Open Knowledge Format for Crossplane v2
LLM wiki kit
First committed by jkroepke
Published in jkroepke/okf-crossplane-v2. Publisher page
37 GitHub stars
What it is
LLM-wiki in OKF (Open Knowledge Format) for Crossplane v2
AutoGineer overview, from the brain’s own files
The okf-crossplane-v2 repository provides a versioned, source-backed knowledge catalog designed to help AI agents and developers navigate the Crossplane v2 ecosystem. It aggregates information from Go API types, CRDs, package metadata, and documentation into a structured format. By utilizing the Open Knowledge Format (OKF), it enables agents to perform precise lookups on providers, composition functions, and API definitions. The project includes a dedicated MCP server that allows agents to query live repository data, such as CRD definitions, versioning, and examples, ensuring that the information retrieved is grounded in specific, versioned source code.
How it works
Memory model: LLM wiki
AutoGineer overview, from the brain’s own files
The system organizes technical knowledge into a catalog of Markdown files stored in the catalog folder. These files contain OKF metadata and provenance links. An MCP server, which can be self-hosted or used via a public endpoint, ingests this catalog into a DuckDB instance. Agents interact with this data through specific tools that resolve provider versions, search CRDs, and retrieve documentation or examples. The system relies on specialized researcher agents defined in the .agents folder to maintain and validate the knowledge base, ensuring that facts are linked to stable source code and documentation.
| Folder | Role | Files |
|---|---|---|
| .codex | agent-config | 25 |
| .github | agent-config | 2 |
| skills | agent-instructions | 1 |
| .agents | folder | 37 |
| .codex-plugin | folder | 1 |
| .okf | folder | 2 |
| .pi | folder | 27 |
| .plugin | folder | 1 |
| catalog | folder | 120 |
| mcp | folder | 12 |
Requirements
Apps: Docker
API keys (by name): GITHUB_TOKEN
Works with: Claude Code, OpenAI Codex, GitHub Copilot, Cursor, Gemini CLI, Kiro, OpenCode, Amp, Cline, JetBrains Junie, Devin (ex-Windsurf)
Set it up
- Download the brain as a ZIP and unzip it where you keep your notes or project: https://mp-staging.autogineer.com/agent-brains/jkroepke/okf-crossplane-v2/download
Point Claude Code at .codex-plugin/plugin.json: it does not read that file on its own.
cd okf-crossplane-v2 && claude
AutoGineer scanned these files at commit df24ac2.
Add crossplane-v2-okf to .mcp.json:
{ "mcpServers": { "crossplane-v2-okf": { "type": "http", "url": "https://crossplane.mcp.jkroepke.de/mcp" } } }Or add it with the Claude Code CLI:
claude mcp add --transport http crossplane-v2-okf https://crossplane.mcp.jkroepke.de/mcpYour data is sent to crossplane.mcp.jkroepke.de.
First committed by jkroepke. Published in jkroepke/okf-crossplane-v2. Licence: Apache License 2.0.
Usage
AutoGineer overview, from the brain’s own files
- Querying CRD definitions for specific Crossplane providers
- Retrieving versioned examples for composition functions
- Resolving stable provider versions and their associated documentation
- Integrating Crossplane knowledge into AI agent workflows via MCP
- “Find the latest version of the AWS provider and list its CRDs.”
- The agent uses the get_versions and provider_crd_search tools to return the canonical repository name and a list of available CRDs for the specified provider.
- “Show me the definition for the S3Bucket CRD in the latest AWS provider.”
- The agent retrieves the YAML definition of the requested CRD using the provider_crd_get_definition tool, ensuring the output is token-efficient.
Documentation by jkroepke
Image: CI Image: GitHub license Image: GitHub Repo stars Image: BundleDex
Open Knowledge Format for Crossplane v2
This repository provides a structured knowledge catalog for the Crossplane v2 ecosystem using Open Knowledge Format v0.2.
The goal is to make Crossplane concepts, APIs, providers, composition functions, documentation, and practical examples easier to discover and understand. The catalog is designed for both humans and knowledge-aware tools.
Installation
WARNING
The public MCP server is a temporary early-access service for early adopters. Its availability is not guaranteed, and it may change or be removed without notice. It is intended to bridge the current tooling gap until the OKF ecosystem provides practical, end-user-friendly solutions that run locally. For reliable or production use, self-host the included container.
Install the companion skill and hosted OKF-aware MCP server together as a plugin for every detected supported agent:
npx plugins add jkroepke/okf-crossplane-v2Pass --target codex to install only in Codex. Restart the selected agents
after installation.
Alternatively, install the hosted OKF-aware MCP server globally:
npx add-mcp \
https://crossplane.mcp.jkroepke.de/mcp \
--name crossplane-v2-okf \
--globalThen install the companion skill so the agent prefers this bundle over generic documentation providers for Crossplane v2 questions:
npx skills add jkroepke/okf-crossplane-v2 \
--skill crossplane-v2-okf \
--globalBoth standalone installers detect supported agents and ask where the integration should be installed. Restart the selected agent after installation.
The public MCP health endpoint is available at https://crossplane.mcp.jkroepke.de/healthz.
