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api-evangelist

com.apievangelist/api-evangelist
Developer Tools Knowledge & Documentation Search & Research Public & reachable MCP 2026-07-28

What this MCP does

Provides API governance analysis, OpenAPI overlays and version diffs, security-sensitive field classification, code samples, maturity scorecards, and research catalogs.

Capabilities

Tools

67 tools
api_coverage
Measure how much of an API description your governance actually inspects — coverage by section, each rule's reach, and the rules that match nothing. Like test coverage, one altitude up.
Input schema 
{'type': 'object', 'required': ['document'], 'properties': {'document': {'type': ['string', 'object'], 'description': 'The API description to operate on — OpenAPI, AsyncAPI, Arazzo or JSON Schema. A YAML/JSON string or an already-parsed object; both are accepted.'}}, 'additionalProperties': True}
api_scorecard
Score an API's maturity 0-100 with a letter grade across design, governance coverage, documentation, and (from an apis.json) discoverability, agent-readiness, and operations. Pass your own `ruleset` — a score against rules you never adopted means little.
Input schema 
{'type': 'object', 'required': ['document'], 'properties': {'document': {'type': ['string', 'object'], 'description': 'The API description to operate on — OpenAPI, AsyncAPI, Arazzo or JSON Schema. A YAML/JSON string or an already-parsed object; both are accepted.'}}, 'additionalProperties': True}
apply_overlay
Apply an OpenAPI Overlay to a document and report what each action matched. Use it for deprecation and migration choreography without forking the contract.
Input schema 
{'type': 'object', 'required': ['document', 'overlay'], 'properties': {'overlay': {'type': ['string', 'object'], 'description': 'An OpenAPI Overlay document whose actions are applied to `document`.'}, 'document': {'type': ['string', 'object'], 'description': 'The API description to operate on — OpenAPI, AsyncAPI, Arazzo or JSON Schema. A YAML/JSON string or an already-parsed object; both are accepted.'}}, 'additionalProperties': True}
audit_pipeline
Score a repository's Spectral CI setup against an 8-point maturity rubric and return a prioritized punch-list. Pass a public `repo` ("owner/name") or `files`.
Input schema 
{'type': 'object', 'properties': {}, 'additionalProperties': True}
certify_api
Issue a tamper-evident governance certificate attesting an API passed a named ruleset at a profile threshold. A SHA-256 fingerprint lets anyone re-verify it.
Input schema 
{'type': 'object', 'required': ['api'], 'properties': {'api': {'type': ['string', 'object'], 'description': 'The API description being attested or verified. String or parsed object.'}}, 'additionalProperties': True}
classify_api_fields
Inventory the PII, secret, and sensitive fields an OpenAPI exposes, across parameters and request/response schemas. Run this before exposing an API to agents.
Input schema 
{'type': 'object', 'required': ['document'], 'properties': {'document': {'type': ['string', 'object'], 'description': 'The API description to operate on — OpenAPI, AsyncAPI, Arazzo or JSON Schema. A YAML/JSON string or an already-parsed object; both are accepted.'}}, 'additionalProperties': True}
code_snippets
Generate runnable curl, JavaScript, and Python samples for every operation, with path params filled in and a realistic body.
Input schema 
{'type': 'object', 'required': ['document'], 'properties': {'document': {'type': ['string', 'object'], 'description': 'The API description to operate on — OpenAPI, AsyncAPI, Arazzo or JSON Schema. A YAML/JSON string or an already-parsed object; both are accepted.'}}, 'additionalProperties': True}
company_dimensions
PRO — a company's investment dimensions, each read AGAINST the measured cohort: the cohort median, mean and max, this company's rank and percentile, and an index where 1.0 is exactly typical. A raw dimension score is unreadable on its own; these are the columns that make it mean something.
Input schema 
{'type': 'object', 'required': ['slug'], 'properties': {'slug': {'type': 'string'}}}
company_gaps
A company's weakest investment dimensions — where it is thin. Pro.
Input schema 
{'type': 'object', 'required': ['slug'], 'properties': {'slug': {'type': 'string'}}}
company_peers
PRO — the companies most comparable to this one (same sub-sector where the data supports it, same industry otherwise), each with signal totals and top dimensions. The response says which basis it used.
