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squawkit
Semi-QUalified Agent Wingman Kit. The stateful intelligence + MCP server layer for fledgling-equipped agents.
squawkit wraps fledgling's SQL macros (via
pluckit — pip install ast-pluckit) with smart defaults,
token-aware output, session caching, compound workflows, an MCP server,
prompt templates, and live resources.
Install
pip install squawkit
Run
squawkit
Starts the FastMCP server on stdio. Connect it to Claude Code, Cursor, or any MCP-compatible client.
What agents get
- 25+ tools — code search, AST analysis, doc browsing, git history, diagnostics
- 4 compound workflows —
explore,investigate,review,search - 3 prompt templates — pre-loaded with live project data
- 5 resources — always-on project overview, docs, git status, session log
- Smart defaults — infers language, doc layout, main branch automatically
- Token-aware output — truncation with head+tail hints, automatic bypass
Architecture
squawkit → ast-pluckit → fledgling-python → fledgling (SQL) → DuckDB extensions
Note: pluckit is published on PyPI as
ast-pluckit. The Python import name is stillpluckit.
squawkit is the opinionated top layer. It adds session state, MCP protocol, and intelligence heuristics on top of the stateless query layers below it.
Documentation
Full docs at squawkit.readthedocs.io.
License
Apache 2.0
Metadata
Release files for squawkit 0.2.0
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | Provenance | |
|---|---|---|---|---|
| squawkit-0.2.0.tar.gz | 42.8 kB | With provenance | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| squawkit-0.2.0-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 69.4 kB
Release files / squawkit-0.2.0.tar.gz
| Download URL | squawkit-0.2.0.tar.gz |
|---|---|
| Size | 42.8 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
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|
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BLAKE2b-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
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Signed by GitHub Actions, verified by PyPI on Apr 12, 2026.
Transparency logRelease files / squawkit-0.2.0-py3-none-any.whl
| Download URL | squawkit-0.2.0-py3-none-any.whl |
|---|---|
| Size | 26.6 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
af05e88556561bed24bab1df367cd0e7033cd40c66559250806b787a3c0934db
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|
BLAKE2b-256 checksum How to use checksums |
5b17b4e8a1db4595341721b369305ef1cc9596e004be9edac2b9b3d9f763ac20
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
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 Apr 12, 2026.
Transparency logSecurity for squawkit 0.2.0
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.
Full provenance
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Attestation for squawkit-0.2.0.tar.gz
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 Apr 12, 2026.
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