MCP Server
The Revenue AI Report
com.therevenueaireport/the-revenue-ai-report
Knowledge & Documentation
Marketing & Advertising
Search & Research
Public & reachable
MCP 2025-11-25
What this MCP does
Provides searchable articles, research, frameworks, playbooks, prompts, datasets, skills, and AI tool profiles for B2B revenue teams.
Capabilities
Tools
23
tools
get_dataset
Get dataset
Read one dataset's description, contents, full column schema, method notes, FAQs, and download URL.
Read only
Idempotent
Input schema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['slug'], 'properties': {'slug': {'type': 'string', 'minLength': 1, 'description': 'Dataset slug, e.g. proof-gap-index.'}}}
Output schema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['dataset'], 'properties': {'dataset': {'type': 'object', 'required': ['slug', 'h1', 'answer', 'includes', 'schema', 'notes', 'faqs', 'url', 'downloadUrl'], 'properties': {'h1': {'type': 'string'}, 'url': {'type': 'string'}, 'faqs': {'type': 'array', 'items': {'type': 'object', 'required': ['q', 'a'], 'properties': {'a': {'type': 'string'}, 'q': {'type': 'string'}}, 'additionalProperties': {}}}, 'slug': {'type': 'string'}, 'notes': {'type': 'string'}, 'answer': {'type': 'string'}, 'schema': {'type': 'array', 'items': {'type': 'object', 'required': ['name', 'description'], 'properties': {'name': {'type': 'string'}, 'description': {'type': 'string'}}, 'additionalProperties': {}}}, 'includes': {'type': 'array', 'items': {'type': 'string'}}, 'downloadUrl': {'anyOf': [{'type': 'string'}, {'type': 'null'}]}}, 'additionalProperties': {}}}, 'additionalProperties': False}
get_framework
Get framework
Read one framework in full, including its definition, sections, related pages, and FAQs.
Read only
Idempotent
Input schema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['slug'], 'properties': {'slug': {'type': 'string', 'minLength': 1, 'description': 'Framework slug, e.g. proof-gap, scale, lopaft, eight-seats.'}}}
Output schema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['framework'], 'properties': {'framework': {'type': 'object', 'required': ['slug', 'url'], 'properties': {'url': {'type': 'string'}, 'slug': {'type': 'string'}}, 'additionalProperties': {}}}, 'additionalProperties': False}
get_playbook
Get playbook
Read one playbook in full: every step with its owner, tool, pitfalls, and definition of done, plus the KPIs that prove it worked.
Read only
Idempotent
Input schema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['slug'], 'properties': {'slug': {'type': 'string', 'minLength': 1, 'description': 'Playbook slug, e.g. ai-meeting-notes-l1.'}}}
Output schema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['playbook', 'relatedSkills'], 'properties': {'playbook': {'type': 'object', 'required': ['slug', 'title', 'summary', 'category', 'maturity', 'tags', 'steps', 'kpis', 'url'], 'properties': {'url': {'type': 'string'}, 'kpis': {'type': 'array', 'items': {'type': 'string'}}, 'slug': {'type': 'string'}, 'tags': {'type': 'array', 'items': {'type': 'string'}}, 'steps': {'type': 'array', 'items': {'type': 'object', 'required': ['name', 'tool', 'detail'], 'properties': {'name': {'type': 'string'}, 'tool': {'type': 'string'}, 'detail': {'type': 'string'}}, 'additionalProperties': {}}}, 'title': {'type': 'string'}, 'summary': {'type': 'string'}, 'category': {'type': 'string'}, 'maturity': {'type': 'number'}}, 'additionalProperties': {}}, 'relatedSkills': {'type': 'array', 'items': {'type': 'object', 'required': ['slug', 'name', 'url', 'skillFileUrl'], 'properties': {'url': {'type': 'string'}, 'name': {'type': 'string'}, 'slug': {'type': 'string'}, 'skillFileUrl': {'type': 'string'}}, 'additionalProperties': {}}}}, 'additionalProperties': False}
get_prompt
Get prompt
Get the full copy-ready text of one prompt from The Revenue AI Report prompt library, by slug.
Read only
Idempotent
Input schema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['slug'], 'properties': {'slug': {'type': 'string', 'minLength': 1, 'description': 'Prompt slug, e.g. prep-for-follow-up.'}}}
Output schema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['prompt'], 'properties': {'prompt': {'type': 'object', 'required': ['slug', 'name', 'summary', 'category', 'teams', 'body', 'url'], 'properties': {'url': {'type': 'string'}, 'body': {'type': 'string'}, 'name': {'type': 'string'}, 'slug': {'type': 'string'}, 'teams': {'type': 'array', 'items': {'type': 'string'}}, 'summary': {'type': 'string'}, 'category': {'type': 'string'}}, 'additionalProperties': {}}}, 'additionalProperties': False}
get_publication
Get publication
Get the full text of one published article from The Revenue AI Report by its slug, including body paragraphs and FAQs.