Input schema 
{'type': 'object', 'required': ['slug'], 'properties': {'slug': {'type': 'string'}, 'limit': {'type': 'integer', 'maximum': 100, 'minimum': 1}}}
company_signals
PRO — the company's adopted stack entity by entity (services, tools, standards), each with how many companies across the cohort carry it and its radar ring.
Input schema 
{'type': 'object', 'required': ['slug'], 'properties': {'slug': {'type': 'string'}}}
company_whitespace
PRO — what this company's peers run that it does not, ranked by how many peers carry it. The opening list for a vendor selling into the account.
Input schema 
{'type': 'object', 'required': ['slug'], 'properties': {'slug': {'type': 'string'}, 'limit': {'type': 'integer', 'maximum': 200, 'minimum': 1}}}
deprecation_posture
Report every deprecated operation and whether it actually announces a sunset. The ones that go quiet are the ones that break consumers.
Input schema 
{'type': 'object', 'required': ['document'], 'properties': {'document': {'type': ['string', 'object'], 'description': 'The API description to operate on — OpenAPI, AsyncAPI, Arazzo or JSON Schema. A YAML/JSON string or an already-parsed object; both are accepted.'}}, 'additionalProperties': True}
diff_api_versions
Compare two OpenAPI versions and classify every change as breaking, non-breaking, or an addition — at path, operation, parameter, request-body, and response granularity.
Input schema 
{'type': 'object', 'required': ['old', 'new'], 'properties': {'new': {'type': ['string', 'object'], 'description': 'The CANDIDATE version to compare against the baseline. Aliases: `to`, `revision`.'}, 'old': {'type': ['string', 'object'], 'description': 'The BASELINE version of the document. Aliases: `from`, `base`.'}}, 'additionalProperties': True}
entity_demand
PRO — THE INVERSION. Every other insights tool runs company -> stack; this one runs stack -> companies: which companies show demand for a given service, tool or standard, broken down by industry. This is the prospecting query — "who should I be selling this to" — and it exists in no report, bundle or page. Returns BOTH the authoritative company count and the companies it can actually name, with the basis difference explained.
Input schema 
{'type': 'object', 'required': ['kind', 'slug'], 'properties': {'kind': {'enum': ['service', 'tool', 'standard'], 'type': 'string'}, 'slug': {'type': 'string', 'description': 'Entity slug or display name — either resolves ("spark" and "Apache Spark" both work).'}, 'limit': {'type': 'integer', 'maximum': 500, 'minimum': 1}, 'industry': {'type': 'string', 'description': 'Restrict the named companies to one industry.'}}}
export_agent_rules
Turn a governance ruleset into agent-native guidance — an AGENTS.md block, a system-prompt set, a per-rule remediation pack, and a digest — so agents follow the rules while authoring, not after linting.
Input schema 
{'type': 'object', 'required': ['ruleset'], 'properties': {'ruleset': {'type': 'object', 'description': 'A Spectral ruleset to run instead of the catalog default. Score against rules you never adopted means little — pass your own.'}}, 'additionalProperties': True}
find_areas
The 77 focused topic areas of the network (agents, gateways, security, …), each a subsite with its own catalog.
Input schema 
{'type': 'object', 'properties': {'q': {'type': 'string', 'description': 'Free text over title, summary, tags, and body.'}, 'page': {'type': 'integer', 'default': 1, 'minimum': 1}, 'sort': {'enum': ['default', 'title', 'date'], 'type': 'string'}, 'tags': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Tag slugs; match any by default.'}, 'limit': {'type': 'integer', 'default': 25, 'maximum': 100, 'minimum': 1}, 'match': {'enum': ['any', 'all'], 'type': 'string', 'default': 'any'}, 'fields': {'type': 'array', 'items': {'type': 'string'}}}}
find_building_blocks
Search the governance building blocks by type: guidance (177), rules (617), policies (283), standards (432), strategies (75), schema (11), properties (790), experiences (46), lifecycle (29).
