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ManyChat · leoyeai | DecimalAI

leoyeai/manychat

SkillScore92Maintained

ManyChat API integration with managed authentication. Manage subscribers, tags, custom fields, and send messages through Facebook Messenger. Use this skill when users want to manage ManyChat subscribers, send messages, add/remove tags, or work with custom fields and bot automation. For other third party apps, use the api-gateway skill (https://clawhub.ai/byungkyu/api-gateway).

marketingby leoyeai

Links this skill to your agents and keeps it current with the author’s updates.

Automatic

Marketing & Content pack

1 · One-time — install the CLI (docs ↗)

pip install decimalai

2 · Get the skill — writes .claude/skills/leoyeai-manychat/SKILL.md

decimalai skills pull leoyeai-manychat --out .claude/skills/

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/leoyeai-manychat/SKILL.md https://app.decimal.ai/s/leoyeai-manychat/SKILL.md

Raw file: /s/leoyeai-manychat/SKILL.md ↗ · machine-readable summary at /s/leoyeai-manychat.json ↗

In productionGlobal

how this skill behaves on real traffic · last 30 days

No production data for this skill yet — usage numbers appear here once agents start running it.

Anonymized aggregate across every org using this skill — proof from real production use, not a demo.

Does this skill help? · Benchmark: with vs. withoutsign in to run this on your agents

25 test cases from the publisher’s eval.yaml · each run twice on gemini-3.6-flash — with the skill injected, then without · last run 50d ago

Yes — +80% lift · at higher cost+459% tokens0% turns92% of whole cases pass with skill (23/25)

Test case	Without → With	Effect	Δ tokens	Δ turns
case-23	✗→✓	▲ Improved	761%	0%
case-24	✗→✓	▲ Improved	386%	0%
case-02	✗→✓	▲ Improved	385%	0%
case-07	✗→✓	▲ Improved	243%	0%
case-08	✗→✓	▲ Improved	409%	0%

Showing 5 of 25 cases

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/2/2026

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

LeoYeAI / openclaw-master-skills

skills/manychat/SKILL.md

View on GitHub ↗

License MITImported 8/2/2026Version v1

Skill contents

SKILL.md

ManyChat

Access the ManyChat API with managed authentication. Manage subscribers, tags, custom fields, flows, and send messages through chat automation.

Quick Start

bash
# Get page info
python <<'EOF'
import urllib.request, os, json
req = urllib.request.Request('https://gateway.maton.ai/manychat/fb/page/getInfo')
req.add_header('Authorization', f'Bearer {os.environ["MATON_API_KEY"]}')
print(json.dumps(json.load(urllib.request.urlopen(req)), indent=2))
EOF

Base URL

https://gateway.maton.ai/manychat/{native-api-path}

Replace {native-api-path} with the actual ManyChat API endpoint path. The gateway proxies requests to api.manychat.com and automatically injects your API token.

Authentication

All requests require the Maton API key in the Authorization header:

Authorization: Bearer $MATON_API_KEY

Environment Variable: Set your API key as MATON_API_KEY:

bash
export MATON_API_KEY="YOUR_API_KEY"

Getting Your API Key

Sign in or create an account at maton.ai
Go to maton.ai/settings
Copy your API key

Connection Management

Manage your ManyChat connections at https://ctrl.maton.ai.

List Connections

bash
python <<'EOF'
import urllib.request, os, json
req = urllib.request.Request('https://ctrl.maton.ai/connections?app=manychat&status=ACTIVE')
req.add_header('Authorization', f'Bearer {os.environ["MATON_API_KEY"]}')
print(json.dumps(json.load(urllib.request.urlopen(req)), indent=2))
EOF

Create Connection

bash
python <<'EOF'
import urllib.request, os, json
data = json.dumps({'app': 'manychat'}).encode()
req = urllib.request.Request('https://ctrl.maton.ai/connections', data=data, method='POST')
req.add_header('Authorization', f'Bearer {os.environ["MATON_API_KEY"]}')
req.add_header('Content-Type', 'application/json')
print(json.dumps(json.load(urllib.request.urlopen(req)), indent=2))
EOF

