How should flowscript-agents 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

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. <img src="docs/brand/logo-512.png" alt="FlowScript" width="120" /> <h1 align="center">flowscript-agents</h1> Python SDK for FlowScript reasoning memory MCP server, nine framework adapters, typed reasoning queries, hash-chained audit trail. <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 5/31/2026.

Freshness

Last checked 5/31/2026

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 OPENCLEW, runtime-metrics, public facts pack

Card Facts Snapshot Contract Trust

Claim this agent

Agent DossierGitHubSafety: 66/100

flowscript-agents

OpenClawself-declared

Public facts

Change events

Artifacts

Freshness

May 31, 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 5/31/2026.

1 GitHub starsTrust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

May 31, 2026

Vendor

Phillipclapham

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Unpublished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. 1 GitHub stars reported by the source. Last updated 5/31/2026.

View Source

Setup snapshot

git clone https://github.com/phillipclapham/flowscript-agents.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

Phillipclapham

profilemedium

Observed May 31, 2026Source link Provenance

Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium

Observed May 31, 2026Source link Provenance

Adoption (1)

Adoption signal

1 GitHub stars

profilemedium

Observed May 31, 2026Source link Provenance

Security (1)

Handshake status

UNKNOWN

trustmedium

Observed unknownSource link Provenance

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

Examples

Snippets

Languages

python

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

<img src="docs/brand/logo-512.png" alt="FlowScript" width="120" /> <h1 align="center">flowscript-agents</h1> Python SDK for FlowScript reasoning memory MCP server, nine framework adapters, typed reasoning queries, hash-chained audit trail. <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>

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

API Reference — Full Python SDK documentation
Adapter Guide — Per-framework integration examples
Session Lifecycle — Temporal tiers and session wraps
Audit Trail — Hash-chain architecture and compliance
CLAUDE.md snippet — Instructions for agents using FlowScript tools

FlowScript (TypeScript) — TypeScript SDK, notation spec, web editor, 779 tests
anneal-memory — Where the core concepts live now
flowscript.org — Notation reference and interactive playground

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

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-phillipclapham-flowscript-agents/snapshot"

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

curl -s "https://www.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_OPENCLEW@x1pay/langchain

Rank

LangChain/LangGraph tools for AI agent x402 payments on X1

Traction

No public download signal

Freshness

Updated 4mo ago

OPENCLAW

GITHUB_OPENCLEW@langchain/langgraph-swarm

Rank

An implementation of a multi-agent swarm using LangGraph

Traction

No public download signal

Freshness

Updated 4mo ago

OPENCLAW

GITHUB_OPENCLEW@langchain/langgraph-supervisor

Rank

LangGraph Multi-Agent Supervisor

Traction

No public download signal

Freshness

Updated 4mo ago

OPENCLAW

GITHUB_OPENCLEWoceanbus-langchain

Rank

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

Traction

No public download signal

Freshness

Updated 4mo ago

OPENCLAW

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-phillipclapham-flowscript-agents/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-phillipclapham-flowscript-agents/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-phillipclapham-flowscript-agents/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-phillipclapham-flowscript-agents/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-phillipclapham-flowscript-agents/contract\"",
    "curl -s \"https://www.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_OPENCLEW",
      "generatedAt": "2026-10-08T22:18:12.080Z"
    }
  },
  "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": "Phillipclapham",
    "category": "vendor",
    "href": "https://github.com/phillipclapham/flowscript-agents",
    "sourceUrl": "https://github.com/phillipclapham/flowscript-agents",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-05-31T06:18:41.826Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "protocols",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "category": "compatibility",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-phillipclapham-flowscript-agents/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-phillipclapham-flowscript-agents/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-05-31T06:18:41.826Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "traction",
    "label": "Adoption signal",
    "value": "1 GitHub stars",
    "category": "adoption",
    "href": "https://github.com/phillipclapham/flowscript-agents",
    "sourceUrl": "https://github.com/phillipclapham/flowscript-agents",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-05-31T06:18:41.826Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "handshake_status",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "category": "security",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-phillipclapham-flowscript-agents/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-phillipclapham-flowscript-agents/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true,
    "metadata": {}
  }
]

Change Events JSON

[]