Input schema 
{'type': 'object', 'required': ['type'], 'properties': {'q': {'type': 'string', 'description': 'Free text over title, summary, tags, and body.'}, 'page': {'type': 'integer', 'default': 1, 'minimum': 1}, 'sort': {'enum': ['default', 'title', 'date'], 'type': 'string'}, 'tags': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Tag slugs; match any by default.'}, 'type': {'enum': ['guidance', 'rules', 'policies', 'standards', 'strategies', 'schema', 'properties', 'experiences', 'lifecycle'], 'type': 'string'}, 'limit': {'type': 'integer', 'default': 25, 'maximum': 100, 'minimum': 1}, 'match': {'enum': ['any', 'all'], 'type': 'string', 'default': 'any'}, 'fields': {'type': 'array', 'items': {'type': 'string'}}}}
find_company_insights
Browse profiled companies (Fortune 1000 + API providers) by name; ranked by technology-readiness signal. Free.
Input schema 
{'type': 'object', 'properties': {'q': {'type': 'string'}, 'page': {'type': 'integer', 'default': 1, 'minimum': 1}, 'limit': {'type': 'integer', 'default': 25, 'maximum': 100, 'minimum': 1}}}
find_conversations
API Evangelist Conversations — recorded discussions with API practitioners (guest, company, YouTube/SoundCloud links).
Input schema 
{'type': 'object', 'properties': {'q': {'type': 'string', 'description': 'Free text over title, summary, tags, and body.'}, 'page': {'type': 'integer', 'default': 1, 'minimum': 1}, 'sort': {'enum': ['default', 'title', 'date'], 'type': 'string'}, 'tags': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Tag slugs; match any by default.'}, 'limit': {'type': 'integer', 'default': 25, 'maximum': 100, 'minimum': 1}, 'match': {'enum': ['any', 'all'], 'type': 'string', 'default': 'any'}, 'fields': {'type': 'array', 'items': {'type': 'string'}}}}
find_entities
Browse the demand-side entity catalog — every service, tool and standard companies are measured against, ranked by how many carry it. Free. This is the left-hand side of the inversion: pick an entity here, then call entity_demand to see WHO.
Input schema 
{'type': 'object', 'properties': {'q': {'type': 'string', 'description': 'Substring match on the entity name.'}, 'kind': {'enum': ['service', 'tool', 'standard'], 'type': 'string'}, 'page': {'type': 'integer'}, 'limit': {'type': 'integer', 'maximum': 100, 'minimum': 1}, 'min_companies': {'type': 'integer', 'description': 'Only entities carried by at least this many companies.'}}}
find_measured_standards
The standards bodies API Evangelist has actually MEASURED — repositories, maturity, governance, coalition. Distinct from find_standards, which searches 613 catalog entries describing what a standard IS. Free.
Input schema 
{'type': 'object', 'properties': {'page': {'type': 'integer'}, 'limit': {'type': 'integer', 'maximum': 100, 'minimum': 1}}}
find_papers
API Evangelist papers — single-PDF deep dives on one practice or topic, with outlines.
Input schema 
{'type': 'object', 'properties': {'q': {'type': 'string', 'description': 'Free text over title, summary, tags, and body.'}, 'page': {'type': 'integer', 'default': 1, 'minimum': 1}, 'sort': {'enum': ['default', 'title', 'date'], 'type': 'string'}, 'tags': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Tag slugs; match any by default.'}, 'limit': {'type': 'integer', 'default': 25, 'maximum': 100, 'minimum': 1}, 'match': {'enum': ['any', 'all'], 'type': 'string', 'default': 'any'}, 'fields': {'type': 'array', 'items': {'type': 'string'}}}}
find_posts
Search or browse 5,100+ API Evangelist stories (2010–present); filter by year or tags.
Input schema 
{'type': 'object', 'properties': {'q': {'type': 'string', 'description': 'Free text over title, summary, tags, and body.'}, 'page': {'type': 'integer', 'default': 1, 'minimum': 1}, 'sort': {'enum': ['default', 'title', 'date'], 'type': 'string'}, 'tags': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Tag slugs; match any by default.'}, 'year': {'type': 'string'}, 'limit': {'type': 'integer', 'default': 25, 'maximum': 100, 'minimum': 1}, 'match': {'enum': ['any', 'all'], 'type': 'string', 'default': 'any'}, 'fields': {'type': 'array', 'items': {'type': 'string'}}}}
find_related
Given any doc (type + slug), the most related content across the whole network, ranked by shared-tag relevance (rare, specific tags weigh most). "More like this," across stories, areas, guidance, papers, conversations, and more.