Read only
Idempotent
Input schema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['slug'], 'properties': {'slug': {'type': 'string', 'minLength': 1, 'description': 'Article slug, e.g. evaluating-sales-gtm-ai-tools.'}}}
Output schema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['article'], 'properties': {'article': {'type': 'object', 'required': ['slug', 'title', 'summary', 'pillar', 'date', 'author', 'readingTime', 'keywords', 'body', 'faqs', 'url'], 'properties': {'url': {'type': 'string'}, 'body': {'type': 'array', 'items': {'type': 'string'}}, 'date': {'type': 'string'}, 'faqs': {'type': 'array', 'items': {'type': 'object', 'required': ['q', 'a'], 'properties': {'a': {'type': 'string'}, 'q': {'type': 'string'}}, 'additionalProperties': {}}}, 'slug': {'type': 'string'}, 'title': {'type': 'string'}, 'author': {'type': 'string'}, 'pillar': {'type': 'string'}, 'summary': {'type': 'string'}, 'keywords': {'type': 'array', 'items': {'type': 'string'}}, 'readingTime': {'type': 'string'}}, 'additionalProperties': {}}}, 'additionalProperties': False}
get_publication_info
About the publication
Get an overview of The Revenue AI Report: its mission, editorial pillars, audience, sponsorship policy and article count.
Read only
Idempotent
Input schema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {}}
Output schema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['name', 'url', 'mission', 'description', 'audience', 'cadence', 'pillars', 'sponsorship', 'articleCount'], 'properties': {'url': {'type': 'string'}, 'name': {'type': 'string'}, 'cadence': {'type': 'string'}, 'mission': {'type': 'string'}, 'pillars': {'type': 'array', 'items': {'type': 'string'}}, 'audience': {'type': 'string'}, 'description': {'type': 'string'}, 'sponsorship': {'type': 'string'}, 'articleCount': {'type': 'number'}}, 'additionalProperties': False}
get_research
Get research theme
Read one research theme in full: the opening argument, every chart with its numbers, the findings, the named sources with publisher, sample size, and caveats, and anything still unconfirmed. Cite the source line, not just the chart.
Read only
Idempotent
Input schema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['slug'], 'properties': {'slug': {'type': 'string', 'minLength': 1, 'description': 'Research theme slug, e.g. proof-gap or task-fallacy.'}}}
Output schema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['theme'], 'properties': {'theme': {'type': 'object', 'required': ['slug', 'number', 'title', 'dek', 'shortAnswer', 'intro', 'charts', 'takeaways', 'sources', 'unconfirmed', 'url'], 'properties': {'dek': {'type': 'string'}, 'url': {'type': 'string'}, 'slug': {'type': 'string'}, 'intro': {'type': 'array', 'items': {'type': 'string'}}, 'title': {'type': 'string'}, 'charts': {'type': 'array', 'items': {'type': 'object', 'required': ['id', 'headline', 'sub', 'unit', 'data', 'source'], 'properties': {'id': {'type': 'string'}, 'sub': {'type': 'string'}, 'data': {'type': 'array', 'items': {'type': 'object', 'required': ['label', 'value'], 'properties': {'label': {'type': 'string'}, 'value': {'type': 'number'}}, 'additionalProperties': {}}}, 'unit': {'type': 'string'}, 'source': {}, 'headline': {'type': 'string'}}, 'additionalProperties': {}}}, 'number': {'type': 'number'}, 'sources': {'type': 'array', 'items': {'type': 'object', 'required': ['name', 'detail', 'url'], 'properties': {'url': {'type': 'string'}, 'name': {'type': 'string'}, 'detail': {'type': 'string'}}, 'additionalProperties': {}}}, 'takeaways': {'type': 'array', 'items': {'type': 'string'}}, 'shortAnswer': {'type': 'string'}, 'unconfirmed': {'type': 'array', 'items': {'type': 'string'}}}, 'additionalProperties': {}}}, 'additionalProperties': False}
get_resource
Read any page
Read the indexed text of any public resource on The Revenue AI Report by its site path or full URL, whatever the type: article, research theme, framework, skill, prompt, playbook, dataset, tool profile, archive issue, ledger row, or definition. Use this when search_site returns a path you want to read in full.
Read only
Idempotent
Input schema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['path'], 'properties': {'path': {'type': 'string', 'minLength': 1, 'description': 'Site path or full URL, e.g. /playbooks/ai-meeting-notes-l1.'}}}
Output schema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {'path': {'type': 'string'}, 'matches': {'type': 'array', 'items': {'type': 'object', 'required': ['kind', 'title', 'url'], 'properties': {'url': {'type': 'string'}, 'kind': {'type': 'string'}, 'title': {'type': 'string'}}, 'additionalProperties': {}}}, 'resource': {'type': 'object', 'required': ['kind', 'title', 'path', 'url', 'text'], 'properties': {'url': {'type': 'string'}, 'kind': {'type': 'string'}, 'path': {'type': 'string'}, 'text': {'type': 'string'}, 'title': {'type': 'string'}}, 'additionalProperties': {}}}, 'additionalProperties': False}
get_skill
Get skill
Read one skill in full, including the copy-ready quick prompt, inputs, process, decision rules, quality checks, limitations, worked example, and the downloadable SKILL.md URL.