Get Connection

bash
python <<'EOF'
import urllib.request, os, json
req = urllib.request.Request('https://ctrl.maton.ai/connections/{connection_id}')
req.add_header('Authorization', f'Bearer {os.environ["MATON_API_KEY"]}')
print(json.dumps(json.load(urllib.request.urlopen(req)), indent=2))
EOF

Response:

json
{
  "connection": {
    "connection_id": "21fd90f9-5935-43cd-b6c8-bde9d915ca80",
    "status": "ACTIVE",
    "creation_time": "2025-12-08T07:20:53.488460Z",
    "last_updated_time": "2026-01-31T20:03:32.593153Z",
    "url": "https://connect.maton.ai/?session_token=...",
    "app": "manychat",
    "metadata": {}
  }
}

Complete the connection by providing your ManyChat API key through the connection URL.

Delete Connection

bash
python <<'EOF'
import urllib.request, os, json
req = urllib.request.Request('https://ctrl.maton.ai/connections/{connection_id}', method='DELETE')
req.add_header('Authorization', f'Bearer {os.environ["MATON_API_KEY"]}')
print(json.dumps(json.load(urllib.request.urlopen(req)), indent=2))
EOF

Specifying Connection

If you have multiple ManyChat connections, specify which one to use with the Maton-Connection header:

bash
python <<'EOF'
import urllib.request, os, json
req = urllib.request.Request('https://gateway.maton.ai/manychat/fb/page/getInfo')
req.add_header('Authorization', f'Bearer {os.environ["MATON_API_KEY"]}')
req.add_header('Maton-Connection', '21fd90f9-5935-43cd-b6c8-bde9d915ca80')
print(json.dumps(json.load(urllib.request.urlopen(req)), indent=2))
EOF

If omitted, the gateway uses the default (oldest) active connection.

API Reference

Page Operations

Get Page Info

bash
GET /manychat/fb/page/getInfo

Rate limit: 100 queries per second

Response:

json
{
  "status": "success",
  "data": {
    "id": 123456789,
    "name": "Page Name",
    "category": "Business",
    "avatar_link": "https://...",
    "username": "pagename",
    "about": "About text",
    "description": "Page description",
    "is_pro": true,
    "timezone": "America/New_York"
  }
}

Tag Operations

List Tags

bash
GET /manychat/fb/page/getTags

Rate limit: 100 queries per second

Response:

json
{
  "status": "success",
  "data": [
    {"id": 1, "name": "VIP"},
    {"id": 2, "name": "Customer"}
  ]
}

Create Tag

bash
POST /manychat/fb/page/createTag
Content-Type: application/json

{
  "name": "New Tag"
}

Rate limit: 10 queries per second

Remove Tag from Page

bash
POST /manychat/fb/page/removeTag
Content-Type: application/json

{
  "tag_id": 123
}

Rate limit: 10 queries per second. Removes tag from page and all subscribers.

Remove Tag by Name

bash
POST /manychat/fb/page/removeTagByName
Content-Type: application/json

{
  "tag_name": "Old Tag"
}

Rate limit: 10 queries per second

Custom Field Operations

List Custom Fields

bash
GET /manychat/fb/page/getCustomFields

Rate limit: 100 queries per second

Response:

json
{
  "status": "success",
  "data": [
    {"id": 1, "name": "phone_number", "type": "text"},
    {"id": 2, "name": "purchase_count", "type": "number"}
  ]
}

Create Custom Field

bash
POST /manychat/fb/page/createCustomField
Content-Type: application/json

{
  "caption": "Phone Number",
  "type": "text",
  "description": "Customer phone number"
}

Rate limit: 10 queries per second

Field Types: text, number, date, datetime, boolean

Bot Field Operations

List Bot Fields

bash
GET /manychat/fb/page/getBotFields

Rate limit: 100 queries per second

Create Bot Field

bash
POST /manychat/fb/page/createBotField
Content-Type: application/json

{
  "name": "counter",
  "type": "number",
  "description": "Global counter",
  "value": 0
}

Rate limit: 10 queries per second

Set Bot Field

bash
POST /manychat/fb/page/setBotField
Content-Type: application/json

{
  "field_id": 123,
  "field_value": 42
}

Rate limit: 10 queries per second

Set Bot Field by Name

bash
POST /manychat/fb/page/setBotFieldByName
Content-Type: application/json

{
  "field_name": "counter",
  "field_value": 42
}

Rate limit: 10 queries per second

Set Multiple Bot Fields

bash
POST /manychat/fb/page/setBotFields
Content-Type: application/json

{
  "fields": [
    {"field_id": 123, "field_value": "value1"},
    {"field_name": "field2", "field_value": "value2"}
  ]
}

Rate limit: 10 queries per second. Maximum 20 fields per request.