Self-hosting the MCP server
The included container fetches this repository, ingests catalog/ into a DuckDB catalog, and serves the okf-mcp tools over Streamable HTTP.
docker compose up --build --detachTo authenticate the server's GitHub requests, export GITHUB_TOKEN before
starting the container. The token is optional.
The local MCP endpoint is http://127.0.0.1:8000/mcp. Put it behind a TLS reverse proxy for crossplane.mcp.jkroepke.de.
The catalog is refreshed at container startup. If fetching or ingestion fails and a previous catalog exists in the volume, the server continues with that last successful catalog.
The MCP tools are read-only, but the public endpoint has no application-level authentication. Apply request limits and access controls at the reverse proxy when required.
Crossplane package tools
The server adds these tools backed by OSS GitHub repositories:
get_versions(name)resolves an OSS provider or function repository and returns its canonical repository name,versions.latest, a compact list of recent stable versions, and tag counts. Pass the returned provider name to the CRD tools.provider_crd_search(provider_name, provider_version, crd_search_term)searches CRDs in one explicit provider package version. The search term supports case-insensitive shell-style wildcards.provider_crd_get_definition(provider_name, provider_version, crd_name, path?)returns the complete CRD definition as token-efficient YAML. Use a dotted path such as.specor.spec.versions[0]to return only a subtree.provider_crd_get_examples(provider_name, provider_version, crd_name)returns GitHub repository paths for generated and handwritten examples. Without an API version, it selects the latest served CRD API version, for exampleexamples-generated/namespaced/ec2/v1beta2/route.yaml.provider_crd_get_terraform_docs(provider_name, provider_version, crd_name)returns the Terraform provider repository, version, and documentation path. It reads the Crossplane provider Makefile and the generated controller mapping instead of inferring the Terraform resource name.
crd_name accepts a Kind, group/Kind, group/version/Kind, or a YAML fragment containing apiVersion and kind.
Use an OSS GitHub repository name such as crossplane-contrib/provider-upjet-aws or crossplane-contrib/function-go-templating. A small set of historical package aliases is mapped to their known OSS source repositories; unmapped upbound/... names are rejected rather than guessed.
The CRD tools require an explicit provider version. The value latest is also supported and selects the highest stable semantic-version Git tag. Self-hosted deployments need outbound HTTPS access to GITHUB_API_URL and GITHUB_RAW_URL.
Successful remote fetches are cached in memory. Git tag listings use the configurable short FETCH_CACHE_TTL_SECONDS (default: 300 seconds); CRDs, definitions, examples, and Terraform metadata resolved at immutable Git tags are cached for 30 days. FETCH_CACHE_MAX_ENTRIES (default: 512) bounds memory use.
Why this repository exists
Crossplane knowledge is distributed across many repositories and kinds of sources:
Go API types and runtime implementations
CustomResourceDefinitions and OpenAPI schemas
package metadata
tests and executable examples
official Crossplane documentation
community implementations and real-world composition examples
Upjet-based providers add another layer. Their Crossplane managed resources are generated from Terraform provider resources, while the Terraform documentation often contains more details about the underlying cloud APIs and configuration fields.
This repository connects these sources in one versioned catalog without replacing the original documentation.
Knowledge structure
Knowledge is stored as small Markdown documents under catalog/. Each document represents an independently useful concept and includes OKF metadata, provenance in sources, keyed claim footnotes, and relationships to related concepts.
Repository validation pins okf-ingest 0.11.0, which adds OKF v0.2 core support, including generated.at freshness fallback and preservation of the new frontmatter families (upstream support commit).
If the task is to build a Crossplane v2 Composition, start with the Composition developer route. It routes agents through separate API/provider, pipeline/security, and testing/packaging concepts without pretending that provider-specific schemas or credentials are universal.
The catalog is intended to be:
Source-backed: important statements link to source code, schemas, tests, examples, or official documentation.
Version-aware: sources are tied to specific repository revisions.
Navigable: overview documents connect related concepts without requiring readers to know the source repository layout.
Incremental: providers, functions, services, documentation areas, and example repositories can be added in focused batches.
License
This project is licensed under the Apache License 2.0.
mcp/github_source.py
Shown as plain text.
from __future__ import annotations
import base64
import fnmatch
import json
import re
from collections.abc import Callable, Mapping
from dataclasses import dataclass
from typing import Any, cast
from urllib.error import HTTPError, URLError
from urllib.parse import quote, urlencode
from urllib.request import Request, urlopen
import yaml
from fetch_cache import IMMUTABLE_SOURCE_TTL_SECONDS, FetchCache
from git_source import GitSourceCache
class GitHubSourceError(RuntimeError):
"""Raised when an OSS GitHub source cannot satisfy a request."""