Read only
Idempotent
Input schema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['slug'], 'properties': {'slug': {'type': 'string', 'minLength': 1, 'description': 'Skill slug, e.g. build-ideal-customer-profile.'}}}
Output schema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['skill', 'relatedPlaybooks', 'relatedTools'], 'properties': {'skill': {'type': 'object', 'required': ['slug', 'name', 'url', 'skillFileUrl'], 'properties': {'url': {'type': 'string'}, 'name': {'type': 'string'}, 'slug': {'type': 'string'}, 'skillFileUrl': {'type': 'string'}}, 'additionalProperties': {}}, 'relatedTools': {'type': 'array', 'items': {'type': 'object', 'required': ['slug', 'name', 'url'], 'properties': {'url': {'type': 'string'}, 'name': {'type': 'string'}, 'slug': {'type': 'string'}}, 'additionalProperties': {}}}, 'relatedPlaybooks': {'type': 'array', 'items': {'type': 'object', 'required': ['slug', 'title', 'url'], 'properties': {'url': {'type': 'string'}, 'slug': {'type': 'string'}, 'title': {'type': 'string'}}, 'additionalProperties': {}}}}, 'additionalProperties': False}
get_tool
Get AI tool profile
Get one vendor profile in full from The Revenue AI Report AI tool library, by slug or by name. Returns the directory record plus the depth layer: why the adoption effort level is what it is, owning seat and journey stage, buy checks, published case studies, documented discrepancies between vendor claim and independent reporting, corporate status changes, and any Reversal Ledger record naming this vendor.
Read only
Idempotent
Input schema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {'name': {'type': 'string', 'description': 'Tool name, used when the slug is unknown.'}, 'slug': {'type': 'string', 'description': 'Tool slug, e.g. clari.'}}}
Output schema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['tool', 'placement', 'adoption', 'evidence', 'corporateStatus', 'reversalLedger', 'buyChecks', 'relatedSkills', 'faqs'], 'properties': {'faqs': {'type': 'array', 'items': {'type': 'object', 'required': ['q', 'a'], 'properties': {'a': {'type': 'string'}, 'q': {'type': 'string'}}, 'additionalProperties': {}}}, 'tool': {'type': 'object', 'required': ['slug', 'name', 'category', 'description', 'functions', 'maturity', 'website', 'url'], 'properties': {'url': {'type': 'string'}, 'name': {'type': 'string'}, 'slug': {'type': 'string'}, 'website': {'type': 'string'}, 'category': {'type': 'string'}, 'maturity': {'type': 'number'}, 'functions': {'type': 'array', 'items': {'type': 'string'}}, 'description': {'type': 'string'}}, 'additionalProperties': {}}, 'adoption': {'type': 'object', 'required': ['level', 'meaning', 'rationale'], 'properties': {'level': {'type': 'number'}, 'meaning': {'type': 'string'}, 'rationale': {'type': 'array', 'items': {'type': 'string'}}}, 'additionalProperties': {}}, 'evidence': {'type': 'object', 'required': ['status', 'caseStudies', 'claimAudits', 'fieldNote'], 'properties': {'status': {'type': 'string'}, 'fieldNote': {}, 'caseStudies': {'type': 'array', 'items': {'type': 'object', 'required': ['customer', 'outcome', 'url'], 'properties': {'url': {'type': 'string'}, 'outcome': {'type': 'string'}, 'customer': {'type': 'string'}}, 'additionalProperties': {}}}, 'claimAudits': {'type': 'array', 'items': {'type': 'object', 'required': ['claim', 'counter', 'source', 'url'], 'properties': {'url': {'type': 'string'}, 'claim': {'type': 'string'}, 'source': {'type': 'string'}, 'counter': {'type': 'string'}}, 'additionalProperties': {}}}}, 'additionalProperties': {}}, 'buyChecks': {'type': 'array', 'items': {'type': 'string'}}, 'placement': {'type': 'object', 'required': ['stage', 'oar', 'seat', 'teams'], 'properties': {'oar': {'type': 'string'}, 'seat': {'type': 'string'}, 'stage': {'type': 'string'}, 'teams': {'type': 'array', 'items': {'type': 'string'}}}, 'additionalProperties': {}}, 'relatedSkills': {'type': 'array', 'items': {'type': 'object', 'required': ['slug', 'name', 'url', 'skillFileUrl'], 'properties': {'url': {'type': 'string'}, 'name': {'type': 'string'}, 'slug': {'type': 'string'}, 'skillFileUrl': {'type': 'string'}}, 'additionalProperties': {}}}, 'reversalLedger': {'type': 'array', 'items': {'type': 'object', 'required': ['id', 'company', 'url'], 'properties': {'id': {'type': 'string'}, 'url': {'type': 'string'}, 'company': {'type': 'string'}}, 'additionalProperties': {}}}, 'corporateStatus': {}}, 'additionalProperties': False}
list_datasets
List datasets
List the open datasets published by The Revenue AI Report, with what each contains, its column schema, and the download URL. Most are free CSV downloads.