Input schema 
{'type': 'object', 'required': ['type', 'slug'], 'properties': {'slug': {'type': 'string'}, 'type': {'type': 'string'}, 'limit': {'type': 'integer', 'default': 25, 'maximum': 100, 'minimum': 1}, 'types': {'type': 'array', 'items': {'type': 'string'}}}}
find_services
The services API Evangelist offers teams and customers — API strategy, governance, discovery, and evangelism engagements by Kin Lane. The front door to working with API Evangelist. (For the third-party vendor registry, use find_solutions.)
Input schema 
{'type': 'object', 'properties': {'q': {'type': 'string', 'description': 'Free text over title, summary, tags, and body.'}, 'page': {'type': 'integer', 'default': 1, 'minimum': 1}, 'sort': {'enum': ['default', 'title', 'date'], 'type': 'string'}, 'tags': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Tag slugs; match any by default.'}, 'limit': {'type': 'integer', 'default': 25, 'maximum': 100, 'minimum': 1}, 'match': {'enum': ['any', 'all'], 'type': 'string', 'default': 'any'}, 'fields': {'type': 'array', 'items': {'type': 'string'}}}}
find_solutions
The solutions registry — 740+ third-party API services and tools (gateways, portals, testing, monitoring, …) ranked by adoption across the companies API Evangelist tracks.
Input schema 
{'type': 'object', 'properties': {'q': {'type': 'string', 'description': 'Free text over title, summary, tags, and body.'}, 'page': {'type': 'integer', 'default': 1, 'minimum': 1}, 'sort': {'enum': ['default', 'title', 'date'], 'type': 'string'}, 'tags': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Tag slugs; match any by default.'}, 'limit': {'type': 'integer', 'default': 25, 'maximum': 100, 'minimum': 1}, 'match': {'enum': ['any', 'all'], 'type': 'string', 'default': 'any'}, 'fields': {'type': 'array', 'items': {'type': 'string'}}}}
find_tags
Browse and rank the network tag taxonomy — every subject tag across 16k+ docs, by frequency or breadth (how many content types use it). Search with q. The map of what API Evangelist covers.
Input schema 
{'type': 'object', 'properties': {'q': {'type': 'string'}, 'page': {'type': 'integer', 'default': 1, 'minimum': 1}, 'sort': {'enum': ['count', 'breadth'], 'type': 'string'}, 'limit': {'type': 'integer', 'default': 25, 'maximum': 100, 'minimum': 1}}}
find_tools
The open-source tooling registry — 400+ tools in use across the companies API Evangelist tracks, each with adoption counts and technology-radar placement.
Input schema 
{'type': 'object', 'properties': {'q': {'type': 'string', 'description': 'Free text over title, summary, tags, and body.'}, 'page': {'type': 'integer', 'default': 1, 'minimum': 1}, 'sort': {'enum': ['default', 'title', 'date'], 'type': 'string'}, 'tags': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Tag slugs; match any by default.'}, 'limit': {'type': 'integer', 'default': 25, 'maximum': 100, 'minimum': 1}, 'match': {'enum': ['any', 'all'], 'type': 'string', 'default': 'any'}, 'fields': {'type': 'array', 'items': {'type': 'string'}}}}
find_videos
The API Evangelist video library — interviews and discussions from across the API space, searchable by transcript.
Input schema 
{'type': 'object', 'properties': {'q': {'type': 'string', 'description': 'Free text over title, summary, tags, and body.'}, 'page': {'type': 'integer', 'default': 1, 'minimum': 1}, 'sort': {'enum': ['default', 'title', 'date'], 'type': 'string'}, 'tags': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Tag slugs; match any by default.'}, 'limit': {'type': 'integer', 'default': 25, 'maximum': 100, 'minimum': 1}, 'match': {'enum': ['any', 'all'], 'type': 'string', 'default': 'any'}, 'fields': {'type': 'array', 'items': {'type': 'string'}}}}
find_vocabulary
The API vocabulary — thousands of resources, actions, personas, domains, schemas, and tags extracted from the API landscape. Filter by category.
