ModelSpec is an analysis of alternatives for AI models: it decides which models fit a job from your requirements, sourced benchmarks and real cost, and shows its work. It reads a spec, filters models and offerings against its constraints, and explains the decision from a versioned snapshot. The catalogue starts as YAML and Markdown, then exports to JSON on Cloudflare Pages (modelspec.dev). No database is on the serving path.
- Site: modelspec.dev · decide
- CLI contract:
docs/cli-contract.md - Agent entry:
AGENTS.md
Use ModelSpec
Use the free, rate-limited decision board. Machines have three ways in: the keyed CLI, the remote MCP Worker, and the HTTP API. Decisions require a ModelSpec API key. No data download and no local decision cache.
uvx --from modelspec-dev modelspec # run without installing
pipx install modelspec-dev
pip install modelspec-dev
pip install modelspec is an unrelated project. Use modelspec-dev.
Version 0.2.0 was yanked; 0.3.1 is the thin keyed client and fixes gzip responses.
Run modelspec or modelspec help agent --json for orientation,
modelspec key for prices and access, and modelspec auth set to store a key
in a 0600 file under your user config directory. MODELSPEC_API_KEY wins.
Then use modelspec decide --spec FILE|- or modelspec decide --template ID.
modelspec setup mcp --client claude-desktop prints a client configuration;
--write shows a diff and needs confirmation or --yes.
The CLI sends no telemetry and reads no provider API keys. Every error supplies next steps. See the agent guide, OpenAPI, pricing and keys, decision contract, and CLI contract.
Serving path
models/*.md ──▶ pipeline/build.py ──▶ static JSON on Cloudflare Pages
(modelspec.dev /api/*.json)
│
Hosted API ──────────────────────────────────┘
FalkorDB is optional local graph exploration only. It is not required to rank, fit, or render the sites.
Contribute
Read CONTRIBUTING.md. Sign off commits (git commit -s) to certify the DCO — not a copyright assignment. Every fact carries a source and the date it was read; unknown means an empty field.
Cards live in models/{provider}/{model-slug}.md. Edit and open a PR.
License
Two licences, because the code and the corpus want different things.
| Part | Licence |
|---|---|
| Code (everything outside the data directories) | MIT |
Data (models/, benchmarks/, hardware/, hosts/) |
CC BY-SA 4.0 |
The corpus is share-alike: build on it, including commercially, but if you redistribute it or a derivative, credit ModelSpec and publish yours under the same terms. The CLI source remains MIT-licensed. Full text in LICENSE and LICENSE-DATA.
Every card and page records the sources it draws on and the date each was read. Those sources keep their own licences.
Metadata
Release files for modelspec-dev 0.3.1
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| modelspec_dev-0.3.1.tar.gz | 68.1 kB | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| modelspec_dev-0.3.1-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 98.2 kB
Release files / modelspec_dev-0.3.1.tar.gz
| Download URL | modelspec_dev-0.3.1.tar.gz |
|---|---|
| Size | 68.1 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Oct 8, 2026.
Transparency logRelease files / modelspec_dev-0.3.1-py3-none-any.whl
| Download URL | modelspec_dev-0.3.1-py3-none-any.whl |
|---|---|
| Size | 30.1 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
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|
BLAKE2b-256 checksum How to use checksums |
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|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Oct 8, 2026.
Transparency log