Read only
Idempotent
Input schema
{'type': 'object', 'properties': {}}
Output schema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['total', 'datePublished', 'bundleUrl', 'datasets'], 'properties': {'total': {'type': 'number'}, 'datasets': {'type': 'array', 'items': {'type': 'object', 'required': ['slug', 'title', 'summary', 'gated', 'url', 'downloadUrl'], 'properties': {'url': {'type': 'string'}, 'live': {'type': 'boolean'}, 'slug': {'type': 'string'}, 'gated': {'type': 'boolean'}, 'title': {'type': 'string'}, 'summary': {'type': 'string'}, 'downloadUrl': {'anyOf': [{'type': 'string'}, {'type': 'null'}]}}, 'additionalProperties': {}}}, 'bundleUrl': {'type': 'string'}, 'datePublished': {'type': 'string'}}, 'additionalProperties': False}
list_frameworks
List frameworks
List the frameworks published by The Revenue AI Report, including the canonical concepts (Proof Gap, Optimization Theater, Reversal Ledger, Eight Seat Read) and the named operating frameworks in the library such as SCALE, OAR, LOPAFT, and the L1 to L6 AI Maturity Ladder.
Read only
Idempotent
Input schema
{'type': 'object', 'properties': {}}
Output schema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['frameworks', 'seats'], 'properties': {'seats': {'type': 'array', 'items': {'type': 'object', 'required': ['n', 'role', 'owns', 'decision', 'failure'], 'properties': {'n': {'type': 'number'}, 'owns': {'type': 'string'}, 'role': {'type': 'string'}, 'failure': {'type': 'string'}, 'decision': {'type': 'string'}}, 'additionalProperties': {}}}, 'frameworks': {'type': 'array', 'items': {'type': 'object', 'required': ['slug', 'name', 'type', 'summary', 'url'], 'properties': {'url': {'type': 'string'}, 'name': {'type': 'string'}, 'slug': {'type': 'string'}, 'type': {'type': 'string'}, 'summary': {'type': 'string'}}, 'additionalProperties': {}}}}, 'additionalProperties': False}
list_playbooks
List playbooks
Browse the GTM AI playbook library from The Revenue AI Report. Each playbook is a sequenced workflow with owner, tool, pitfalls, definition of done, and KPIs, mapped to a team and to an L1 to L6 AI maturity level. Filter by team, maturity level, or keyword.
Read only
Idempotent
Input schema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {'team': {'type': 'string', 'description': 'Team or category. One of: cs, enablement, general, marketing, org, revops, sales.'}, 'limit': {'type': 'integer', 'maximum': 100, 'minimum': 1, 'description': 'Default 30.'}, 'query': {'type': 'string', 'description': 'Keyword filter on title, summary, and tags.'}, 'maturity': {'type': 'integer', 'maximum': 6, 'minimum': 1, 'description': 'AI maturity level, L1 to L6.'}}}
Output schema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['total', 'matched', 'returned', 'teams', 'playbooks'], 'properties': {'teams': {'type': 'array', 'items': {'type': 'string'}}, 'total': {'type': 'number'}, 'matched': {'type': 'number'}, 'returned': {'type': 'number'}, 'playbooks': {'type': 'array', 'items': {'type': 'object', 'required': ['slug', 'title', 'summary', 'team', 'maturity', 'maturityLabel', 'steps', 'url'], 'properties': {'url': {'type': 'string'}, 'slug': {'type': 'string'}, 'team': {'type': 'string'}, 'steps': {'type': 'number'}, 'title': {'type': 'string'}, 'summary': {'type': 'string'}, 'maturity': {'type': 'number'}, 'maturityLabel': {'type': 'string'}}, 'additionalProperties': {}}}}, 'additionalProperties': False}
list_prompts
List prompts
Browse the public prompt library from The Revenue AI Report. Copy-ready AI prompts for revenue teams, filterable by team, category, or keyword. Use get_prompt to read the full prompt text.