Input schema 
{'type': 'object', 'properties': {'q': {'type': 'string', 'description': 'Free text over title, summary, tags, and body.'}, 'page': {'type': 'integer', 'default': 1, 'minimum': 1}, 'sort': {'enum': ['default', 'title', 'date'], 'type': 'string'}, 'tags': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Tag slugs; match any by default.'}, 'limit': {'type': 'integer', 'default': 25, 'maximum': 100, 'minimum': 1}, 'match': {'enum': ['any', 'all'], 'type': 'string', 'default': 'any'}, 'fields': {'type': 'array', 'items': {'type': 'string'}}, 'category': {'enum': ['resources', 'actions', 'personas', 'domains', 'schemas', 'tags'], 'type': 'string'}}}
forge_mcp_tools
From an OpenAPI, forge an MCP server design, per-operation tools, Agent Skills, an enriched OpenAPI, a server.json, and apis.json properties.
Input schema 
{'type': 'object', 'required': ['document'], 'properties': {'document': {'type': ['string', 'object'], 'description': 'The API description to operate on — OpenAPI, AsyncAPI, Arazzo or JSON Schema. A YAML/JSON string or an already-parsed object; both are accepted.'}}, 'additionalProperties': True}
gate_agent_context
Choose which operations and fields an API exposes to agents and emit a governed Tyk OpenAPI, an MCP tool manifest, and a Spectral ruleset with PII and secret checks.
Input schema 
{'type': 'object', 'properties': {}, 'additionalProperties': True}
generate_agent_descriptor
Generate an API's llms.txt and an AGENTS.md consumption contract — base URL, auth, the operation table, deprecated operations to avoid, and usage rules.
Input schema 
{'type': 'object', 'properties': {}, 'additionalProperties': True}
get_area
One topic area with its related-area graph resolved — walk the network from here.
Input schema 
{'type': 'object', 'required': ['slug'], 'properties': {'slug': {'type': 'string'}}}
get_building_block
One building block by type + slug; include=["content"] returns the full body.
Input schema 
{'type': 'object', 'required': ['type', 'slug'], 'properties': {'slug': {'type': 'string'}, 'type': {'enum': ['guidance', 'rules', 'policies', 'standards', 'strategies', 'schema', 'properties', 'experiences', 'lifecycle'], 'type': 'string'}, 'include': {'type': 'array', 'items': {'enum': ['content']}}}}
get_company_insight
Full demand-side profile for one company: 40-dimension readiness, adopted stack, per-quarter history. Pro.
Input schema 
{'type': 'object', 'required': ['slug'], 'properties': {'slug': {'type': 'string'}}}
get_contact
Every way to reach API Evangelist — email, contact form, newsletter, GitHub, social channels, and postal mail.
Input schema 
{'type': 'object', 'properties': {}}
get_conversation
One conversation with guest detail and media links; include=["content"] returns the writeup.
Input schema 
{'type': 'object', 'required': ['slug'], 'properties': {'slug': {'type': 'string'}, 'include': {'type': 'array', 'items': {'enum': ['content']}}}}
get_feeds
The static machine-readable feeds every network site publishes (JSON, APIs.json, zero-auth) — the no-key alternative to this API.
Input schema 
{'type': 'object', 'properties': {}}
get_guidance_section
One editorial guidance section as a list: history, technology, business, politics, governance, or evangelism — the six lenses API Evangelist organizes guidance through.
Input schema 
{'type': 'object', 'required': ['section'], 'properties': {'page': {'type': 'integer', 'default': 1, 'minimum': 1}, 'limit': {'type': 'integer', 'default': 25, 'maximum': 100, 'minimum': 1}, 'section': {'enum': ['history', 'technology', 'business', 'politics', 'governance', 'evangelism'], 'type': 'string'}}}
get_overview
START HERE. What the API Evangelist network offers: sixteen years of API research as searchable stories, 77 topic areas, governance building blocks (guidance, rules, policies, standards, strategies), papers, conversations, and the consulting services Kin Lane offers teams. Returns counts, entry points, and how to engage.
