toolism good first issues (Python)

Gemini tokenizer (gemini:<model>) about 1 hour ago

help wanted

11

Measure and safely cut the token cost of LLM tool and MCP schemas, with equivalence checking and a CI gate.

Python

#ai-agents#anthropic#cli#function-calling#github-action#json-schema#llm#mcp#model-context-protocol#openai#python#token-optimization#tokens#tool-calling

toolism diff: show per-tool schema changes from slimming about 12 hours ago

help wanted

rakeshnitb23/toolism

11

Measure and safely cut the token cost of LLM tool and MCP schemas, with equivalence checking and a CI gate.

Python

#ai-agents#anthropic#cli#function-calling#github-action#json-schema#llm#mcp#model-context-protocol#openai#python#token-optimization#tokens#tool-calling

New safe rule: collapse single-branch allOf: [X] into X about 16 hours ago

help wanted

rakeshnitb23/toolism

11

Measure and safely cut the token cost of LLM tool and MCP schemas, with equivalence checking and a CI gate.

Python

#ai-agents#anthropic#cli#function-calling#github-action#json-schema#llm#mcp#model-context-protocol#openai#python#token-optimization#tokens#tool-calling

`toolism measure` silently drops the duplicate-tool-name warning about 16 hours ago

good first issue

rakeshnitb23/toolism

11

Measure and safely cut the token cost of LLM tool and MCP schemas, with equivalence checking and a CI gate.

Python

#ai-agents#anthropic#cli#function-calling#github-action#json-schema#llm#mcp#model-context-protocol#openai#python#token-optimization#tokens#tool-calling

Add SL104 dedupe-descriptions (lossy annotation rule) about 17 hours ago

good first issue

rakeshnitb23/toolism

11

Measure and safely cut the token cost of LLM tool and MCP schemas, with equivalence checking and a CI gate.

Python

#ai-agents#anthropic#cli#function-calling#github-action#json-schema#llm#mcp#model-context-protocol#openai#python#token-optimization#tokens#tool-calling

Support Python 3.14: add it to CI and the classifiers about 18 hours ago

good first issue

rakeshnitb23/toolism

11

Measure and safely cut the token cost of LLM tool and MCP schemas, with equivalence checking and a CI gate.

Python

#ai-agents#anthropic#cli#function-calling#github-action#json-schema#llm#mcp#model-context-protocol#openai#python#token-optimization#tokens#tool-calling

CHANGELOG: add version comparison links about 18 hours ago

good first issue

rakeshnitb23/toolism

11

Measure and safely cut the token cost of LLM tool and MCP schemas, with equivalence checking and a CI gate.

Python

#ai-agents#anthropic#cli#function-calling#github-action#json-schema#llm#mcp#model-context-protocol#openai#python#token-optimization#tokens#tool-calling

`toolism measure --top N`: show more (or fewer) than 25 tools about 18 hours ago

good first issue

rakeshnitb23/toolism

11

Measure and safely cut the token cost of LLM tool and MCP schemas, with equivalence checking and a CI gate.

Python

#ai-agents#anthropic#cli#function-calling#github-action#json-schema#llm#mcp#model-context-protocol#openai#python#token-optimization#tokens#tool-calling

docs/rules.md: show a before/after example for each rule about 18 hours ago

good first issue

rakeshnitb23/toolism

11

Measure and safely cut the token cost of LLM tool and MCP schemas, with equivalence checking and a CI gate.

Python

#ai-agents#anthropic#cli#function-calling#github-action#json-schema#llm#mcp#model-context-protocol#openai#python#token-optimization#tokens#tool-calling

Add a feature request issue form about 18 hours ago

good first issue

rakeshnitb23/toolism

11

Measure and safely cut the token cost of LLM tool and MCP schemas, with equivalence checking and a CI gate.

Python

#ai-agents#anthropic#cli#function-calling#github-action#json-schema#llm#mcp#model-context-protocol#openai#python#token-optimization#tokens#tool-calling

README: document every GitHub Action input about 18 hours ago

good first issue

rakeshnitb23/toolism

11

Measure and safely cut the token cost of LLM tool and MCP schemas, with equivalence checking and a CI gate.

Python

#ai-agents#anthropic#cli#function-calling#github-action#json-schema#llm#mcp#model-context-protocol#openai#python#token-optimization#tokens#tool-calling

verify: test the SKIPPED paths (invalid schema, generator failure) about 18 hours ago

good first issue

rakeshnitb23/toolism

11

Measure and safely cut the token cost of LLM tool and MCP schemas, with equivalence checking and a CI gate.