@dataclass(frozen=True)
class SourceReference:
repository: str
_SEMVER = re.compile(
r"^v?(?P<major>0|[1-9]\d*)\."
r"(?P<minor>0|[1-9]\d*)\."
r"(?P<patch>0|[1-9]\d*)"
r"(?:-(?P<prerelease>[0-9A-Za-z.-]+))?"
r"(?:\+[0-9A-Za-z.-]+)?$"
)
_SOURCE_ALIASES = {
"upbound/provider-aws": "crossplane-contrib/provider-upjet-aws",
"upbound/provider-aws-s3": "crossplane-contrib/provider-upjet-aws",
"upbound/provider-azure": "crossplane-contrib/provider-upjet-azure",
"upbound/provider-gcp": "crossplane-contrib/provider-upjet-gcp",
"provider-upjet-aws": "crossplane-contrib/provider-upjet-aws",
"provider-aws-s3": "crossplane-contrib/provider-upjet-aws",
"provider-upjet-azure": "crossplane-contrib/provider-upjet-azure",
"provider-upjet-gcp": "crossplane-contrib/provider-upjet-gcp",
}
_RECENT_VERSION_LIMIT = 10
class GitHubSourceClient:
"""Retrieve OSS Crossplane package versions and CRDs from GitHub."""
def __init__(
self,
base_url: str = "https://api.github.com",
timeout: float = 15.0,
opener: Callable[..., Any] = urlopen,
cache: FetchCache | None = None,
token: str | None = None,
source_cache: GitSourceCache | None = None,
) -> None:
self.base_url = base_url.rstrip("/")
self.timeout = timeout
self._opener = opener
self.cache = cache or FetchCache()
self.token = token
self.source_cache = source_cache
def get_versions(self, name: str) -> dict[str, Any]:
source = self.resolve_source(name)
return self.cache.get_or_load(
("versions", source.repository),
lambda: self._get_versions(source.repository),
)
def _get_versions(self, repository: str) -> dict[str, Any]:
tags = self._list_tags(repository)
stable_tags = [
(tag, semantic_version)
for tag in tags
if (semantic_version := self._semver_key(tag["name"])) is not None
]
stable_tags.sort(key=lambda item: item[1], reverse=True)
stable_tag_values = [tag for tag, _ in stable_tags]
latest = stable_tag_values[0]["name"] if stable_tag_values else None
return {
"provider": repository,
"versions": {
"latest": latest,
"recent": [
tag["name"] for tag in stable_tag_values[:_RECENT_VERSION_LIMIT]
],
"stable_count": len(stable_tag_values),
"tag_count": len(tags),
},
}
def search_resources(
self,
provider: str,
pattern: str = "*",
version: str = "latest",
limit: int = 100,
) -> dict[str, Any]:
if limit < 1 or limit > 500:
raise ValueError("limit must be between 1 and 500")
source = self.resolve_source(provider)
return self.cache.get_or_load(
("crd-search", source.repository, pattern, version, limit),
lambda: self._search_resources(source.repository, pattern, version, limit),
ttl_seconds=self._source_ttl(version),
)
def _search_resources(
self, repository: str, pattern: str, version: str, limit: int
) -> dict[str, Any]:
selected_version = self._select_version(repository, version)
normalized_pattern = pattern.strip() or "*"
resources = (
self._fetch_local_resources(
repository, selected_version, normalized_pattern
)
if self.source_cache is not None
else self._resources(repository, selected_version)
)
matches = [
resource
for resource in resources
if self._resource_matches(resource, normalized_pattern)
]
matches.sort(key=lambda item: (item["group"].lower(), item["kind"].lower()))
return {
"provider": repository,
"version": selected_version,
"pattern": normalized_pattern,
"count": len(matches),
"truncated": len(matches) > limit,
"resources": [
self._resource_summary(resource) for resource in matches[:limit]
],
}
def get_definitions(
self,
provider: str,
resource: str,
version: str = "latest",
path: str | None = None,
) -> dict[str, Any]:
source = self.resolve_source(provider)
return self.cache.get_or_load(
("crd-definition", source.repository, resource, version, path),
lambda: self._get_definitions(source.repository, resource, version, path),
ttl_seconds=self._source_ttl(version),
)
def _get_definitions(
self, repository: str, resource: str, version: str, path: str | None
) -> dict[str, Any]:
selected_version = self._select_version(repository, version)
matches = [
item
for item in (
self._fetch_local_resources(repository, selected_version, resource)
if self.source_cache is not None
else self._resources(repository, selected_version)
)
if self._resource_matches(item, resource)
]
if not matches:
raise GitHubSourceError(
f"Resource {resource!r} was not found in "
f"{repository}@{selected_version}"
)
if len(matches) > 1:
raise GitHubSourceError(f"Resource {resource!r} is ambiguous")
definition = matches[0]["definition_yaml"]
if path:
definition = yaml.safe_dump(
self._select_path(yaml.safe_load(definition), path), sort_keys=False
)
result = {
"provider": repository,
"version": selected_version,
"definition_format": "yaml",