Input schema 
{'type': 'object', 'properties': {}}
get_paper
One paper with its full outline and purchase/landing URL.
Input schema 
{'type': 'object', 'required': ['slug'], 'properties': {'slug': {'type': 'string'}}}
get_post
One story by slug (YYYY-MM-DD-slug); include=["content"] returns the full markdown body.
Input schema 
{'type': 'object', 'required': ['slug'], 'properties': {'slug': {'type': 'string'}, 'include': {'type': 'array', 'items': {'enum': ['content']}}}}
get_service
Full detail for one service offering by slug; include=["content"] inlines the full pitch.
Input schema 
{'type': 'object', 'required': ['slug'], 'properties': {'slug': {'type': 'string'}, 'include': {'type': 'array', 'items': {'enum': ['content']}}}}
get_solution
One solution from the vendor registry by slug, with its website and adoption count.
Input schema 
{'type': 'object', 'required': ['slug'], 'properties': {'slug': {'type': 'string'}}}
get_stats
PRO — catalog intelligence: per-type counts, stories-per-year, and the top tags by reach across the network.
Input schema 
{'type': 'object', 'properties': {}}
get_tag
One tag with its per-type counts and everything it labels across the whole network (stories, areas, guidance, papers, …). Filter with types.
Input schema 
{'type': 'object', 'required': ['slug'], 'properties': {'page': {'type': 'integer', 'default': 1, 'minimum': 1}, 'slug': {'type': 'string'}, 'limit': {'type': 'integer', 'default': 25, 'maximum': 100, 'minimum': 1}, 'types': {'type': 'array', 'items': {'type': 'string'}}}}
get_timeline
One of the four research timelines in chronological order: api (the moments that shaped web APIs), resources (which digital resources became APIs and when), industries (the industrial history framing API infrastructure), people (the people who made compute and APIs possible).
Input schema 
{'type': 'object', 'required': ['timeline'], 'properties': {'page': {'type': 'integer', 'default': 1, 'minimum': 1}, 'limit': {'type': 'integer', 'default': 25, 'maximum': 100, 'minimum': 1}, 'timeline': {'enum': ['api', 'resources', 'industries', 'people'], 'type': 'string'}}}
get_tool
One tool from the tooling registry by slug, with its website, adoption count, and radar ring.
Input schema 
{'type': 'object', 'required': ['slug'], 'properties': {'slug': {'type': 'string'}}}
get_video
One video by slug with its YouTube id; include=["content"] returns the full transcript.
Input schema 
{'type': 'object', 'required': ['slug'], 'properties': {'slug': {'type': 'string'}, 'include': {'type': 'array', 'items': {'enum': ['content']}}}}
governance_report
Turn Spectral findings into a self-contained HTML governance report — severity summary, grouped by rule, framed toward progress.
Input schema 
{'type': 'object', 'required': ['results'], 'properties': {'results': {'type': ['array', 'object'], 'description': 'Spectral findings to render. An array, or the `{ results: [...] }` object a run returned.'}}, 'additionalProperties': True}
govern_estate
PRO — Run the core governance checks across a WHOLE SET of internal APIs and roll them up: per-API score/grade/errors/PII, plus estate aggregates (avg score, grade distribution, APIs with PII/secrets) and a worst-first punch-list of what to fix. Pass `apis` ([{id, document}]) and your own `ruleset`. detail:true adds per-API dimensions.
Input schema 
{'type': 'object', 'required': ['apis'], 'properties': {'apis': {'type': 'array', 'items': {'type': 'object'}, 'description': 'The estate: one entry per API, [{ id, document }]. `document` alone is accepted for a single API.'}}, 'additionalProperties': True}
guide_topic
PRO — Curated guide to one API topic (e.g. "gateways", "api governance", "discovery", "agents"). Bundles the matching topic area (with related areas), top guidance, rules, policies, and standards, relevant papers and recent stories, plus the API Evangelist services that can help a team with this topic.