Flow Operations

List Flows

bash
GET /manychat/fb/page/getFlows

Rate limit: 10 queries per second

Response:

json
{
  "status": "success",
  "data": {
    "flows": [
      {"ns": "content123456", "name": "Welcome Flow", "folder_id": 1}
    ],
    "folders": [
      {"id": 1, "name": "Main Folder"}
    ]
  }
}

Growth Tools

List Growth Tools

bash
GET /manychat/fb/page/getGrowthTools

Rate limit: 100 queries per second

OTN Topics

List OTN Topics

bash
GET /manychat/fb/page/getOtnTopics

Rate limit: 100 queries per second

Subscriber Operations

Get Subscriber Info

bash
GET /manychat/fb/subscriber/getInfo?subscriber_id=123456789

Rate limit: 10 queries per second

Response:

json
{
  "status": "success",
  "data": {
    "id": 123456789,
    "name": "John Doe",
    "first_name": "John",
    "last_name": "Doe",
    "gender": "male",
    "profile_pic": "https://...",
    "subscribed": "2025-01-15T10:30:00Z",
    "last_interaction": "2025-02-01T14:20:00Z",
    "tags": [{"id": 1, "name": "VIP"}],
    "custom_fields": [{"id": 1, "name": "phone", "value": "+1234567890"}]
  }
}

Find Subscriber by Name

bash
GET /manychat/fb/subscriber/findByName?name=John%20Doe

Rate limit: 10 queries per second. Maximum 100 results.

Find Subscriber by Custom Field

bash
GET /manychat/fb/subscriber/findByCustomField?field_id=123&field_value=value

Rate limit: 10 queries per second. Works with Text and Number fields. Maximum 100 results.

Find Subscriber by System Field

bash
GET /manychat/fb/subscriber/findBySystemField?email=john@example.com

bash
GET /manychat/fb/subscriber/findBySystemField?phone=+1234567890

Rate limit: 50 queries per second. Set either email OR phone parameter.

Get Subscriber by User Ref

bash
GET /manychat/fb/subscriber/getInfoByUserRef?user_ref=123456

Create Subscriber

bash
POST /manychat/fb/subscriber/createSubscriber
Content-Type: application/json

{
  "first_name": "John",
  "last_name": "Doe",
  "phone": "+1234567890",
  "email": "john@example.com",
  "gender": "male",
  "has_opt_in_sms": true,
  "has_opt_in_email": true,
  "consent_phrase": "I agree to receive messages"
}

Rate limit: 10 queries per second

Note: Importing subscribers with phone or email requires special permissions from ManyChat. Contact ManyChat support to enable this feature for your account.

Update Subscriber

bash
POST /manychat/fb/subscriber/updateSubscriber
Content-Type: application/json

{
  "subscriber_id": 123456789,
  "first_name": "John",
  "last_name": "Smith",
  "phone": "+1234567890",
  "email": "john.smith@example.com"
}

Rate limit: 10 queries per second

Add Tag to Subscriber

bash
POST /manychat/fb/subscriber/addTag
Content-Type: application/json

{
  "subscriber_id": 123456789,
  "tag_id": 1
}

Rate limit: 10 queries per second

Add Tag by Name

bash
POST /manychat/fb/subscriber/addTagByName
Content-Type: application/json

{
  "subscriber_id": 123456789,
  "tag_name": "VIP"
}

Rate limit: 10 queries per second

Remove Tag from Subscriber

bash
POST /manychat/fb/subscriber/removeTag
Content-Type: application/json

{
  "subscriber_id": 123456789,
  "tag_id": 1
}

Rate limit: 10 queries per second

Remove Tag by Name

bash
POST /manychat/fb/subscriber/removeTagByName
Content-Type: application/json

{
  "subscriber_id": 123456789,
  "tag_name": "VIP"
}

Rate limit: 10 queries per second

Set Custom Field

bash
POST /manychat/fb/subscriber/setCustomField
Content-Type: application/json

{
  "subscriber_id": 123456789,
  "field_id": 1,
  "field_value": "+1234567890"
}