"definition": definition,
}
if path:
result["definition_path"] = path
return result
def resolve_source(self, name: str) -> SourceReference:
normalized = self._normalize_name(name)
repository = _SOURCE_ALIASES.get(normalized)
if repository:
return SourceReference(repository)
if normalized.startswith("upbound/"):
raise GitHubSourceError(
f"No OSS GitHub source mapping is configured for {name!r}"
)
if "/" in normalized:
return SourceReference(normalized)
return SourceReference(f"crossplane-contrib/{normalized}")
def _resources(self, repository: str, ref: str) -> list[dict[str, Any]]:
return self.cache.get_or_load(
("crd-inventory", repository, ref),
lambda: self._fetch_resources(repository, ref),
ttl_seconds=IMMUTABLE_SOURCE_TTL_SECONDS,
)
def _fetch_resources(self, repository: str, ref: str) -> list[dict[str, Any]]:
if self.source_cache is not None:
return self._fetch_local_resources(repository, ref)
tree = self._request_json(
f"/repos/{repository}/git/trees/{quote(ref, safe='')}", {"recursive": 1}
)
if not isinstance(tree, dict):
raise GitHubSourceError("GitHub tree response is invalid")
entries = tree.get("tree", [])
if not isinstance(entries, list):
raise GitHubSourceError("GitHub tree response does not contain files")
paths = sorted(
str(entry.get("path"))
for entry in entries
if isinstance(entry, dict)
and entry.get("type") == "blob"
and str(entry.get("path", "")).startswith("package/crds/")
and str(entry.get("path", "")).endswith((".yaml", ".yml"))
)
resources = []
for path in paths:
resource = self._crd(repository, ref, path)
if resource:
resources.append(resource)
return resources
def _fetch_local_resources(
self, repository: str, ref: str, pattern: str = "*"
) -> list[dict[str, Any]]:
assert self.source_cache is not None
paths = self.source_cache.list_files(repository, ref, "package/crds/")
resources = []
for path in paths:
if not path.endswith((".yaml", ".yml")):
continue
if not self._local_crd_path_might_match(path, pattern):
continue
resource = self._crd_from_yaml(
self.source_cache.read_file(repository, ref, path).decode("utf-8"),
)
if resource:
resources.append(resource)
return resources
def _crd(self, repository: str, ref: str, path: str) -> dict[str, Any] | None:
definition_yaml = self._read_contents(repository, path, ref)
return self._crd_from_yaml(definition_yaml)
@staticmethod
def _crd_from_yaml(definition_yaml: str) -> dict[str, Any] | None:
document = yaml.safe_load(definition_yaml)
if (
not isinstance(document, dict)
or document.get("kind") != "CustomResourceDefinition"
):
return None
spec = document.get("spec")
names = spec.get("names") if isinstance(spec, dict) else None
versions = spec.get("versions") if isinstance(spec, dict) else None
if not isinstance(names, dict) or not isinstance(versions, list):
return None
served_versions = [
str(item.get("name"))
for item in versions
if isinstance(item, dict) and item.get("served")
]
storage_version = next(
(
str(item.get("name"))
for item in versions
if isinstance(item, dict) and item.get("storage")
),
"",
)
return {
"group": str(spec.get("group", "")),
"kind": str(names.get("kind", "")),
"versions": served_versions,
"storage_version": storage_version,
"scope": str(spec.get("scope", "")),
"definition_yaml": definition_yaml,
}
@staticmethod
def _resource_summary(resource: Mapping[str, Any]) -> dict[str, Any]:
return {
"group": resource["group"],
"kind": resource["kind"],
"versions": resource["versions"],
"storage_version": resource["storage_version"],
"scope": resource["scope"],
}
@staticmethod
def _select_path(document: object, path: str) -> object:
if not path.startswith(".") or path == ".":
raise ValueError("path must start with a field selector such as '.spec'")
value = document
for segment in path.removeprefix(".").split("."):
match = re.fullmatch(r"(?P<field>[^\[\]]+)(?:\[(?P<index>\d+)\])?", segment)
if match is None:
raise ValueError(f"Invalid definition path segment: {segment!r}")
field = match.group("field")
if not isinstance(value, dict):
raise ValueError(f"Definition path {path!r} does not exist")
mapping = cast(dict[str, object], value)
if field not in mapping:
raise ValueError(f"Definition path {path!r} does not exist")
value = mapping[field]
index = match.group("index")
if index is not None:
if not isinstance(value, list) or int(index) >= len(value):
raise ValueError(f"Definition path {path!r} does not exist")
value = value[int(index)]
return value
def _select_version(self, repository: str, version: str) -> str:
requested = version.strip()
if requested and requested.lower() != "latest":
if self.source_cache is not None:
# The shallow clone below resolves and validates this exact Git tag.
return requested
if requested not in {tag["name"] for tag in self._list_tags(repository)}:
raise GitHubSourceError(
f"Version {requested!r} is not an OSS GitHub tag for {repository}"
)
return requested
result = self.get_versions(repository)
versions = result.get("versions")
latest = versions.get("latest") if isinstance(versions, dict) else None
if not isinstance(latest, str):
raise GitHubSourceError(f"No stable version found for {repository}")
return latest
def _list_tags(self, repository: str) -> list[dict[str, str]]:
return self.cache.get_or_load(
("github-tags", repository),
lambda: self._fetch_tags(repository),
)
def _fetch_tags(self, repository: str) -> list[dict[str, str]]:
tags = []
page = 1
while True:
payload = self._request_json(
f"/repos/{repository}/tags", {"per_page": 100, "page": page}
)
if not isinstance(payload, list):
raise GitHubSourceError("GitHub tags response is invalid")
for item in payload:
if not isinstance(item, dict):
continue
name = item.get("name")
commit = item.get("commit")
sha = commit.get("sha") if isinstance(commit, dict) else None
if isinstance(name, str) and isinstance(sha, str):
tags.append({"name": name, "commit": sha})
if len(payload) < 100:
return tags
page += 1
def _read_contents(self, repository: str, path: str, ref: str) -> str:
return self.cache.get_or_load(
("github-contents", repository, ref, path),
lambda: self._fetch_contents(repository, path, ref),
ttl_seconds=IMMUTABLE_SOURCE_TTL_SECONDS,
)
def _fetch_contents(self, repository: str, path: str, ref: str) -> str:
payload = self._request_json(
f"/repos/{repository}/contents/{quote(path, safe='/')}", {"ref": ref}
)
if not isinstance(payload, dict):
raise GitHubSourceError("GitHub contents response is invalid")
content = payload.get("content")
encoding = payload.get("encoding")
if not isinstance(content, str) or encoding != "base64":
raise GitHubSourceError(
"GitHub contents response does not contain base64 data"
)
try:
return base64.b64decode(content).decode("utf-8")
except (UnicodeDecodeError, ValueError) as error:
raise GitHubSourceError(
"GitHub contents response cannot be decoded"
) from error
def _request_json(
self, path: str, query: dict[str, str | int] | None = None
) -> object:
return json.loads(self._request_bytes(path, query))
def _request_bytes(
self, path: str, query: dict[str, str | int] | None = None
) -> bytes:
url = f"{self.base_url}{path}"
if query:
url = f"{url}?{urlencode(query)}"
headers = {
"Accept": "application/vnd.github+json",
"User-Agent": "okf-crossplane-v2-mcp/1.0",
"X-GitHub-Api-Version": "2026-03-10",
}
if self.token:
headers["Authorization"] = f"Bearer {self.token}"
request = Request(url, headers=headers)
try:
response = self._opener(request, timeout=self.timeout)
with response:
return response.read()
except HTTPError as error:
detail = error.read().decode("utf-8", errors="replace")[:500]
raise GitHubSourceError(
f"GitHub API returned HTTP {error.code}: {detail}"
) from error
except URLError as error:
raise GitHubSourceError(
f"GitHub API request failed: {error.reason}"
) from error
except TimeoutError as error:
raise GitHubSourceError("GitHub API request timed out") from error
@staticmethod
def _normalize_name(name: str) -> str:
value = name.strip().removeprefix("xpkg.upbound.io/")
value = value.split("@", 1)[0].rsplit(":", 1)[0]
if not value or value.count("/") > 1:
raise ValueError("name must be a repository or package reference")
return value
@staticmethod
def _source_ttl(version: str) -> float | None:
return (
None
if version.strip().lower() == "latest"
else IMMUTABLE_SOURCE_TTL_SECONDS
)
@staticmethod
def _semver_key(version: str) -> tuple[int, int, int] | None:
match = _SEMVER.fullmatch(version)
if match is None or match.group("prerelease") is not None:
return None
return (
int(match.group("major")),
int(match.group("minor")),
int(match.group("patch")),
)
@staticmethod
def _resource_matches(resource: Mapping[str, Any], pattern: str) -> bool:
identities = (
str(resource["kind"]),
str(resource["group"]),
f"{resource['group']}/{resource['kind']}",
f"{resource['kind']}.{resource['group']}",
)
return any(
fnmatch.fnmatchcase(identity.lower(), pattern.lower())
for identity in identities
)
@staticmethod
def _local_crd_path_might_match(path: str, pattern: str) -> bool:
"""Cheaply exclude generated CRD files that cannot satisfy simple queries.
Provider CRD filenames encode the group and plural kind. A search for
``*Bucket*`` therefore need not parse every generated OpenAPI schema.
Patterns whose identities cannot be represented by the filename retain
the complete scan, preserving the public wildcard semantics.
"""
normalized_pattern = pattern.casefold()
if normalized_pattern == "*" or "?" in normalized_pattern:
return True
if "." in normalized_pattern and "/" not in normalized_pattern:
return True
literal = normalized_pattern.replace("*", "").replace("/", "_")
if not literal:
return True
return literal in path.casefold()
242 files
- .agents/agents/okf-crossplane-cli-update-researcher/AGENT.md
- .agents/agents/okf-crossplane-core-code-researcher/AGENT.md
- .agents/agents/okf-crossplane-core-design-researcher/AGENT.md