Python

#ai-agents#anthropic#cli#function-calling#github-action#json-schema#llm#mcp#model-context-protocol#openai#python#token-optimization#tokens#tool-calling

Test detect_dialect with unknown json-schema.org URIs about 18 hours ago

good first issue

rakeshnitb23/toolism

11

Measure and safely cut the token cost of LLM tool and MCP schemas, with equivalence checking and a CI gate.

Python

#ai-agents#anthropic#cli#function-calling#github-action#json-schema#llm#mcp#model-context-protocol#openai#python#token-optimization#tokens#tool-calling

SL009: add fixtures for schemas that must keep their $schema URI about 18 hours ago

good first issue

rakeshnitb23/toolism

11

Measure and safely cut the token cost of LLM tool and MCP schemas, with equivalence checking and a CI gate.

Python

#ai-agents#anthropic#cli#function-calling#github-action#json-schema#llm#mcp#model-context-protocol#openai#python#token-optimization#tokens#tool-calling

SL002: add fixtures for malformed anyOf/oneOf branches about 18 hours ago

good first issue

rakeshnitb23/toolism

11

Measure and safely cut the token cost of LLM tool and MCP schemas, with equivalence checking and a CI gate.

Python

#ai-agents#anthropic#cli#function-calling#github-action#json-schema#llm#mcp#model-context-protocol#openai#python#token-optimization#tokens#tool-calling

Add bench/README.md explaining the benchmark scripts about 21 hours ago

good first issue

rakeshnitb23/toolism

11

Measure and safely cut the token cost of LLM tool and MCP schemas, with equivalence checking and a CI gate.

Python

#ai-agents#anthropic#cli#function-calling#github-action#json-schema#llm#mcp#model-context-protocol#openai#python#token-optimization#tokens#tool-calling

Add examples/README.md about 21 hours ago

good first issue

rakeshnitb23/toolism

11

Measure and safely cut the token cost of LLM tool and MCP schemas, with equivalence checking and a CI gate.

Python

#ai-agents#anthropic#cli#function-calling#github-action#json-schema#llm#mcp#model-context-protocol#openai#python#token-optimization#tokens#tool-calling

CONTRIBUTING: link "Ideas to work on" to the issue tracker about 21 hours ago

good first issue

rakeshnitb23/toolism

11

Measure and safely cut the token cost of LLM tool and MCP schemas, with equivalence checking and a CI gate.

Python

#ai-agents#anthropic#cli#function-calling#github-action#json-schema#llm#mcp#model-context-protocol#openai#python#token-optimization#tokens#tool-calling

Add docstrings to the public report classes about 21 hours ago

good first issue

rakeshnitb23/toolism

11

Measure and safely cut the token cost of LLM tool and MCP schemas, with equivalence checking and a CI gate.

Python

#ai-agents#anthropic#cli#function-calling#github-action#json-schema#llm#mcp#model-context-protocol#openai#python#token-optimization#tokens#tool-calling

Add a hint to the "file not found" error about 21 hours ago

good first issue

rakeshnitb23/toolism

11

Measure and safely cut the token cost of LLM tool and MCP schemas, with equivalence checking and a CI gate.

Python

#ai-agents#anthropic#cli#function-calling#github-action#json-schema#llm#mcp#model-context-protocol#openai#python#token-optimization#tokens#tool-calling

Say "no tools found" instead of printing an empty table about 21 hours ago

good first issue

rakeshnitb23/toolism

11

Measure and safely cut the token cost of LLM tool and MCP schemas, with equivalence checking and a CI gate.

Python

#ai-agents#anthropic#cli#function-calling#github-action#json-schema#llm#mcp#model-context-protocol#openai#python#token-optimization#tokens#tool-calling

Add SL103 drop-titles (lossy annotation rule) about 21 hours ago

good first issue

rakeshnitb23/toolism

11

Measure and safely cut the token cost of LLM tool and MCP schemas, with equivalence checking and a CI gate.

Python

#ai-agents#anthropic#cli#function-calling#github-action#json-schema#llm#mcp#model-context-protocol#openai#python#token-optimization#tokens#tool-calling

Example: print before/after token savings with the Python API about 22 hours ago

good first issue

rakeshnitb23/toolism

11

Measure and safely cut the token cost of LLM tool and MCP schemas, with equivalence checking and a CI gate.