Read only
Idempotent
Input schema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {'team': {'enum': ['All Revenue Teams', 'Business Development', 'Customer Success', 'Enablement', 'Leadership', 'Marketing', 'RevOps', 'Sales'], 'type': 'string', 'description': 'Filter by revenue team.'}, 'limit': {'type': 'integer', 'maximum': 100, 'minimum': 1, 'description': 'Default 30.'}, 'query': {'type': 'string', 'description': 'Keyword filter on name and summary.'}, 'category': {'enum': ['Analyze', 'Create', 'Organize', 'Predict', 'Prepare', 'Research', 'Summarize'], 'type': 'string', 'description': 'Filter by what the prompt does.'}}}
Output schema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['total', 'matched', 'returned', 'prompts'], 'properties': {'total': {'type': 'number'}, 'matched': {'type': 'number'}, 'prompts': {'type': 'array', 'items': {'type': 'object', 'required': ['slug', 'name', 'summary', 'category', 'teams', 'url'], 'properties': {'url': {'type': 'string'}, 'name': {'type': 'string'}, 'slug': {'type': 'string'}, 'teams': {'type': 'array', 'items': {'type': 'string'}}, 'summary': {'type': 'string'}, 'category': {'type': 'string'}}, 'additionalProperties': {}}}, 'returned': {'type': 'number'}}, 'additionalProperties': False}
list_publications
List publications
List published articles from The Revenue AI Report, newest first. Returns slug, title, summary, pillar, date and reading time.
Read only
Idempotent
Input schema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {'limit': {'type': 'integer', 'maximum': 50, 'minimum': 1, 'description': 'Max number of articles to return.'}, 'pillar': {'enum': ['Reality Check', 'The Teardown', 'Benchmark', 'Post-Mortem', 'Playbook'], 'type': 'string', 'description': 'Optional editorial pillar to filter by.'}}}
Output schema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['items'], 'properties': {'items': {'type': 'array', 'items': {'type': 'object', 'required': ['slug', 'title', 'summary', 'pillar', 'date', 'readingTime', 'url'], 'properties': {'url': {'type': 'string'}, 'date': {'type': 'string'}, 'slug': {'type': 'string'}, 'title': {'type': 'string'}, 'pillar': {'type': 'string'}, 'summary': {'type': 'string'}, 'readingTime': {'type': 'string'}}, 'additionalProperties': {}}}}, 'additionalProperties': False}
list_research
List research themes
List the research themes published by The Revenue AI Report. Each theme is a sourced argument about AI inside B2B revenue teams, with charts, findings, named sources, and sample sizes.
Read only
Idempotent
Input schema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {'query': {'type': 'string', 'description': 'Keyword filter on title, dek, and findings.'}}}
Output schema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['total', 'returned', 'themes', 'researchRules'], 'properties': {'total': {'type': 'number'}, 'themes': {'type': 'array', 'items': {'type': 'object', 'required': ['slug', 'number', 'title', 'dek', 'takeaways', 'sourceCount', 'url'], 'properties': {'dek': {'type': 'string'}, 'url': {'type': 'string'}, 'slug': {'type': 'string'}, 'title': {'type': 'string'}, 'number': {'type': 'number'}, 'takeaways': {'type': 'array', 'items': {'type': 'string'}}, 'sourceCount': {'type': 'number'}}, 'additionalProperties': {}}}, 'returned': {'type': 'number'}, 'researchRules': {}}, 'additionalProperties': False}
list_resources
List resource types
Map of every public resource type The Revenue AI Report publishes, how many items each holds, the hub URL, and which tool reads it. Call this to orient before searching.
Read only
Idempotent
Input schema
{'type': 'object', 'properties': {}}
Output schema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['totalIndexed', 'resources'], 'properties': {'resources': {'type': 'array', 'items': {'type': 'object', 'required': ['kind', 'count', 'hubUrl', 'tools', 'categories', 'tags'], 'properties': {'kind': {'type': 'string'}, 'tags': {'type': 'array', 'items': {'type': 'string'}}, 'count': {'type': 'number'}, 'tools': {'type': 'string'}, 'hubUrl': {'type': 'string'}, 'categories': {'type': 'array', 'items': {'type': 'string'}}}, 'additionalProperties': {}}}, 'totalIndexed': {'type': 'number'}}, 'additionalProperties': False}
list_reversals
List reversal ledger records
Read The Revenue AI Report Reversal Ledger: named companies that pulled back, paused, or reversed an AI deployment, with the vendor, function, seat, dates, disclosed cost, stated reason, and the public source for each record.
