json-schema-from-python-signature
Generate a JSON Schema for an LLM tool's input from a Python function signature using inspect + get_type_hints, mapping str→string, int→integer, list→array…
Skill by kjuhwa
Install
Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.
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About
Use cases: ml, agent-building
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What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.
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~/.claude/skills/json-schema-from-python-signature
What's inside
- Skill name
json-schema-from-python-signature- Description
- Generate a JSON Schema for an LLM tool's input from a Python function signature using inspect + get_type_hints, mapping str→string, int→integer, list→array, with Optional→nullable handling.
- License
- MIT
- Instructions
- 58 lines in SKILL.md · view on GitHub
Files (1)
- SKILL.md
SKILL.md (first lines)
# JSON Schema from Python Function Signature
## When to use
You're auto-registering function tools for an LLM (Anthropic tool-use, OpenAI function-calling) and don't want users to hand-write a JSON Schema for every tool. The function's annotated signature already describes the inputs.
## How it works
- `_strip_optional(annotation)` peels `Optional[T]` / `T | None` and remembers whether the field is nullable.
- `_annotation_to_json_schema` maps Python types to JSON Schema primitives.
- `infer_input_schema(func)` walks the signature, skips `*args`/`**kwargs` and underscore-prefixed params, computes each property's schema, and marks the param required if it has no default and isn't optional.
## Example
```python
def _strip_optional(annotation):
origin = get_origin(annotation)
if origin is None:
return annotation, False
args = tuple(a for a in get_args(annotation) if a is not NoneType)
if len(args) != len(get_args(annotation)):
if len(args) == 1: return args[0], True
return args, True
return annotation, False
def _annotation_to_json_schema(annotation):
base, is_optional = _strip_optional(annotation)
origin = get_origin(base)
if base in (inspect.Signature.empty, Any): schema = {}
elif base is str: schema = {"type": "string"}
elif base is int: schema = {"type": "integer"}
elif base is float: schema = {"type": "number"}
elif base is bool: schema = {"type": "boolean"}
elif base is dict or origin is dict: schema = {"type": "object"}
elif base is list or origin in (list, set, tuple): schema = {"type": "array"}
else: schema = {"type": "string"}
if is_optional: schema["nullable"] = True
return schema
def infer_input_schema(func):
properties, required = {}, []
type_hints = get_type_hints(func)
for param in inspect.signature(func).parameters.values():
if param.kind in (inspect.Parameter.VAR_POSITIONAL,
inspect.Parameter.VAR_KEYWORD): continue
if param.name.startswith("_"): continue
ann = type_hints.get(param.name, param.annotation)
properties[param.name] = _annotation_to_json_schema(ann)
_, is_optional = _strip_optional(ann)
if param.default is inspect.Signature.empty and not is_optional:
required.append(param.name)
return {"type": "object", "properties": properties, "required": required}
```
## Gotchas
- Use `get_type_hints(func)` instead of reading `param.annotation` directly so forward references and `from __future__ import annotations` strings are resolved.
- Skip underscore-prefixed params — they're convention for "internal, do not pass" (e.g. `_sources` injected by the framework).
- The fallback type is `"string"` because LLMs handle string inputs gracefully when in doubt; using `"object"` would cause more hallucinations.
- Add `nullable: true` for Optional fields; some providers respect it (Anthropic, NIM) and OpenAI ignores extra fields.From kjuhwa/skills-hub, MIT.
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Signals
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- Open issues
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- Last commit (this folder)
- Apr 25, 2026 (6 months ago)
From GitHub (fetched Oct 24, 2026).
Details
- License
- MIT
- Repository
- github.com/kjuhwa/skills-hub
- First seen
- Oct 24, 2026
- Last checked
- Oct 24, 2026
- Source
- GitHubgithub-graphql
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Cite this page
json-schema-from-python-signature skill. Agent Mart. https://agentmart.dev/skills/kjuhwa-json-schema-from-python-signature (last updated 2026-10-24)