- .agents/agents/okf-crossplane-core-docs-researcher/AGENT.md
- .agents/agents/okf-crossplane-core-update-researcher/AGENT.md
- .agents/agents/okf-crossplane-docs-update-researcher/AGENT.md
- .agents/agents/okf-crossplane-researcher/AGENT.md
- .agents/agents/okf-crossplane-runtime-update-researcher/AGENT.md
- .agents/agents/okf-function-auto-ready-researcher/AGENT.md
- .agents/agents/okf-function-environment-configs-researcher/AGENT.md
- .agents/agents/okf-function-go-templating-project-history-researcher/AGENT.md
- .agents/agents/okf-function-go-templating-researcher/AGENT.md
- .agents/agents/okf-function-go-templating-sprig-researcher/AGENT.md
- .agents/agents/okf-function-go-templating-update-researcher/AGENT.md
- .agents/agents/okf-function-kro-kro-researcher/AGENT.md
- .agents/agents/okf-function-kro-researcher/AGENT.md
- .agents/agents/okf-function-sdk-go-researcher/AGENT.md
- .agents/agents/okf-function-sequencer-researcher/AGENT.md
- .agents/agents/okf-function-sequencer-update-researcher/AGENT.md
- .agents/agents/okf-function-tag-manager-researcher/AGENT.md
- .agents/agents/okf-reviewer/AGENT.md
- .agents/agents/okf-source-scout/AGENT.md
- .agents/agents/okf-upjet-researcher/AGENT.md
- .agents/agents/okf-xprin-update-researcher/AGENT.md
- .agents/skills/okf-open-knowledge-format/SKILL.md
- .agents/skills/okf-open-knowledge-format/references/conversion.md
- .agents/skills/okf-open-knowledge-format/references/examples.md
- .agents/skills/okf-open-knowledge-format/references/spec-v02.md
- .agents/skills/okf-open-knowledge-format/scripts/validate.sh
- .agents/skills/okf-updates/SKILL.md
- .agents/skills/okf-updates/agents/openai.yaml
- .agents/skills/okf/SKILL.md
- .agents/skills/okf/agents/openai.yaml
- .agents/skills/okf/references/evidence-contract.md
- .agents/skills/okf/references/okf-profile.md
- .agents/skills/okf/references/okf-spec.md
- .agents/skills/okf/references/sources.yaml
- .codespellrc
- .codex-plugin/plugin.json
- .codex/agents/okf-crossplane-cli-update-researcher.toml
- .codex/agents/okf-crossplane-core-code-researcher.toml
- .codex/agents/okf-crossplane-core-design-researcher.toml
- .codex/agents/okf-crossplane-core-docs-researcher.toml
- .codex/agents/okf-crossplane-core-update-researcher.toml
- .codex/agents/okf-crossplane-docs-update-researcher.toml
- .codex/agents/okf-crossplane-researcher.toml
- .codex/agents/okf-crossplane-runtime-update-researcher.toml
- .codex/agents/okf-function-auto-ready-researcher.toml
- .codex/agents/okf-function-environment-configs-researcher.toml
- .codex/agents/okf-function-go-templating-project-history-researcher.toml
- .codex/agents/okf-function-go-templating-researcher.toml
- .codex/agents/okf-function-go-templating-sprig-researcher.toml
- .codex/agents/okf-function-go-templating-update-researcher.toml
- .codex/agents/okf-function-kro-kro-researcher.toml
- .codex/agents/okf-function-kro-researcher.toml
- .codex/agents/okf-function-sdk-go-researcher.toml
- .codex/agents/okf-function-sequencer-researcher.toml
- .codex/agents/okf-function-sequencer-update-researcher.toml
- .codex/agents/okf-function-tag-manager-researcher.toml
- .codex/agents/okf-reviewer.toml
- .codex/agents/okf-source-scout.toml
- .codex/agents/okf-upjet-researcher.toml
- .codex/agents/okf-xprin-update-researcher.toml
- .codex/config.toml
- .dockerignore
- .editorconfig
- .github/workflows/ci.yaml
- .github/zizmor.yml
- .gitignore
- .mcp.json
- .okf/claim-ledger.md
- .okf/sources.lock.yaml
- .pi/agents/okf-crossplane-cli-update-researcher.md
- .pi/agents/okf-crossplane-core-code-researcher.md
- .pi/agents/okf-crossplane-core-design-researcher.md
- .pi/agents/okf-crossplane-core-docs-researcher.md
- .pi/agents/okf-crossplane-core-update-researcher.md
- .pi/agents/okf-crossplane-docs-update-researcher.md
- .pi/agents/okf-crossplane-researcher.md
- .pi/agents/okf-crossplane-runtime-update-researcher.md
- .pi/agents/okf-function-auto-ready-researcher.md
- .pi/agents/okf-function-environment-configs-researcher.md
- .pi/agents/okf-function-go-templating-project-history-researcher.md
- .pi/agents/okf-function-go-templating-researcher.md
- .pi/agents/okf-function-go-templating-sprig-researcher.md
- .pi/agents/okf-function-go-templating-update-researcher.md
- .pi/agents/okf-function-kro-kro-researcher.md
- .pi/agents/okf-function-kro-researcher.md
- .pi/agents/okf-function-sdk-go-researcher.md
- .pi/agents/okf-function-sequencer-researcher.md
- .pi/agents/okf-function-sequencer-update-researcher.md
- .pi/agents/okf-function-tag-manager-researcher.md
- .pi/agents/okf-reviewer.md
- .pi/agents/okf-source-scout.md
- .pi/agents/okf-upjet-researcher.md
- .pi/agents/okf-xprin-update-researcher.md
- .pi/prompts/okf-updates.md
- .pi/prompts/okf.md
- .pi/settings.json
- .plugin/plugin.json
- AGENTS.md
- ATTRIBUTION.md
- Dockerfile
- LICENSE
- README.md
- catalog/cli/control-plane-projects.md
- catalog/cli/generated-go-model-accessors.md
- catalog/cli/generated-go-runtime-objects.md
- catalog/cli/index.md
- catalog/cli/local-composition-rendering.md
- catalog/cli/xrd-convert.md
- catalog/composition-api-and-provider-contracts.md
- catalog/composition-developer-starter.md