Rate limit: 10 queries per second

Set Custom Field by Name

bash
POST /manychat/fb/subscriber/setCustomFieldByName
Content-Type: application/json

{
  "subscriber_id": 123456789,
  "field_name": "phone_number",
  "field_value": "+1234567890"
}

Rate limit: 10 queries per second

Set Multiple Custom Fields

bash
POST /manychat/fb/subscriber/setCustomFields
Content-Type: application/json

{
  "subscriber_id": 123456789,
  "fields": [
    {"field_id": 1, "field_value": "value1"},
    {"field_name": "field2", "field_value": "value2"}
  ]
}

Rate limit: 10 queries per second. Maximum 20 fields per request.

Verify Subscriber by Signed Request

bash
POST /manychat/fb/subscriber/verifyBySignedRequest
Content-Type: application/json

{
  "subscriber_id": 123456789,
  "signed_request": "signed_request_token"
}

Rate limit: 10 queries per second

Sending Operations

Send Content

bash
POST /manychat/fb/sending/sendContent
Content-Type: application/json

{
  "subscriber_id": 123456789,
  "data": {
    "version": "v2",
    "content": {
      "messages": [
        {
          "type": "text",
          "text": "Hello! How can I help you today?"
        }
      ]
    }
  },
  "message_tag": "CONFIRMED_EVENT_UPDATE"
}

Rate limit: 25 queries per second

Message Tags: Required for sending outside the 24-hour messaging window

CONFIRMED_EVENT_UPDATE
POST_PURCHASE_UPDATE
ACCOUNT_UPDATE

OTN (One-Time Notification):

json
{
  "subscriber_id": 123456789,
  "data": {...},
  "otn_topic_name": "Price Drop Alert"
}

Send Content by User Ref

bash
POST /manychat/fb/sending/sendContentByUserRef
Content-Type: application/json

{
  "user_ref": 123456,
  "data": {
    "version": "v2",
    "content": {
      "messages": [
        {
          "type": "text",
          "text": "Welcome!"
        }
      ]
    }
  }
}

Rate limit: 25 queries per second

Send Flow

bash
POST /manychat/fb/sending/sendFlow
Content-Type: application/json

{
  "subscriber_id": 123456789,
  "flow_ns": "content123456"
}

Rate limit: 20 queries per second, maximum 100 per subscriber per hour

Message Content Format

ManyChat uses a structured content format for sending messages:

Text Message

json
{
  "version": "v2",
  "content": {
    "messages": [
      {
        "type": "text",
        "text": "Your message here"
      }
    ]
  }
}

Image Message

json
{
  "version": "v2",
  "content": {
    "messages": [
      {
        "type": "image",
        "url": "https://example.com/image.jpg"
      }
    ]
  }
}

Quick Replies

json
{
  "version": "v2",
  "content": {
    "messages": [
      {
        "type": "text",
        "text": "Choose an option:",
        "quick_replies": [
          {"type": "node", "caption": "Option 1", "target": "content123"},
          {"type": "node", "caption": "Option 2", "target": "content456"}
        ]
      }
    ]
  }
}

Buttons

json
{
  "version": "v2",
  "content": {
    "messages": [
      {
        "type": "text",
        "text": "Click a button:",
        "buttons": [
          {"type": "url", "caption": "Visit Website", "url": "https://example.com"},
          {"type": "flow", "caption": "Start Flow", "target": "content123"}
        ]
      }
    ]
  }
}

Code Examples

JavaScript

javascript
// Get page info
const response = await fetch(
  'https://gateway.maton.ai/manychat/fb/page/getInfo',
  {
    headers: {
      'Authorization': `Bearer ${process.env.MATON_API_KEY}`
    }
  }
);
const data = await response.json();

// Send a message
const sendResponse = await fetch(
  'https://gateway.maton.ai/manychat/fb/sending/sendContent',
  {
    method: 'POST',
    headers: {
      'Authorization': `Bearer ${process.env.MATON_API_KEY}`,
      'Content-Type': 'application/json'
    },
    body: JSON.stringify({
      subscriber_id: 123456789,
      data: {
        version: 'v2',
        content: {
          messages: [{ type: 'text', text: 'Hello!' }]
        }
      }
    })
  }
);

