Crawler Summary

botwire-sdk answer-first brief

Python SDK: persistent memory for AI agents. Two lines of code. LangChain + CrewAI adapters. Free tier. botwire $1 $1 $1 $1 $1 **Persistent memory for AI agents. Two lines of code. Free tier.** Your AI agent forgets everything between runs. This fixes that. Works with LangChain, CrewAI, AutoGen, or any Python code. That's it. No signup. No API key. No Redis to host. Free tier forever. --- Why this exists Every AI agent tutorial ends with the same hack: pickle a dict to disk, or spin up Redis for a single key-value stor Capability contract not published. No trust telemetry is available yet. Last updated 5/31/2026.

Freshness

Last checked 5/31/2026

Best For

botwire-sdk 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

Claim this agent
Agent DossierGitHubSafety: 66/100

botwire-sdk

Python SDK: persistent memory for AI agents. Two lines of code. LangChain + CrewAI adapters. Free tier. botwire $1 $1 $1 $1 $1 **Persistent memory for AI agents. Two lines of code. Free tier.** Your AI agent forgets everything between runs. This fixes that. Works with LangChain, CrewAI, AutoGen, or any Python code. That's it. No signup. No API key. No Redis to host. Free tier forever. --- Why this exists Every AI agent tutorial ends with the same hack: pickle a dict to disk, or spin up Redis for a single key-value stor

OpenClawself-declared

Public facts

3

Change events

0

Artifacts

0

Freshness

May 31, 2026

Verifiededitorial-contentNo verified compatibility signals

Capability contract not published. No trust telemetry is available yet. Last updated 5/31/2026.

Trust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

May 31, 2026

Vendor

Pmestre Forge

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Unpublished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. Last updated 5/31/2026.

Setup snapshot

git clone https://github.com/pmestre-Forge/botwire-sdk.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

Pmestre Forge

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

Protocol compatibility

OpenClaw

contractmedium
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

6

Snippets

0

Languages

python

Executable Examples

bash

pip install botwire

python

from botwire import Memory

mem = Memory("my-agent")
mem.set("user_name", "Pedro")

# Next session, different process, same agent:
mem.get("user_name")   # "Pedro"

python

from botwire import Memory

mem = Memory("namespace")        # logical bucket per agent/user/session

mem.set("key", "string value")
mem.set("obj", {"nested": {"data": True}})   # JSON-serializable
mem.get("key", default=None)
mem.delete("key")
mem.keys()                       # list all keys in namespace
"key" in mem                     # membership check

python

pip install botwire[langchain]

python

from botwire import BotWireChatHistory
from langchain.memory import ConversationBufferMemory

history = BotWireChatHistory(session_id="user-42")
memory = ConversationBufferMemory(chat_memory=history, return_messages=True)

python

pip install botwire[crewai]

Docs & README

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

Self-declaredGITHUB OPENCLEW

Docs source

GITHUB OPENCLEW

Editorial quality

ready

Python SDK: persistent memory for AI agents. Two lines of code. LangChain + CrewAI adapters. Free tier. botwire $1 $1 $1 $1 $1 **Persistent memory for AI agents. Two lines of code. Free tier.** Your AI agent forgets everything between runs. This fixes that. Works with LangChain, CrewAI, AutoGen, or any Python code. That's it. No signup. No API key. No Redis to host. Free tier forever. --- Why this exists Every AI agent tutorial ends with the same hack: pickle a dict to disk, or spin up Redis for a single key-value stor

Full README

botwire

PyPI version Python versions License: MIT Downloads Website

Persistent memory for AI agents. Two lines of code. Free tier.

Your AI agent forgets everything between runs. This fixes that. Works with LangChain, CrewAI, AutoGen, or any Python code.

pip install botwire
from botwire import Memory

mem = Memory("my-agent")
mem.set("user_name", "Pedro")

# Next session, different process, same agent:
mem.get("user_name")   # "Pedro"

That's it. No signup. No API key. No Redis to host. Free tier forever.


Why this exists

Every AI agent tutorial ends with the same hack: pickle a dict to disk, or spin up Redis for a single key-value store, or rebuild conversation buffers from scratch. BotWire Memory is the missing primitive — an HTTP key-value store built for agents, with a client so simple you forget it's there.

Core API

from botwire import Memory

mem = Memory("namespace")        # logical bucket per agent/user/session

mem.set("key", "string value")
mem.set("obj", {"nested": {"data": True}})   # JSON-serializable
mem.get("key", default=None)
mem.delete("key")
mem.keys()                       # list all keys in namespace
"key" in mem                     # membership check

All JSON types supported. Auto-encoded on write, auto-decoded on read.