Input schema 
{'type': 'object', 'required': ['topic'], 'properties': {'topic': {'type': 'string', 'description': 'The topic to build a guide for.'}}}
insights_adoption
Services, tools, or standards ranked by how many companies adopt them. Free.
Input schema 
{'type': 'object', 'properties': {'page': {'type': 'integer', 'default': 1, 'minimum': 1}, 'type': {'enum': ['service', 'tool', 'standard'], 'type': 'string', 'default': 'service'}, 'limit': {'type': 'integer', 'default': 25, 'maximum': 100, 'minimum': 1}}}
insights_dimensions
Cross-section ranking of the 40 tracked investment dimensions (AI, cloud, governance, …) by company signal. Free.
Input schema 
{'type': 'object', 'properties': {'page': {'type': 'integer', 'default': 1, 'minimum': 1}, 'limit': {'type': 'integer', 'default': 25, 'maximum': 100, 'minimum': 1}}}
map_api_experience
Map each REST operation to its MCP tool and Agent Skill — the API -> MCP -> Agent-Skill chain — from an APIs.json, with a free/paid coverage scorecard and a flow map.
Input schema 
{'type': 'object', 'properties': {}, 'additionalProperties': True}
mock_payloads
Generate an example request and success-response payload for every operation from its schema.
Input schema 
{'type': 'object', 'required': ['document'], 'properties': {'document': {'type': ['string', 'object'], 'description': 'The API description to operate on — OpenAPI, AsyncAPI, Arazzo or JSON Schema. A YAML/JSON string or an already-parsed object; both are accepted.'}}, 'additionalProperties': True}
reconcile_waivers
Reconcile a waivers file against lint output: suppress sanctioned violations and surface the expired, stale, and expiring ones. Returns the effective failing set a build should gate on.
Input schema 
{'type': 'object', 'required': ['waivers', 'violations'], 'properties': {'waivers': {'type': ['string', 'object'], 'description': 'The waivers file to reconcile — sanctioned violations, with expiry.'}, 'violations': {'type': ['array', 'object', 'string'], 'description': 'Lint output to reconcile against the waivers. An array of findings, or the object a linter returned.'}}, 'additionalProperties': True}
score_reusability
Score how reusable a set of APIs is and detect duplication across them — the anti-sprawl view of an estate.
Input schema 
{'type': 'object', 'properties': {}, 'additionalProperties': True}
search_api_evangelist
Unified search across the whole network: 5k+ stories, 77 topic areas, 2.5k governance building blocks, papers, conversations, videos, tools, timelines, services, and vocabulary. Filter with types (posts, areas, guidance, rules, policies, standards, strategies, schema, properties, experiences, lifecycle, conversations, videos, papers, services, solutions, tools, timelines, vocabulary).
Input schema 
{'type': 'object', 'properties': {'q': {'type': 'string', 'description': 'Free text over title, summary, tags, and body.'}, 'page': {'type': 'integer', 'default': 1, 'minimum': 1}, 'sort': {'enum': ['default', 'title', 'date'], 'type': 'string'}, 'tags': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Tag slugs; match any by default.'}, 'limit': {'type': 'integer', 'default': 25, 'maximum': 100, 'minimum': 1}, 'match': {'enum': ['any', 'all'], 'type': 'string', 'default': 'any'}, 'types': {'type': 'array', 'items': {'type': 'string'}}, 'fields': {'type': 'array', 'items': {'type': 'string'}}}}
standard_adoption
How far a standards body actually got: repositories published, how many graduated past unclassified and the resulting share, release cadence, contributor count — with the provenance of every figure and an explicit list of what is NOT measured. Free, because a specification is a public good.
Input schema 
{'type': 'object', 'required': ['slug'], 'properties': {'slug': {'type': 'string'}}}
standard_coalition
Who is actually behind a standard: the governing bodies and their membership, the working groups, the member companies, and the named people. Carries the caveats where our machine-readable source disagrees with the body's own published roster. Free.
Input schema 
{'type': 'object', 'required': ['slug'], 'properties': {'slug': {'type': 'string'}}}
standard_repositories
Every repository a standards body publishes, with maturity, stars, forks, open issues and archived status. Free.
