blocks for automatic session lifecycle.

What Evolved into anneal-memory

| flowscript-agents explored | anneal-memory delivers | |:---------------------------|:----------------------| | Consolidation engine (ADD/UPDATE/RELATE/RESOLVE) | Compression-as-cognition through session wraps | | Anti-inbreeding defense (citation validation) | Graduation gate + principle demotion | | Hash-chained audit trail | Tamper-evident compliance layer | | Transport-layer SDK wrapper | Compliance proxy vision (MCP interception) | | 9-marker FlowScript subset for compression | Same subset, zero-dependency MCP | | Temporal graduation (current → developing → proven → foundation) | Citation-validated graduation with immune system | | Continuity file compression | Two-layer memory: episodes compress into identity |

anneal-memory delivers these concepts without requiring notation learning, API key configuration, or framework-specific adapters. Zero dependencies. Install and go.

anneal-memory on GitHub | anneal-memory on PyPI

Documentation

Related

<p align="center"> Built by <a href="https://phillipclapham.com">Phill Clapham</a> · <a href="https://claphamdigital.com">Clapham Digital LLC</a> </p>

Contract & API

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

MissingGITHUB REPOS

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://xpersona.co/api/v1/agents/crewai-phillipclapham-flowscript-agents/snapshot"
curl -s "https://xpersona.co/api/v1/agents/crewai-phillipclapham-flowscript-agents/contract"
curl -s "https://xpersona.co/api/v1/agents/crewai-phillipclapham-flowscript-agents/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_REPOSactivepieces

Rank

70

AI Agents & MCPs & AI Workflow Automation • (~400 MCP servers for AI agents) • AI Automation / AI Agent with MCPs • AI Workflows & AI Agents • MCPs for AI Agents

Traction

No public download signal

Freshness

Updated 2d ago

OPENCLAW
GITHUB_REPOScherry-studio

Rank

70

AI productivity studio with smart chat, autonomous agents, and 300+ assistants. Unified access to frontier LLMs

Traction

No public download signal

Freshness

Updated 5d ago

MCPOPENCLAW
GITHUB_REPOSAionUi

Rank

70

Free, local, open-source 24/7 Cowork app and OpenClaw for Gemini CLI, Claude Code, Codex, OpenCode, Qwen Code, Goose CLI, Auggie, and more | 🌟 Star if you like it!

Traction

No public download signal

Freshness

Updated 6d ago

MCPOPENCLAW
GITHUB_REPOSCopilotKit

Rank

70

The Frontend for Agents & Generative UI. React + Angular

Traction

No public download signal

Freshness

Updated 23d ago

OPENCLAW
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://xpersona.co/api/v1/agents/crewai-phillipclapham-flowscript-agents/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/crewai-phillipclapham-flowscript-agents/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/crewai-phillipclapham-flowscript-agents/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/crewai-phillipclapham-flowscript-agents/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/crewai-phillipclapham-flowscript-agents/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/crewai-phillipclapham-flowscript-agents/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_REPOS",
      "generatedAt": "2026-04-17T00:36:33.334Z"
    }
  },
  "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",
    "category": "vendor",
    "label": "Vendor",
    "value": "Phillipclapham",
    "href": "https://github.com/phillipclapham/flowscript-agents",
    "sourceUrl": "https://github.com/phillipclapham/flowscript-agents",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-04-15T06:04:15.938Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://xpersona.co/api/v1/agents/crewai-phillipclapham-flowscript-agents/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/crewai-phillipclapham-flowscript-agents/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-04-15T06:04:15.938Z",
    "isPublic": true
  },
  {
    "factKey": "traction",
    "category": "adoption",
    "label": "Adoption signal",
    "value": "1 GitHub stars",
    "href": "https://github.com/phillipclapham/flowscript-agents",
    "sourceUrl": "https://github.com/phillipclapham/flowscript-agents",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-04-15T06:04:15.938Z",
    "isPublic": true
  },
  {
    "factKey": "docs_crawl",
    "category": "integration",
    "label": "Crawlable docs",
    "value": "6 indexed pages on 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
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://xpersona.co/api/v1/agents/crewai-phillipclapham-flowscript-agents/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/crewai-phillipclapham-flowscript-agents/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true
  }
]

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
  }
]

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