- catalog/composition-pipeline-and-security.md
- catalog/composition-testing-and-packaging.md
- catalog/core/composed-resource-identity-and-replacement.md
- catalog/core/composed-resource-rbac.md
- catalog/core/composite-resource-definition.md
- catalog/core/composite-resource-model.md
- catalog/core/composition-gitops-health.md
- catalog/core/composition-project-layout.md
- catalog/core/composition.md
- catalog/core/configurations/configuration.md
- catalog/core/configurations/dependencies-and-authoring.md
- catalog/core/configurations/index.md
- catalog/core/configurations/package.md
- catalog/core/configurations/revision.md
- catalog/core/controlled-rollout-of-composition-functions-design.md
- catalog/core/cross-namespace-synchronization-patterns.md
- catalog/core/environment-config.md
- catalog/core/index.md
- catalog/core/managed-resource-activation-policy.md
- catalog/core/managed-resource-anatomy.md
- catalog/core/managed-resource-controls-and-conditions.md
- catalog/core/managed-resource-definition.md
- catalog/core/managed-resource-external-identity.md
- catalog/core/managed-resource-lifecycle.md
- catalog/core/managed-resource-management-policies-project-history.md
- catalog/core/managed-resource-management-policies.md
- catalog/core/managed-resource-references-and-provider-config.md
- catalog/core/managed-resources.md
- catalog/core/minimal-managed-resource-activation.md
- catalog/core/namespaced-composition-boundaries.md
- catalog/core/native-composition-environment-removal.md
- catalog/core/pushsecret-external-store-pattern.md
- catalog/core/realtime-composition-project-history.md
- catalog/core/realtime-composition-reconciliation.md
- catalog/core/tenant-xr-api-security.md
- catalog/core/usages-and-clusterusages.md
- catalog/core/xrd-api-version-evolution.md
- catalog/core/xrd-cel-validation.md
- catalog/core/xrd-openapi-schema.md
- catalog/core/xrd-subresources-and-display.md
- catalog/core/xrd-unknown-data.md
- catalog/functions/composition-function-specification.md
- catalog/functions/composition-functions.md
- catalog/functions/environment-config-pipeline.md
- catalog/functions/function-auto-ready/built-in-health-checks.md
- catalog/functions/function-auto-ready/cel-health-checks.md
- catalog/functions/function-auto-ready/index.md
- catalog/functions/function-auto-ready/input.md
- catalog/functions/function-auto-ready/package.md
- catalog/functions/function-auto-ready/readiness.md
- catalog/functions/function-environment-configs/index.md
- catalog/functions/function-environment-configs/input.md
- catalog/functions/function-environment-configs/package.md
- catalog/functions/function-environment-configs/selection-and-merge.md
- catalog/functions/function-go-templating/connection-details.md
- catalog/functions/function-go-templating/context.md
- catalog/functions/function-go-templating/environment-source.md
- catalog/functions/function-go-templating/extra-resources.md
- catalog/functions/function-go-templating/index.md
- catalog/functions/function-go-templating/input.md
- catalog/functions/function-go-templating/package.md
- catalog/functions/function-go-templating/patterns/index.md
- catalog/functions/function-go-templating/patterns/manual-readiness.md
- catalog/functions/function-go-templating/patterns/non-composed-resource-readiness.md
- catalog/functions/function-go-templating/patterns/provider-backed-external-query.md
- catalog/functions/function-go-templating/patterns/provider-kubernetes-object-readiness.md
- catalog/functions/function-go-templating/patterns/safe-status-and-connection-publication.md
- catalog/functions/function-go-templating/patterns/sveltos-clustersummary-readiness.md
- catalog/functions/function-go-templating/patterns/yaml-document-boundaries.md
- catalog/functions/function-go-templating/project-history.md
- catalog/functions/function-go-templating/rendered-output.md
- catalog/functions/function-go-templating/request-data.md
- catalog/functions/function-go-templating/response-ttl.md
- catalog/functions/function-go-templating/runtime-options.md
- catalog/functions/function-go-templating/sprig.md
- catalog/functions/function-go-templating/template-functions.md
- catalog/functions/function-kro/graph-evaluation.md
- catalog/functions/function-kro/index.md
- catalog/functions/function-kro/input.md
- catalog/functions/function-kro/package.md
- catalog/functions/function-sequencer/index.md
- catalog/functions/function-sequencer/input.md
- catalog/functions/function-sequencer/sequencing.md
- catalog/functions/index.md
- catalog/functions/operation-functions.md
- catalog/functions/overview.md
- catalog/functions/package.md
- catalog/functions/scheduled-and-watched-operations.md
- catalog/index.md
- catalog/log.md
- catalog/providers/crd-schema-discovery.md
- catalog/providers/index.md
- catalog/providers/provider-connection-details-source-retrieval.md
- catalog/providers/provider-families.md
- catalog/providers/provider-landscape.md
- catalog/providers/provider-package-revisions.md
- catalog/providers/upjet-terraform-provenance.md
- catalog/sdk/crd-cache-schema-stripping.md
- catalog/sdk/index.md
- catalog/sdk/provider-development/generate-test-package.md