Input schema 
{'type': 'object', 'required': ['slug'], 'properties': {'page': {'type': 'integer'}, 'slug': {'type': 'string'}, 'limit': {'type': 'integer', 'maximum': 100, 'minimum': 1}}}
validate_api
Lint an OpenAPI, AsyncAPI, Arazzo, or JSON Schema document against the curated best-of-breed ruleset (Spectral) and return the findings. Pass your own `ruleset` to run rules you own instead of the catalog — which is what you should do before gating on anything.
Input schema 
{'type': 'object', 'required': ['document'], 'properties': {'document': {'type': ['string', 'object'], 'description': 'The API description to operate on — OpenAPI, AsyncAPI, Arazzo or JSON Schema. A YAML/JSON string or an already-parsed object; both are accepted.'}}, 'additionalProperties': True}
validate_onboarding
Validate an API Onboarding Descriptor (AID) against the api-commons schema and report which optional sections it fills in.
Input schema 
{'type': 'object', 'required': ['descriptor'], 'properties': {'descriptor': {'type': ['string', 'object'], 'description': 'An API Onboarding Descriptor (AID) to validate. Aliases: `aid`, `document`.'}}, 'additionalProperties': True}
verify_certificate
Re-verify a governance certificate against the API it attests to. If the API drifted or the certificate was forged, verification fails.
Input schema 
{'type': 'object', 'required': ['certificate', 'api'], 'properties': {'api': {'type': ['string', 'object'], 'description': 'The API description being attested or verified. String or parsed object.'}, 'certificate': {'type': ['string', 'object'], 'description': 'The governance certificate to re-verify. Alias: `cert`.'}}, 'additionalProperties': True}
History

Recent tool changes

Added
generate_agent_descriptor
Sept. 17, 2026, 12:33 p.m.
Added
map_api_experience
Sept. 17, 2026, 12:33 p.m.
Added
score_reusability
Sept. 17, 2026, 12:33 p.m.
Added
code_snippets
Sept. 17, 2026, 12:33 p.m.
Added
mock_payloads
Sept. 17, 2026, 12:33 p.m.
Added
apply_overlay
Sept. 17, 2026, 12:33 p.m.
Added
gate_agent_context
Sept. 17, 2026, 12:33 p.m.
Added
forge_mcp_tools
Sept. 17, 2026, 12:33 p.m.
Added
audit_pipeline
Sept. 17, 2026, 12:33 p.m.
Added
export_agent_rules
Sept. 17, 2026, 12:33 p.m.
Added
certify_api
Sept. 17, 2026, 12:33 p.m.
Added
validate_onboarding
Sept. 17, 2026, 12:33 p.m.
Added
deprecation_posture
Sept. 17, 2026, 12:33 p.m.
Added
govern_estate
Sept. 17, 2026, 12:33 p.m.
Added
api_scorecard
Sept. 17, 2026, 12:33 p.m.
Added
diff_api_versions
Sept. 17, 2026, 12:33 p.m.
Added
classify_api_fields
Sept. 17, 2026, 12:33 p.m.
Added
verify_certificate
Sept. 17, 2026, 12:33 p.m.
Added
governance_report
Sept. 17, 2026, 12:33 p.m.
Added
reconcile_waivers
Sept. 17, 2026, 12:33 p.m.
Added
api_coverage
Sept. 17, 2026, 12:33 p.m.
Added
validate_api
Sept. 17, 2026, 12:33 p.m.
Added
standard_repositories
Sept. 17, 2026, 12:33 p.m.
Added
standard_coalition
Sept. 17, 2026, 12:33 p.m.
Added
standard_adoption
Sept. 17, 2026, 12:33 p.m.
Added
find_measured_standards
Sept. 17, 2026, 12:33 p.m.
Added
entity_demand
Sept. 17, 2026, 12:33 p.m.
Added
find_entities
Sept. 17, 2026, 12:33 p.m.
Added
company_signals
Sept. 17, 2026, 12:33 p.m.
Added
company_whitespace
Sept. 17, 2026, 12:33 p.m.
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