help AI tools understand the library:
- `AGENTS.md` — Comprehensive development guide: architecture, patterns, migration notes, testing
- `skills/write-endpoints/SKILL.md` — Step-by-step coding skill for building endpoints with chanfana
- `docs/` — Full user documentation
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server of the workspace...
## Contributing
- [Contributing to AnythingMCP](https://raw.githubusercontent.com/HelpCode-ai/anythingmcp/main/.github/CONTRIBUTING.md): Set up development, test changes, and submit a contribution.
- [Agent instructions](https://raw.githubusercontent.com/HelpCode-ai/anythingmcp/main/AGENTS.md): Repository instructions, setup commands, tests
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tickets into pull requests. Label a GitHub issue with "pilot" and Pilot handles implementation, testing, and PR creation.
## Quick Integration
**Trigger Pilot**: Create a GitHub issue with the `pilot` label
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inside the band, speed rising — the phase closes).
The band brackets zero and is tested before the sign, so a body creeping
backwards inside it reports a station, not `retrograde
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throughput, peak memory and output file size vs spdlog, quill, fmtlog, glog, Log4j2, with test code
- [Integration Guide](https://github.com/Tencent/BqLog/blob/main/docs/INTEGRATION_GUIDE.md): how to integrate in standard environments
- [Configuration](https://github.com
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class probabilities.
Q: What Python versions are supported?
A: Python 3.10, 3.11, and 3.12. Tested on Ubuntu and macOS.
Q: What C compiler is required?
A: gcc (preferred) or clang
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biomcp.org/sources/gnomad/): Access details and query guidance for the gnomAD data source.
- [NCBI Genetic Testing Registry](https://biomcp.org/sources/gtr/): Access details and query guidance for the NCBI Genetic Testing Registry
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github.com/decionis/agent-safe-pipeline/blob/master/spec/intent/v1/README.md, https://github.com/decionis/agent-safe-pipeline/blob/master/spec/intent/v1/schema.json, https://github.com/decionis/agent-safe-pipeline/blob/master/spec/intent/v1/CHANGELOG.md, https://github.com/decionis/agent-safe-pipeline/blob/master/spec/intent/v1/frameworks.md
- The Compromised Principal Test (valid identity + valid access ≠ authorized execution: the test, three ways to run it in under
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github.com/decionis/agent-safe-pipeline/blob/master/spec/intent/v1/README.md, https://github.com/decionis/agent-safe-pipeline/blob/master/spec/intent/v1/schema.json, https://github.com/decionis/agent-safe-pipeline/blob/master/spec/intent/v1/CHANGELOG.md, https://github.com/decionis/agent-safe-pipeline/blob/master/spec/intent/v1/frameworks.md
- The Compromised Principal Test (valid identity + valid access ≠ authorized execution: the test, three ways to run it in under
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client config
- [Quality benchmark](https://github.com/ojuschugh1/sqz/blob/main/docs/quality-benchmark.md): compression ratio vs information preservation, regression-tested
- [Context rot vs context compression](https://github.com/ojuschugh1/sqz/blob/main/docs/context-rot.md): proactive vs reactive context management
- [Choosing a context
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measured **20.91–23.69 tok/s** across three workloads in
development tests at a 33 GB memory budget, using the original 4-bit model
([results and test conditions](#speed)).
[Get started](#install
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