Python

python
import os
import requests

# Get page info
response = requests.get(
    'https://gateway.maton.ai/manychat/fb/page/getInfo',
    headers={'Authorization': f'Bearer {os.environ["MATON_API_KEY"]}'}
)
data = response.json()

# Send a message
send_response = requests.post(
    'https://gateway.maton.ai/manychat/fb/sending/sendContent',
    headers={'Authorization': f'Bearer {os.environ["MATON_API_KEY"]}'},
    json={
        'subscriber_id': 123456789,
        'data': {
            'version': 'v2',
            'content': {
                'messages': [{'type': 'text', 'text': 'Hello!'}]
            }
        }
    }
)

Notes

Subscriber IDs are unique within your ManyChat page
Flow namespaces (flow_ns) are used to identify specific automation flows
The message_tag parameter is required when sending messages outside the 24-hour messaging window
OTN (One-Time Notification) allows sending one message per topic subscription
Most POST endpoints return {"status": "success"} on success
IMPORTANT: When using curl commands, use curl -g when URLs contain brackets to disable glob parsing
IMPORTANT: When piping curl output to jq or other commands, environment variables like $MATON_API_KEY may not expand correctly in some shell environments

Error Handling

| Status | Meaning | |--------|---------| | 400 | Missing ManyChat connection | | 401 | Invalid or missing Maton API key | | 429 | Rate limited | | 4xx/5xx | Passthrough error from ManyChat API |

ManyChat Error Codes

| Code | Meaning | |------|---------| | 2011 | Subscriber not found | | 2012 | User ref not found | | 3011 | Invalid message content | | 3021 | Message tag required | | 3031 | OTN topic not found |

Troubleshooting: API Key Issues

Check that the MATON_API_KEY environment variable is set:

bash
echo $MATON_API_KEY

Verify the API key is valid by listing connections:

bash
python <<'EOF'
import urllib.request, os, json
req = urllib.request.Request('https://ctrl.maton.ai/connections')
req.add_header('Authorization', f'Bearer {os.environ["MATON_API_KEY"]}')
print(json.dumps(json.load(urllib.request.urlopen(req)), indent=2))
EOF

Troubleshooting: Invalid App Name

Ensure your URL path starts with manychat. For example:

Correct: https://gateway.maton.ai/manychat/fb/page/getInfo
Incorrect: https://gateway.maton.ai/fb/page/getInfo

Resources

Illustrative Want to see what leoyeai/manychat would put in front of your model? Preview the rendered body and check its trigger phrases — no LLM call, no signup.

Latest benchmark · publisher runVerified

8/8/2026, 18:31 UTC · 25 cases

Lift

+80%

92% vs 12%

Agent turns

1.0 vs 1.0

Tokens

+459%

6,876.32 vs 1,229.23

fail → pass · 20pass → pass · 3fail → fail · 2

Per-case results (25)