Read only
Idempotent
Input schema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {'limit': {'type': 'integer', 'maximum': 100, 'minimum': 1, 'description': 'Default 50.'}, 'query': {'type': 'string', 'description': 'Keyword filter on company, vendor, function, or reason.'}}}
Output schema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['total', 'returned', 'records', 'csvUrl'], 'properties': {'total': {'type': 'number'}, 'csvUrl': {'type': 'string'}, 'records': {'type': 'array', 'items': {'type': 'object', 'required': ['id', 'company', 'vendor', 'functionArea', 'seat', 'outcome', 'deployed', 'reversed', 'cost', 'reason', 'sourceName', 'sourceUrl', 'url'], 'properties': {'id': {'type': 'string'}, 'url': {'type': 'string'}, 'cost': {'anyOf': [{'type': 'string'}, {'type': 'null'}]}, 'seat': {'type': 'string'}, 'reason': {'type': 'string'}, 'vendor': {'anyOf': [{'type': 'string'}, {'type': 'null'}]}, 'company': {'type': 'string'}, 'outcome': {'type': 'string'}, 'deployed': {'anyOf': [{'type': 'string'}, {'type': 'null'}]}, 'reversed': {'type': 'string'}, 'sourceUrl': {'anyOf': [{'type': 'string'}, {'type': 'null'}]}, 'sourceName': {'type': 'string'}, 'functionArea': {'type': 'string'}}, 'additionalProperties': {}}}, 'returned': {'type': 'number'}}, 'additionalProperties': False}
list_skills
List skills
Browse The Revenue AI Report skill library: repeatable AI jobs for revenue teams, each with a ready prompt, a process, decision rules, and limitations. Filter by role, task, or level.
Read only
Idempotent
Input schema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {'role': {'enum': ['Executive and Founder', 'Sales Leader', 'Sales Representative', 'SDR and BDR', 'Marketing', 'Revenue Operations', 'GTM Engineering', 'Enablement', 'Customer Success', 'Partnerships', 'Revenue Finance'], 'type': 'string', 'description': 'Filter by the role the skill is written for.'}, 'task': {'enum': ['Plan', 'Research', 'Build Pipeline', 'Run Deals', 'Forecast', 'Build Campaigns', 'Coach Teams', 'Keep Customers', 'Grow Accounts', 'Measure Results', 'Evaluate AI', 'Govern AI'], 'type': 'string', 'description': 'Filter by the job the skill finishes.'}, 'level': {'enum': ['Start Here', 'Intermediate', 'Advanced'], 'type': 'string', 'description': 'Filter by difficulty.'}, 'limit': {'type': 'integer', 'maximum': 100, 'minimum': 1}, 'query': {'type': 'string', 'description': 'Optional keyword filter on name and outcome.'}}}
Output schema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['total', 'returned', 'skills'], 'properties': {'total': {'type': 'number'}, 'skills': {'type': 'array', 'items': {'type': 'object', 'required': ['slug', 'name', 'outcome', 'roles', 'task', 'level', 'setupTime', 'url', 'skillFileUrl'], 'properties': {'url': {'type': 'string'}, 'name': {'type': 'string'}, 'slug': {'type': 'string'}, 'task': {'type': 'string'}, 'level': {'type': 'string'}, 'roles': {'type': 'array', 'items': {'type': 'string'}}, 'outcome': {'type': 'string'}, 'setupTime': {'type': 'string'}, 'skillFileUrl': {'type': 'string'}}, 'additionalProperties': {}}}, 'returned': {'type': 'number'}}, 'additionalProperties': False}
lookup_term
Look up a term
Define a revenue AI term using The Revenue AI Report glossary and plain-language dictionary. Covers Report frameworks, pillars, and measures plus general AI and go-to-market vocabulary.
Read only
Idempotent
Input schema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['term'], 'properties': {'term': {'type': 'string', 'minLength': 2, 'description': "The word or phrase to define, e.g. 'proof gap' or 'RAG'."}, 'limit': {'type': 'integer', 'maximum': 20, 'minimum': 1, 'description': 'Default 8.'}}}
Output schema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['query', 'results', 'glossaryTerms', 'dictionaryTerms'], 'properties': {'query': {'type': 'string'}, 'results': {'type': 'array', 'items': {'type': 'object', 'required': ['term', 'definition', 'source', 'url', 'canonicalUrl'], 'properties': {'url': {'type': 'string'}, 'term': {'type': 'string'}, 'group': {'anyOf': [{'type': 'string'}, {'type': 'null'}]}, 'source': {'type': 'string'}, 'definition': {'type': 'string'}, 'canonicalUrl': {'type': 'string'}}, 'additionalProperties': {}}}, 'glossaryTerms': {'type': 'number'}, 'dictionaryTerms': {'type': 'number'}}, 'additionalProperties': False}
search_publications
Search publications
Full-text search across The Revenue AI Report articles (titles, summaries, body text, keywords and FAQs). Returns matching articles with a short excerpt.