Python

#ai-agents#anthropic#cli#function-calling#github-action#json-schema#llm#mcp#model-context-protocol#openai#python#token-optimization#tokens#tool-calling

Verify changed tools in parallel (`--verify-jobs N`) about 22 hours ago

help wanted

rakeshnitb23/toolism

11

Measure and safely cut the token cost of LLM tool and MCP schemas, with equivalence checking and a CI gate.

Python

#ai-agents#anthropic#cli#function-calling#github-action#json-schema#llm#mcp#model-context-protocol#openai#python#token-optimization#tokens#tool-calling

Provider-faithful token counts: measure tools the way OpenAI and Anthropic render them about 22 hours ago

help wanted

rakeshnitb23/toolism

11

Measure and safely cut the token cost of LLM tool and MCP schemas, with equivalence checking and a CI gate.

Python

#ai-agents#anthropic#cli#function-calling#github-action#json-schema#llm#mcp#model-context-protocol#openai#python#token-optimization#tokens#tool-calling

Equivalence certificates: let safe rules prove their rewrite instead of sampling about 22 hours ago

help wanted

rakeshnitb23/toolism

11

Measure and safely cut the token cost of LLM tool and MCP schemas, with equivalence checking and a CI gate.

Python

#ai-agents#anthropic#cli#function-calling#github-action#json-schema#llm#mcp#model-context-protocol#openai#python#token-optimization#tokens#tool-calling

SL004: inline definitions in schemas that use $anchor or nested $id about 22 hours ago

help wanted

rakeshnitb23/toolism

11

Measure and safely cut the token cost of LLM tool and MCP schemas, with equivalence checking and a CI gate.

Python

#ai-agents#anthropic#cli#function-calling#github-action#json-schema#llm#mcp#model-context-protocol#openai#python#token-optimization#tokens#tool-calling

Make test_unavailable_tokenizer_exits_3 independent of network access about 23 hours ago

good first issue

rakeshnitb23/toolism

11

Measure and safely cut the token cost of LLM tool and MCP schemas, with equivalence checking and a CI gate.

Python

#ai-agents#anthropic#cli#function-calling#github-action#json-schema#llm#mcp#model-context-protocol#openai#python#token-optimization#tokens#tool-calling

Design: `toolism proxy` — serve any MCP server's tools already slimmed about 23 hours ago

help wanted

rakeshnitb23/toolism

11

Measure and safely cut the token cost of LLM tool and MCP schemas, with equivalence checking and a CI gate.

Python

#ai-agents#anthropic#cli#function-calling#github-action#json-schema#llm#mcp#model-context-protocol#openai#python#token-optimization#tokens#tool-calling

Load tools from streamable-HTTP MCP servers (--mcp-url) about 24 hours ago

help wanted

rakeshnitb23/toolism

11

Measure and safely cut the token cost of LLM tool and MCP schemas, with equivalence checking and a CI gate.

Python

#ai-agents#anthropic#cli#function-calling#github-action#json-schema#llm#mcp#model-context-protocol#openai#python#token-optimization#tokens#tool-calling

Support Gemini function declarations as an input/output format about 24 hours ago

help wanted

rakeshnitb23/toolism

11

Measure and safely cut the token cost of LLM tool and MCP schemas, with equivalence checking and a CI gate.

Python

#ai-agents#anthropic#cli#function-calling#github-action#json-schema#llm#mcp#model-context-protocol#openai#python#token-optimization#tokens#tool-calling

Add more MCP servers to the benchmark corpus about 24 hours ago

good first issue

rakeshnitb23/toolism

11

Measure and safely cut the token cost of LLM tool and MCP schemas, with equivalence checking and a CI gate.

Python

#ai-agents#anthropic#cli#function-calling#github-action#json-schema#llm#mcp#model-context-protocol#openai#python#token-optimization#tokens#tool-calling

SL002: hoist string-only keywords when rewriting nullable anyOf about 24 hours ago

help wanted

rakeshnitb23/toolism

11

Measure and safely cut the token cost of LLM tool and MCP schemas, with equivalence checking and a CI gate.

Python

#ai-agents#anthropic#cli#function-calling#github-action#json-schema#llm#mcp#model-context-protocol#openai#python#token-optimization#tokens#tool-calling

rakeshnitb23/toolism

Open Issues Need Help