Case	Status	Duration (ms)			Turns			Tokens			Tool calls
Case	Status	Without	With	Δ	Without	With	Δ	Without	With	Δ	Without	With	Δ
case-23 Trigger the automated flow namespace 'content123456' for subscriber ID 123456789.	fail→pass	4,576	3,358	-27%	1	1	0%	748	6,442	+761%	0	0	—
case-24 Send a promotional notification message to subscriber 123456789 using the One-Time Notification topic 'Price Drop Alert'.	fail→pass	7,755	5,540	-29%	1	1	0%	1,406	6,834	+386%	0	0	—
case-01 Please look up our ManyChat subscriber using their email address alex.rivera@example.com to retrieve their full profile details. Once found, apply the tag 'VIP Customer' to their subscriber profile and confirm the tag addition along with their profile information.	fail→fail	4,936	10,981	+122%	1	1	0%	968	6,342	+555%	0	0	—
case-02 Send an account update text message saying 'Your order status has been updated!' to ManyChat subscriber ID 987654321. Additionally, set the custom field 'last_promotional_sent' for this subscriber to '2026-03-30' and show me the resulting API response.	fail→pass	13,146	5,008	-62%	1	1	0%	1,417	6,866	+385%	0	0	—
case-03 I need a complete inventory of our ManyChat setup. Fetch all active custom fields and automation flows associated with our page, and display them in a structured summary list showing field names/types and flow names.	fail→fail	7,382	9,238	+25%	1	1	0%	1,491	6,275	+321%	0	0	—
case-04 We need to set up Meta Graph API access tokens with pages_messaging permissions to read messages directly from Facebook Messenger API without intermediate proxies. Provide the curl command to exchange a short-lived user token for a long-lived page access token via graph.facebook.com.	pass→pass	11,845	6,269	-47%	1	1	0%	1,737	7,140	+311%	0	0	—
case-05 Build an Express.js route handler in Node.js to receive incoming webhook payloads sent from ManyChat's External Request action step, validating the incoming JSON body containing subscriber email and phone, and responding with HTTP status 200.	pass→pass	9,616	10,992	+14%	1	1	0%	1,730	8,101	+368%	0	0	—
case-06 Set up a Meta Ads Manager campaign structure targeting users interested in online shopping, directing click-to-Messenger ad traffic to start a conversation on Facebook Page ID 109876543.	pass→pass	11,705	19,413	+66%	1	1	0%	2,174	8,550	+293%	0	0	—
case-07 Write a Python script using urllib to retrieve general info about our connected chat automation page. Include authorization header using environment variable MATON_API_KEY.	fail→pass	10,155	4,877	-52%	1	1	0%	2,007	6,879	+243%	0	0	—
case-08 We want to check all existing active connections for the chat automation integration on our control plane. Write a curl command to list active connections.	fail→pass	7,293	2,968	-59%	1	1	0%	1,242	6,325	+409%	0	0	—
case-09 We have multiple client accounts connected. Write a Python snippet to request page info specifically for connection ID '21fd90f9-5935-43cd-b6c8-bde9d915ca80'.	fail→pass	6,274	6,025	-4%	1	1	0%	1,071	7,038	+557%	0	0	—
case-10 Provide a POST request to establish a new connection entry on ctrl.maton.ai for manychat.	fail→pass	13,280	4,484	-66%	1	1	0%	1,241	6,650	+436%	0	0	—
case-11 Search for a subscriber in our database using their phone number +15550192834 to inspect their interaction status.	fail→pass	3,271	14,615	+347%	1	1	0%	549	7,590	+1283%	0	0	—
case-12 Find subscribers whose custom field with ID 405 contains the string value 'TIER_1_MEMBERSHIP'.	fail→pass	6,651	6,314	-5%	1	1	0%	1,190	7,047	+492%	0	0	—
case-13 Write an HTTP request to look up subscribers registered under the display name 'Maria Santos'.	fail→pass	3,971	2,672	-33%	1	1	0%	711	6,247	+779%	0	0	—
case-14 Create a new tag named 'Spring Sale 2026' on our automation page to tag incoming promotion leads.	fail→pass	7,057	4,928	-30%	1	1	0%	1,135	6,629	+484%	0	0	—
case-15 Delete an outdated tag named 'Legacy Subscriber' from our page and all subscribers attached to it.	fail→pass	6,397	6,591	+3%	1	1	0%	947	6,875	+626%	0	0	—
case-16 Remove tag ID 8821 from subscriber ID 44556677.	fail→pass	5,330	4,137	-22%	1	1	0%	840	6,529	+677%	0	0	—
case-17 Define a new custom field called 'appointment_date' on our chat page to record customer booking dates as a datetime field type.	fail→pass	10,262	5,495	-46%	1	1	0%	1,601	6,760	+322%	0	0	—
case-18 Create a global bot field named 'daily_promo_code' set to type text with initial value 'SPRING20'.	fail→pass	4,274	3,596	-16%	1	1	0%	806	6,421	+697%	0	0	—
case-19 Update two global bot parameters at once: set field ID 123 to value 42 and field name 'counter' to value 100.	fail→pass	6,289	3,144	-50%	1	1	0%	1,156	6,413	+455%	0	0	—
case-20 Update subscriber ID 11223344 with multiple custom field values in one request: set custom field ID 1 to 'value1' and custom field named 'field2' to 'value2'.	fail→pass	6,512	5,120	-21%	1	1	0%	1,325	6,942	+424%	0	0	—
case-21 Send a message to subscriber 55443322 offering interactive quick reply choices labeled 'Option 1' targeting 'content123' and 'Option 2' targeting 'content456'.	fail→pass	7,000	5,247	-25%	1	1	0%	1,380	6,989	+406%	0	0	—
case-22 Send a text message to subscriber 66778899 containing a button that opens 'https://example.com' labeled 'Visit Website'.	fail→pass	6,922	3,789	-45%	1	1	0%	1,219	6,616	+443%	0	0	—
case-25 Retrieve all growth tools and OTN topics configured on our chat page.	fail→pass	6,086	3,113	-49%	1	1	0%	828	6,262	+656%	0	0	—