Read only
Idempotent
Input schema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['query'], 'properties': {'limit': {'type': 'integer', 'maximum': 20, 'minimum': 1, 'description': 'Max number of matches to return.'}, 'query': {'type': 'string', 'minLength': 2, 'description': "Search terms, e.g. 'AI pilot kill criteria'."}}}
Output schema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['results'], 'properties': {'results': {'type': 'array', 'items': {'type': 'object', 'required': ['slug', 'title', 'pillar', 'date', 'excerpt', 'url'], 'properties': {'url': {'type': 'string'}, 'date': {'type': 'string'}, 'slug': {'type': 'string'}, 'title': {'type': 'string'}, 'pillar': {'type': 'string'}, 'excerpt': {'type': 'string'}}, 'additionalProperties': {}}}}, 'additionalProperties': False}
search_site
Search everything
Search every public resource on The Revenue AI Report in one call: articles, research themes, frameworks, methodology, skills, prompts, playbooks, datasets, archive issues, the reversal ledger, the AI tool library, and glossary and dictionary definitions. Filters: `kind` (resource type), `category` (article or issue pillar, playbook or prompt team, skill task, tool or ledger category, case insensitive), `tags` with `tag_match` ('all' requires every tag, 'any' requires one). Paging: `limit` (page size, default 12, max 40) with either `offset` or the `next_cursor` returned by the previous call. Results are ranked and stable for the same query and filters. Returns ranked matches with live URL, kind, category, tags and an excerpt, plus `totalMatches`, `countsByKind`, `availableFilters` for discovery, and `nextCursor`/`hasMore` for paging. Examples: {"query":"forecast accuracy"} | {"query":"pipeline hygiene","kind":"Playbook","category":"revops","tags":["L3"]} | {"query":"AI SDR","tags":["L2","sales"],"tag_match":"any"} | {"query":"AI SDR","limit":10,"offset":10} | {"query":"AI SDR","limit":10,"cursor":"<next_cursor from previous call>"} Use this first when you do not know which resource type answers the question.
Read only
Idempotent
Input schema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['query'], 'properties': {'kind': {'enum': ['Article', 'Research', 'Framework', 'Methodology', 'Skill', 'Prompt', 'Dataset', 'Archive issue', 'Reversal Ledger', 'Playbook', 'AI tool', 'Definition'], 'type': 'string', 'description': "Restrict results to one resource type, e.g. 'Playbook' or 'Skill'."}, 'tags': {'type': 'array', 'items': {'type': 'string'}, 'description': "Tags to filter on. Tags include playbook tags, maturity levels (L1 to L6), skill roles and levels, prompt teams, and tool functions. Example: ['L3','sales']."}, 'limit': {'type': 'integer', 'maximum': 40, 'minimum': 1, 'description': 'Page size. Default 12, max 40.'}, 'query': {'type': 'string', 'minLength': 2, 'description': "What the user is looking for, e.g. 'AI SDR pilot kill criteria'."}, 'cursor': {'type': 'string', 'description': 'Opaque `next_cursor` from the previous call. Fetches the following page with the same query and filters.'}, 'offset': {'type': 'integer', 'maximum': 9007199254740991, 'minimum': 0, 'description': 'How many ranked matches to skip before this page. Default 0. Ignored when `cursor` is given.'}, 'category': {'type': 'string', 'description': "Restrict to one category: article/issue pillar, playbook or prompt team, skill task, tool or ledger category. Case insensitive. Example: 'revops'."}, 'tag_match': {'enum': ['all', 'any'], 'type': 'string', 'description': "How to apply `tags`. 'all' (default) keeps items carrying every tag. 'any' keeps items carrying at least one."}}}
Output schema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['query', 'filters', 'totalMatches', 'returned', 'offset', 'limit', 'hasMore', 'nextOffset', 'nextCursor', 'countsByKind', 'results', 'availableFilters', 'indexedDocuments'], 'properties': {'limit': {'type': 'number'}, 'query': {'type': 'string'}, 'offset': {'type': 'number'}, 'filters': {'type': 'object', 'required': ['kind', 'category', 'tags', 'tagMatch'], 'properties': {'kind': {'anyOf': [{'type': 'string'}, {'type': 'null'}]}, 'tags': {'type': 'array', 'items': {'type': 'string'}}, 'category': {'anyOf': [{'type': 'string'}, {'type': 'null'}]}, 'tagMatch': {'type': 'string'}}, 'additionalProperties': {}}, 'hasMore': {'type': 'boolean'}, 'results': {'type': 'array', 'items': {'type': 'object', 'required': ['kind', 'title', 'path', 'url', 'category', 'tags', 'excerpt'], 'properties': {'url': {'type': 'string'}, 'kind': {'type': 'string'}, 'path': {'type': 'string'}, 'tags': {'type': 'array', 'items': {'type': 'string'}}, 'title': {'type': 'string'}, 'excerpt': {'type': 'string'}, 'category': {'anyOf': [{'type': 'string'}, {'type': 'null'}]}}, 'additionalProperties': {}}}, 'returned': {'type': 'number'}, 'nextCursor': {'anyOf': [{'type': 'string'}, {'type': 'null'}]}, 'nextOffset': {'anyOf': [{'type': 'number'}, {'type': 'null'}]}, 'countsByKind': {'type': 'object', 'propertyNames': {'type': 'string'}, 'additionalProperties': {'type': 'number'}}, 'totalMatches': {'type': 'number'}, 'availableFilters': {'type': 'object', 'required': ['categories', 'tags'], 'properties': {'tags': {'type': 'array', 'items': {'type': 'string'}}, 'categories': {'type': 'array', 'items': {'type': 'string'}}}, 'additionalProperties': {}}, 'indexedDocuments': {'type': 'number'}}, 'additionalProperties': False}
search_tools
Search the AI tool library
Search The Revenue AI Report AI tool library: go-to-market and revenue AI vendors with category, revenue functions, use cases, adoption effort level, and vendor claims. Ranking runs on name, description, best-for, and use cases; vendor keywords only count on an exact whole-tag match, so a generic word does not pull in unrelated vendors. Filter with category, revenueFunction, maturity (L1 to L6), or tag. Every response returns availableFilters with the full category and revenue-function lists plus the most common vendor tags, so you can re-run a narrowed query without guessing the taxonomy. Vendor claims are the vendor's own, not Report benchmarks.