- catalog/sdk/provider-development/index.md
- catalog/sdk/provider-development/managed-reconciler.md
- catalog/sdk/provider-development/managed-resource-apis.md
- catalog/sdk/provider-development/provider-configuration.md
- catalog/sdk/provider-development/start-here.md
- catalog/tools/index.md
- catalog/tools/xprin-crossplane-cli-tiers.md
- catalog/tools/xprin-crossplane-version.md
- catalog/tools/xprin-function-container-reuse.md
- catalog/tools/xprin-test-artifacts-export.md
- catalog/tools/xprin-test-suites.md
- catalog/tools/xprin-update-goldens.md
- compose.yaml
- mcp/README.md
- mcp/entrypoint.sh
- mcp/fetch_cache.py
- mcp/git_source.py
- mcp/github_source.py
- mcp/provider_crd_tools.py
- mcp/pyproject.toml
- mcp/server.py
- mcp/tests/test_git_source.py
- mcp/tests/test_github_source.py
- mcp/tests/test_provider_crd_tools.py
- mcp/uv.lock
- mise.toml
- renovate.json
- skills-lock.json
- skills/crossplane-v2-okf/SKILL.md
Advantages
- Provides version-aware knowledge by linking facts to specific repository revisions. evidence: README.md
- Connects distributed sources like Go APIs, CRDs, and documentation into a single navigable catalog. evidence: README.md
Limitations
- The public MCP server is provided as an early-access service and is not intended for production use without self-hosting. evidence: README.md
- Requires explicit provider versions for CRD tools, as it does not guess or infer versions automatically. evidence: README.md
Security
Risk level: Low risk
This brain runs
Agent instructions that run or fetch something (26)
.agents/agents/okf-function-go-templating-researcher/AGENT.md:Write for Crossplane users who want to install and use `function-go-templating` in Compositions..agents/agents/okf-reviewer/AGENT.md:`mise run lint` succeeds after the final fixes and before the root or parent agent creates a commit..agents/agents/okf-reviewer/AGENT.md:Run `mise run lint` as the final validation command..agents/skills/okf-open-knowledge-format/SKILL.md:If the user agrees to install:.agents/skills/okf-open-knowledge-format/SKILL.md:uv tool install okflint.agents/skills/okf-open-knowledge-format/SKILL.md:pip install okflint.agents/skills/okf-open-knowledge-format/SKILL.md:kcmd push --dry-run.agents/skills/okf-updates/SKILL.md:Run this workflow only after the user explicitly invokes `$okf-updates`, `/skill:okf-updates`, or `/okf-updates`..agents/skills/okf-updates/SKILL.md:Run at most three direct researchers at once..agents/skills/okf-updates/SKILL.md:A requester reply that selects one or more candidate IDs from this explicitly invoked workflow is explicit permission to run the normal OKF update logic for those candidates..agents/skills/okf-updates/SKILL.md:Run deterministic validation, `okf-reviewer`, and `mise run lint`..agents/skills/okf/SKILL.md:Run this workflow only after the user explicitly invokes `$okf`, `/skill:okf`, or `/okf`..agents/skills/okf/SKILL.md:After all review fixes, run `mise run lint`..agents/skills/okf/SKILL.md:Commit every intended file only after reviewer approval and a successful lint run..agents/skills/okf/SKILL.md:Run the Core docs and Core code researchers together when a concept needs both user-facing guidance and exact served API shape..agents/skills/okf/SKILL.md:Run independent read-heavy research in parallel, with at most three direct agents..agents/skills/okf/SKILL.md:After all fixes, run `mise run lint` and fix every reported issue..agents/skills/okf/SKILL.md:The reviewer may return `APPROVED` only after the final lint run succeeds..agents/skills/okf/SKILL.md:Non-thinking coding models such as Qwen3-Coder-Next can run every project agent without incompatible reasoning controls..agents/skills/okf/SKILL.md:deterministic validation and `mise run lint` resultsAGENTS.md:Run the normal workflow only when the user explicitly invokes `$okf`, `/skill:okf`, or `/okf`, or selects a feature candidate returned by an explicitly invoked `$okf-updates`, `/skill:okf-updates`, or `/okf-updates` workflow.AGENTS.md:Run update discovery only when the user explicitly invokes `$okf-updates`, `/skill:okf-updates`, or `/okf-updates`.AGENTS.md:Run deterministic validation and the `okf-reviewer` before committing the changes.AGENTS.md:After the final review fixes, run `mise run lint` before creating any commit.AGENTS.md:After reviewer approval and a successful lint run, commit every intended change.AGENTS.md:Create commits with a Developer Certificate of Origin sign-off by default by using `git commit --signoff` (or `git commit -s`).
MCP servers (1)
.mcp.json(crossplane-v2-okf):https://crossplane.mcp.jkroepke.de/mcp· uses the network
- Low risk: network-instructions (.agents/skills/okf-open-knowledge-format/SKILL.md:214)
Attribution and licence
- First committed by
jkroepke
- Publisher
- Jan-Otto Kröpke (Community)
- Source
- jkroepke/okf-crossplane-v2 · commit df24ac2
- Licence
- Apache License 2.0 (files served here)
- ATTRIBUTION.md (written by AutoGineer)
- Synced
- Contributors
- jkroepke
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Download
The ZIP holds the files AutoGineer serves, with ATTRIBUTION.md and the licence. Download okf-crossplane-v2.zip