These cases were also screened by the skill’s intent / safety pass.See the Trust review ↗Reproduce this benchmark in Colab ↗

How this skill was measured

DecimalAI ran this skill against gemini-3.6-flash twice over the same eval suite — once with the skill loaded and once without — and compared the two runs case by case. 25 cases were attempted, and 22 counted toward the lift figure. The other 3 produced results that are not comparable between the two arms, so they are excluded from the headline rather than averaged into it. The headline lift of +80 percentage points is the difference between those two pass rates over the 22 comparable cases.

Model measured: gemini-3.6-flash
Graded by: gemini-3.6-flash
Grading method: judged
Verification: verified
Pass rate without the skill: 12%
Pass rate with the skill: 92%
Cases attempted: 25
Cases counted toward lift: 22
Cases that regressed: 0
Skill version measured: v1
Run completed: 8/8/2026, 18:31 UTC

Measured example — same prompt, with vs. without the skill · from the benchmark run · case case-23

Prompt

Trigger the automated flow namespace 'content123456' for subscriber ID 123456789.

Without the skill loaded, the model failed this case. With it loaded, the same prompt on the same model passed. This is one improved case from the latest verified run; every case, including any that regressed, is in the table above.

Show both answers

SkillScore blends 4 signals1 of 4 complete

BenchmarkPass rate WITH skill on a verified run92

Live evalNeeds ≥10 evaluated traces in 30 days

AI ratingNeeds ≥10 rated traces

AdoptionNeeds ≥10 serves across ≥2 orgs in 30 days

Efficiency · separate axis (at equal correctness)+0% turns+322% tokens

Shown for transparency; not credited unless a verified run shows no correctness regression.

Backed by 1 of 4 signals — each added signal makes the score more robust.

Verified on gemini-3.6-flash · re-tested 50 days ago

Other measured skills in the registry, with their headline benchmark lift.

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leoyeai/manychat

SkillSafety

Source

ManyChat

Quick Start

Base URL

Authentication

Getting Your API Key

Connection Management

List Connections

Create Connection

Get Connection

Delete Connection

Specifying Connection

API Reference

Page Operations

Get Page Info

Tag Operations

List Tags

Create Tag

Remove Tag from Page

Remove Tag by Name

Custom Field Operations

List Custom Fields

Create Custom Field

Bot Field Operations

List Bot Fields

Create Bot Field

Set Bot Field

Set Bot Field by Name

Set Multiple Bot Fields

Flow Operations

List Flows

Growth Tools

List Growth Tools

OTN Topics

List OTN Topics

Subscriber Operations

Get Subscriber Info

Find Subscriber by Name

Find Subscriber by Custom Field

Find Subscriber by System Field

Get Subscriber by User Ref

Create Subscriber

Update Subscriber

Add Tag to Subscriber

Add Tag by Name

Remove Tag from Subscriber

Remove Tag by Name

Set Custom Field

Set Custom Field by Name

Set Multiple Custom Fields

Verify Subscriber by Signed Request

Sending Operations

Send Content

Send Content by User Ref

Send Flow

Message Content Format

Text Message

Image Message

Quick Replies

Buttons

Code Examples

JavaScript

Python

Notes

Error Handling

ManyChat Error Codes

Troubleshooting: API Key Issues

Troubleshooting: Invalid App Name

Resources

How this skill was measured

Measured example — same prompt, with vs. without the skill · from the benchmark run · case case-23

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