Read only
Idempotent
Input schema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {'tag': {'type': 'string', 'description': "Exact vendor keyword, for example 'forecasting'. See availableFilters.topTags."}, 'limit': {'type': 'integer', 'maximum': 100, 'minimum': 1, 'description': 'Default 25.'}, 'query': {'type': 'string', 'description': 'Keyword matched on name, description, best-for, and use cases, ranked by relevance.'}, 'category': {'type': 'string', 'description': "Exact tool category, for example 'Productivity & Automation'. See availableFilters.categories."}, 'maturity': {'type': 'integer', 'maximum': 6, 'minimum': 1, 'description': 'AI maturity level, from L1 Starter to L6 Rebuilt.'}, 'revenueFunction': {'type': 'string', 'description': 'Exact revenue function, for example Sales, Marketing, Customer Success, Revenue Operations. See availableFilters.functions.'}}}
Output schema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['total', 'matched', 'returned', 'tools', 'adoptionLevels', 'availableFilters', 'note'], 'properties': {'note': {'type': 'string'}, 'tools': {'type': 'array', 'items': {'type': 'object', 'required': ['slug', 'name', 'category', 'description', 'functions', 'maturity', 'website', 'url'], 'properties': {'url': {'type': 'string'}, 'name': {'type': 'string'}, 'slug': {'type': 'string'}, 'website': {'type': 'string'}, 'category': {'type': 'string'}, 'maturity': {'type': 'number'}, 'functions': {'type': 'array', 'items': {'type': 'string'}}, 'description': {'type': 'string'}}, 'additionalProperties': {}}}, 'total': {'type': 'number'}, 'matched': {'type': 'number'}, 'returned': {'type': 'number'}, 'adoptionLevels': {}, 'availableFilters': {'type': 'object', 'required': ['categories', 'functions', 'maturity', 'topTags'], 'properties': {'topTags': {'type': 'array', 'items': {'type': 'string'}}, 'maturity': {'type': 'array', 'items': {'type': 'number'}}, 'functions': {'type': 'array', 'items': {'type': 'string'}}, 'categories': {'type': 'array', 'items': {'type': 'string'}}}, 'additionalProperties': {}}}, 'additionalProperties': False}
History
Recent tool changes
Changed
search_tools
Sept. 25, 2026, 2:49 a.m.
Added
lookup_term
Sept. 23, 2026, 2:40 a.m.
Added
list_reversals
Sept. 23, 2026, 2:40 a.m.
Added
get_tool
Sept. 23, 2026, 2:40 a.m.
Added
search_tools
Sept. 23, 2026, 2:40 a.m.
Added
get_dataset
Sept. 23, 2026, 2:40 a.m.
Added
list_datasets
Sept. 23, 2026, 2:40 a.m.
Added
get_playbook
Sept. 23, 2026, 2:40 a.m.
Added
list_playbooks
Sept. 23, 2026, 2:40 a.m.
Added
get_prompt
Sept. 23, 2026, 2:40 a.m.
Added
list_prompts
Sept. 23, 2026, 2:40 a.m.
Added
get_skill
Sept. 23, 2026, 2:40 a.m.
Added
list_skills
Sept. 23, 2026, 2:40 a.m.
Added
get_framework
Sept. 23, 2026, 2:40 a.m.
Added
list_frameworks
Sept. 23, 2026, 2:40 a.m.
Added
get_research
Sept. 23, 2026, 2:40 a.m.
Added
list_research
Sept. 23, 2026, 2:40 a.m.
Added
get_publication
Sept. 23, 2026, 2:40 a.m.
Added
search_publications
Sept. 23, 2026, 2:40 a.m.
Added
list_publications
Sept. 23, 2026, 2:40 a.m.
Added
get_publication_info
Sept. 23, 2026, 2:40 a.m.
Added
get_resource
Sept. 23, 2026, 2:40 a.m.
Added
search_site
Sept. 23, 2026, 2:40 a.m.
Added
list_resources
Sept. 23, 2026, 2:40 a.m.
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