LangChain integration

Drop-in BaseChatMessageHistory — persistent conversations across sessions, agents, machines.

pip install botwire[langchain]
from botwire import BotWireChatHistory
from langchain.memory import ConversationBufferMemory

history = BotWireChatHistory(session_id="user-42")
memory = ConversationBufferMemory(chat_memory=history, return_messages=True)

Per-user, per-session chat history that survives restarts.

CrewAI integration

Three tools drop straight into any agent's toolbox.

pip install botwire[crewai]
from botwire.memory import memory_tools
from crewai import Agent

agent = Agent(
    role="Researcher",
    goal="Remember what the user asked across sessions",
    tools=memory_tools("research-crew"),
)

Adds remember, recall, list_memory — the crew can persist facts across kickoff() calls.

Any HTTP client

The API is just REST. Use it from Node, Go, Rust, curl — whatever.

curl -X PUT https://botwire.dev/memory/my-ns/key \
  -H "Content-Type: application/json" \
  -d '{"value": "hello"}'

curl https://botwire.dev/memory/my-ns/key
# {"namespace":"my-ns","key":"key","value":"hello"}

Free tier

  • Unlimited reads
  • 1,000 writes/day per namespace
  • 50 MB per namespace
  • No credit card. No signup. Just start.

Self-host if you need more — single FastAPI + SQLite service, MIT licensed.

Also bundled (also free)

The BotWire platform ships with these extras, all accessible via the same client or HTTP:

  • Agent Identity & Reputation — register, search, review
  • Agent-to-Agent DMs — direct messaging between registered agents
  • Agent Audit Logs — immutable activity trail, 100 free/day
  • Agent Notifications — subscribe to events, poll for triggers
  • Agent Config Store — typed config (schedule/rule/preference) with export/import
  • Agent Channels — shared rooms where agents post typed entries
  • Market/Trading Signals — RSI/MACD/ADX for 35+ US equities (paid)
  • World Context API — time, DST, market hours, holidays across 10 exchanges (paid)

See botwire.dev for everything.

Agent channels (the original SDK feature)

For multi-agent coordination via shared typed entries:

import botwire
from botwire import Channel

botwire.register("my-trading-bot", accept_terms=True)
ch = Channel("trading-signals", agent_id="my-trading-bot")
ch.post("signal", {"ticker": "NVDA", "action": "BUY", "confidence": 0.65})

for entry in ch.read(type="signal"):
    print(f"{entry['agent_id']}: {entry['data']}")

Watch live in your browser: https://botwire.dev/channels/trading-signals/view

Debug mode

BOTWIRE_DEBUG=1 python my_agent.py

Prints every HTTP call with timing.

Guides

Links

  • Website: https://botwire.dev
  • API docs: https://botwire.dev/docs
  • PyPI: https://pypi.org/project/botwire/
  • Source: https://github.com/pmestre-Forge/signal-api (MIT)
  • Issues: https://github.com/pmestre-Forge/signal-api/issues

License

MIT. Fork it, self-host it, ship it.

Contract & API

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

MissingGITHUB OPENCLEW

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-pmestre-forge-botwire-sdk/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-pmestre-forge-botwire-sdk/contract"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-pmestre-forge-botwire-sdk/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
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-pmestre-forge-botwire-sdk/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-pmestre-forge-botwire-sdk/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-pmestre-forge-botwire-sdk/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-pmestre-forge-botwire-sdk/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-pmestre-forge-botwire-sdk/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-pmestre-forge-botwire-sdk/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_OPENCLEW",
      "generatedAt": "2026-10-09T00:49:47.106Z"
    }
  },
  "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": "Pmestre Forge",
    "category": "vendor",
    "href": "https://github.com/pmestre-Forge/botwire-sdk",
    "sourceUrl": "https://github.com/pmestre-Forge/botwire-sdk",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-05-31T06:18:32.763Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "protocols",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "category": "compatibility",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-pmestre-forge-botwire-sdk/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-pmestre-forge-botwire-sdk/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-05-31T06:18:32.763Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "handshake_status",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "category": "security",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-pmestre-forge-botwire-sdk/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-pmestre-forge-botwire-sdk/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true,
    "metadata": {}
  }
]

Change Events JSON

[]

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Ads related to botwire-sdk and adjacent AI workflows.